Group_10_BART_Inferencing.ipynb

{
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  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/ollyekhan/SocialMediaMiningFinalProject/blob/main/Group_10_BART_Inferencing.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install datasets transformers"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LxAaGRsGdu78",
        "outputId": "ad68c54c-b35b-4f4e-8b23-a6db205578cd"
      },
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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            "Installing collected packages: xxhash, dill, multiprocess, huggingface-hub, datasets\n",
            "  Attempting uninstall: huggingface-hub\n",
            "    Found existing installation: huggingface-hub 0.20.3\n",
            "    Uninstalling huggingface-hub-0.20.3:\n",
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          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "from sklearn.feature_extraction.text import TfidfVectorizer\n",
        "from nltk.tokenize import word_tokenize\n",
        "from nltk.corpus import stopwords\n",
        "import nltk\n",
        "import pandas as pd\n",
        "from datasets import Dataset\n",
        "nltk.download('punkt')\n",
        "nltk.download('stopwords')\n",
        "import numpy as np\n",
        "\n",
        "from datasets import load_dataset, DatasetDict\n",
        "from transformers import AutoTokenizer"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ggt8NMzGdmMr",
        "outputId": "d9b228cc-a14a-4279-bf9a-ba4b9e363126"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "[nltk_data] Downloading package punkt to /root/nltk_data...\n",
            "[nltk_data]   Package punkt is already up-to-date!\n",
            "[nltk_data] Downloading package stopwords to /root/nltk_data...\n",
            "[nltk_data]   Package stopwords is already up-to-date!\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "meanList = []\n",
        "stdList = []\n",
        "varianceList = []"
      ],
      "metadata": {
        "id": "q_o-yATSxtTj"
      },
      "execution_count": 18,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Seed 1"
      ],
      "metadata": {
        "id": "oSQ5UMSuyhDZ"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "id": "cMk7NSUqdCQ7"
      },
      "outputs": [],
      "source": [
        "def load_data(file_path):\n",
        "    df = pd.read_csv(file_path)\n",
        "    df['context'] = df['context'].fillna('').astype(str)\n",
        "    return df\n",
        "\n",
        "# Perform keyword extraction on each text\n",
        "def perform_keyword_extraction(text_data):\n",
        "    vectorizer = TfidfVectorizer(stop_words='english', tokenizer=word_tokenize, max_features=10, max_df=1.0)\n",
        "    results = {}\n",
        "    for index, text in enumerate(text_data):\n",
        "        X = vectorizer.fit_transform([text])  # Fit TF-IDF on the individual text\n",
        "        feature_names = vectorizer.get_feature_names_out()\n",
        "        results[index] = feature_names\n",
        "    return results"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Main execution\n",
        "file_path = \"dataset/fine_tuning_dataset_seed_1.csv\"\n",
        "df = pd.read_csv(file_path)\n",
        "df['context'] = df['context'].astype(str)\n",
        "df['answer'] = df['answer'].astype(str)\n",
        "\n",
        "dataset_dict = {\n",
        "    \"context\": df[\"context\"],\n",
        "    \"answer\": df[\"answer\"]\n",
        "}\n",
        "\n",
        "dataset = Dataset.from_dict(dataset_dict)\n",
        "\n",
        "# Split the dataset into training and testing sets\n",
        "splits = dataset.train_test_split(test_size=0.33, seed=1)\n",
        "\n",
        "generated_ans_list = []\n",
        "bigger_ans_list = []\n",
        "\n",
        "# # Keyword Extraction\n",
        "keywords_by_text = perform_keyword_extraction(splits['test']['context'])\n",
        "for index, keywords in keywords_by_text.items():\n",
        "    # print(f\"Text {index+1} \\n Keywords: {keywords}\")\n",
        "    for keyword in keywords:\n",
        "        generated_ans_list.append(keyword)\n",
        "    bigger_ans_list.append(generated_ans_list)\n",
        "    generated_ans_list = []\n",
        "\n",
        "print(bigger_ans_list)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1MOuzORJgJHr",
        "outputId": "647a3bd1-3566-43b9-ffb3-2cf04ae6704f"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/sklearn/feature_extraction/text.py:528: UserWarning: The parameter 'token_pattern' will not be used since 'tokenizer' is not None'\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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'canonical', 'infrastructure', 'open', 'operations', 'software', 'source', 'team', 'work'], [',', ':', 'benefits', 'bonuses', 'c', 'computer', 'development', 'employment', 'experience', '’'], ['(', ')', ',', '.', 'clearance', 'development', 'experience', 'lmi', 'mission', 'software'], [',', '.', ':', 'ai', 'companies', 'product', 'recruiting', 'scratch', 'software', 'work'], ['(', ')', ',', '.', ':', 'control', 'design', 'experience', 'holo', 'manufacturing'], ['(', ')', ',', '.', 'applications', 'code', 'development', 'experience', 'practices', 'rest'], [',', '.', ':', 'design', 'development', 'software', 'solutions', 'systems', 'technical', 'working'], [',', '.', ':', 'ability', 'deployment', 'experience', 'skills', 'software', 'team', 'technologies'], ['(', ')', ',', '.', 'data', 'design', 'development', 'experience', 'software', 'technical'], ['(', ')', ',', '.', 'experience', 'figma', 'range', 's', 'work', '’'], [',', '.', 'applications', 'development', 'experience', 'mobile', 'react', 'software', 'strong', 'using'], ['email', 'resume', 'word'], ['(', ')', ',', '.', 'code', 'development', 'experience', 'javascript', 'software', 'web'], [',', '-', '.', ':', 'capital', 'company', 'experience', 'job', 'software', 'years'], ['c/c++', 'programming'], [',', '.', 'development', 'mastercard', 'security', 'skills', 'solutions', 'strong', 'team', 'technical'], ['&', ',', '.', 'acquisition', 'build', 'data', 'nascent', 'opportunity', 'team', 'work'], ['(', ')', ',', '.', ':', 'automation', 'deployment', 'devops', 'experience', 'tools'], ['(', ')', ',', '.', ';', 'development', 'e.g.', 'nvidia', 'security', 'software'], ['(', ')', ',', '.', ':', 'experience', 'fun', 'game', 'games', 'status'], [',', '.', 'canonical', 'customers', 'open', 'operations', 'python', 'software', 'source', 'work'], ['&', ',', '.', ':', 'calibration', 'control', 'development', 'engine', 'lotus', 'powertrain'], [',', 'architecture', 'backend', 'business', 'code', 'ensure', 'experience', 'quality', 'teams', 'technical'], [',', '.', ':', 'experience', 'groups360', 'help', 's', 'team', 'work', '’'], [',', '.', ':', 'bae', 'development', 'employees', 'experience', 'skills', 'software', 'systems'], ['(', ')', ',', '.', ':', 'applications', 'design', 'development', 'software', 'web'], [')', ',', '.', 'azure', 'bemo', 'development', 'experience', 'microsoft', 'team', '•'], ['-', 'caroline', 'cybercoders', 'lead', 'recruiter', 'veillon'], [',', '.', 'aws', 'design', 'engineering', 'experience', 'ridgeline', 'software', 'team', 'technical'], ['%', ',', '.', 'experience', 'java', 'remote', 'renowned', 'services', 'working', '|'], ['!', '(', ')', ',', '.', 'company', 'experience', 'work', 'working', '’'], ['cybercoders', 'employer', 'equal', 'opportunity', 'proud'], [',', '.', 'ameris', 'assigned', 'bank', 'employee', 'employees', 'experience', 'free', 'insurance'], [',', '.', 'banking', 'engineering', 'experience', 'group', 'lab', 'software', 'working', '’'], [',', '.', 'client', 'code', 'engineer', 'experience', 'programming', 'python', 'software', 'understanding'], [',', '.', 'development', 'experience', 'searchspring', 'software', 'team', 'technical', 'work', '’']]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fullAnswers = list(splits['test']['answer'])\n",
        "print(fullAnswers)\n",
        "\n",
        "listofAnswers = []\n",
        "for answer in fullAnswers:\n",
        "    answer = answer.replace(',', ' ').split()\n",
        "    listofAnswers.append(answer)\n",
        "print(len(listofAnswers), \"\\n\", listofAnswers)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "B1zQ81ulvtoX",
        "outputId": "e5d5fee7-e0f3-431d-aeb6-f90c9f37a4ae"
      },
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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Software Engineer, Javascript/Typescript, React/Node.js, AWS, Agile methodologies, Web accessibility fundamentals', 'Java, Scala, Hadoop, Spark, Flink, Hive, Kafka, Big Data, distributed systems, Kubernetes, AWS, Docker, Terraform, CloudFormation, CloudWatch, EC2, ECS, EKS, ELB, Fargate, IAM, Route53, S3, Metricstream, Fluent Bit, Service Discovery, API Gateway, Domain Driven Design, containers technology, agile, Redshift, Athena, EMR, Glue, Kinesis, ELK, Datadog, SaaS, PaaS, AI, ML', 'Java, C#, Python, JavaScript, Go, AWS, API, Complex systems architecture, Data analysis, Problemsolving, Leadership, Communication, Teamwork, Collaboration, Remote work', 'C++, QT, Slot/Signal concepts, Open Scene Graph, Open GL, Software installation, Testing, Test review, Documentation', '.NET, C#, F#, Functional programming, Objectoriented programming, API development, Agile methodologies, DevOps, Cloud development, Kanban, React, Embedded programming, Version control, Code analysis, Automated testing', 'Linux Administration, Scripting, Automation, Integration, Security Clearance, Top Secret / SCI U.S. Government, Polygraph, Computer Science, Software Engineering', 'Agile, C, C++, Java, Linux, Atlassian, Jira, Confluence, Bitbucket, Git, Security+, TS Clearance', 'HTML, CSS3, JavaScript, jQuery, PHP, Laravel Framework, Eloquent ORM, RDBMS, MySQL, MVC Framework', 'Full Stack Web Development, Agile Development, Web Security, Identity Management, .NET Framework, Sitefinity, ASP.NET / C#, Angular, Azure, Web APIs, SQL Server, Cloud Native Application Development, TDD (Test Driven Development), DevOps, CICD Tools, Azure DevOps, Jenkins, Bamboo, Github actions, Agile Methodology', 'Software Development, Java, Angular, MS SQL Server, JDBC, iBatis, Stored Procedures, Spring, Microservices, API Design, Enterprise Architecture, DevOps, Cloud Computing, Agile Methodology, Warehousing, Materials Handling, Automation, Robotics, Conveyor Systems, Sortation Systems, AGVs, ASRS, MES, ERP, Data Analytics, Machine Learning, AI', '.NET Core, ASP.NET Core, C#, Azure cloud services, Docker, Kubernetes (AKS), Microservices, API Gateway, Service Mesh (Istio LinkerD Kuma), Networking concepts and protocols, SQL Server, Oracle, Redis, NoSQL document database (MongoDB Cosmos DB Raven DB), Messaging (Kafka)', 'Software Integration, Video Systems, Troubleshooting, Verification, Vendor Hardware, Vendor Software, Python, Firmware, C, NodeJS, HTML5, JavaScript, Robot Framework, Jira Xray, PyQT, Kivy, Tkinter, HTML, AWS Lambda, DevOps, CI/CD, Jira, Bitbucket, React Native, Electron, HighSpeed Video/Audio/Data Transmission, HD/UHD Digital Video Formats, Switching, Processing, Video Analyzers, Video Scalers, Video Matrix Switchers, Video Wall, Network Configuration, Network Setup', 'Python, Go, Linux, Virtualization, Containers, KVM, LXC, PXE, DHCP, TFTP, DNS, NTP, Baseboard Management Controllers, Redfish, IPMI, AMT, Networking, Storage, Cloud, Launchpad, Debian, APT, dpkg, Snapcraft', 'Python, Machine learning, Statistics, Data science, Autonomous vehicles, Robotics, Data analysis, Experiment design, Communication, Mathematics, Physics, Computer science, Julia, R', 'React, React Router, Redux, MaterialUI, Jest, Webpack, Java, Spring, Spring Batch, Spring Boot, Git, Maven, Jenkins, CI/CD, SQL Server, PostgreSQL, GraphQL, Agile, Microservices, API design, Unit testing, Documentation, Communication, Teamwork, Problemsolving, Analytical', 'Software development, Python, Agile methodology, Linux, UnitLevel Test, SystemLevel Test, HardwareintheLoop Simulator, SoftwareintheLoop Simulator, Full Lifecycle Software Engineering, DO178, NPR 7150, CCSDS', 'SAP, Salesforce, Cloud Computing, Software Architecture, System Integration, RESTful APIs, Microservices Architecture, SQL, NoSQL, Performance Optimization, Security, Data Privacy, Reliability, Software Design, Software Development Lifecycle, Full Stack Development, MS Office, MS SharePoint, C#, .NET Core, .NET 5/6, Stakeholder Collaboration, Project Management, Leadership, Mentoring', 'C#, .NET framework, .NET Core, JavaScript, Knockout, React, Angular, Microsoft Azure cloud solutions, SharePoint, Agile methodologies, Unit testing, Consulting, Integration, Programming, SharePoint, Microsoft 365, Content management technologies', 'Software engineering, Frontend UI/UX, APIs & microservices, Schema development, SecDevOps, React JS, .NET Core, REST APIs, MS SQL Server, TestDriven Development (TDD), Team player, Information systems, Engineering, Mathematics', 'Java, PHP, C#, Node.js, HTML, CSS, JavaScript, Drupal, Oracle DB, Git, Maven, Composer, NPM, AWS, Azure, GCS, JSON, XML, API, SQL, MariaDB, PostgreSQL, SQL Server, Oracle, US Citizen, Permanent Resident, Secret Clearance, GIAC, ISACA, ISC2, ECCouncil, CompTIA, Cisco', 'Frontend engineering, Software development, Product management, Agile development, Crossfunctional collaboration, Technical decisionmaking, Business growth mindset, Modern frontend technologies, Rapid learning', 'Hadoop, Spark, Hive, Trino/PrestoSQL, Java, GNU/Linux OS, CI/CD, Computer Science, AI/Machine Learning, Data Analytics, Big Data, HighPerformance Computing, Distributed Computing, Software Development, System Architecture, API Design, NonFunctional Requirements, Performance Monitoring, Networking, Benchmarking, Operating Systems', 'BackEnd Web Development, FrontEnd Development, FullStack Development, Software Development, Cascading Style Sheets (CSS), C#, ASP.NET, Web API, .NET, SQL Server, AWS, Azure, Entity Framework Core, OOP, Unit Testing Strategies, Relational Databases, Webbased Application Development, Quality Control, Integration with Stakeholders, Thirdparty APIs, Release Schedules, Upgrades, Patches, Maintenance, Scalable Software Products, Microsoft (certification), AWS (certification), Azure (certification), Test Automation (certification), REST APIs, OAuth 2.0 Protocols, React, Angular, MVC Web Development, HTML/CSS, NoSQL Databases, Microsoft Azure, Amazon AWS, Jira, Confluence, SharePoint, React.js, Angular, HTML, MySQL, SQL Server, MongoDB, GitHub, Azure SQL Database, Legacy Methodologies', 'Software development, Product management, Code review, Coding, Optimization, Documentation, Product requirements, Software product creation, Frameworks, Reference architectures, Patterns and practices, Communication, Technical writing, Domain expertise, Mentoring', '.NET, C#, SQL, JSON, JavaScript, XML, HTML, CSS, Microservices, Cloud Computing, RESTful Web Services, Agile Development, DevOps', 'Workday, Java, SQL, MuleSoft, JIRA, Agile Development, Design, Coding, Configuration, Customization, Report Writing, Calculated Fields, Business Process Configuration, Security, System Analysis, Problem Solving, Project Management, Communication, Collaboration', 'ReactJS, Frontend, Programming, Security, Frameworks, UI, UX, TypeScript, JavaScript, Privacy, Access Control, Data Science, Ethical, Adaptable, Gritty, Empathetic, Remarkable', 'Java, .NET, SAP, PeopleSoft, SeeBeyond, Node.js, AWS, CI/CD DevOps Models', 'Software engineering, Firmware architecture, Control software, System integration, Risk management, Verification and validation, Documentation, FMEA, Physician feedback, Clinical results, Continuous improvement, Physician and patient experiences, Team leadership, Design', 'Android SDK, Appium, Eggplant, Selendroid, Kotlin, Java, JUnit, Espresso, TDD, Android Studio, Gradle, Git, GitHub, CI/CD, GCP, JavaScript, Node.js, GoLang, Agile, Scrum, JIRA, Confluence, Google Play Store, Firebase', 'C#, C++, Visual Studio, .net, GUI development, Version control, Application software design, Application software test, Real time software design, Production of design records, Maintenance of design records, Fault diagnosis, Technical support, Continuous improvement program', 'Software Engineering, System Design, API Design, Cloud Computing (AWS), MultiCloud/MultiRegion Environments, Automation Tools/Technologies, Git, CI/CD, Testing Tools (Cypress Mocha Jasmine), Data Display and Visualization, Datatables, D3.js, Plotly.js, API Gateway, Service Mesh, Kubernetes, RateLimiting, CallerPays, SalesForce Integration, API Billing Implementations, DataDog, Gloo, CloudFlare, AngularJS, ReactJS', 'C#, Appium, Selenium, Visual Studio, USB, ObjectOriented Programming (OOP), Source Control, Software Development Process, Functional Testing, ProblemSolving, RootCause Analysis', '.NET, C#, SQL Server, Agile, REST, SOAP, ASP.NET, Azure DevOps, GitHub, SOLID, DRY, SOA, Microservices, Docker, Kubernetes, Terraform, React, XML, HTML, JavaScript, TDD, Unit Testing, Mocking, Stored Procedures, Triggers, Views, Continuous Integration (CI), Continuous Deployment (CD), Code Reviews, Pull Requests, Source Control, Documentation, Problem Resolution, Communication, Analytical Skills, Time Management, Work Ethic, ASP.NET Core, Azure, Xamarin', \"Software Systems Implementation, Coding, Testing, Debugging, Documentation, Client/ServerBased Systems, WebBased Applications, API's/Microservices, eCommerce Platforms, Relational Databases, C#, PHP, HTML, CSS, JavaScript, Git, SQL, MVC Frameworks, eCommerce, Web Applications, Azure PaaS Offerings\", 'Embedded Software Security, Bluetooth, Active Noise Reduction, Mobile App Interfaces, Security Assessment, Security Vulnerabilities, Countermeasures, Platform Hardening, SystemLevel Security, Research and Prototyping, Advanced Security Detection, Protection Methods, IP Provisioning, Protection Techniques, Software Modularity, Maintenance, Scalability, Reusability, Complex Technical Problems, Comprehensive Solutions, TestDriven Development, Troubleshooting, Root Cause Analysis, Firmware Delivery, Mass Production, C or C++, Secured Embedded Systems, Linux, Android, Complex Embedded Software, ResourceLimited RTOSBased Systems, Qualcomm Hexagon, STMicro, AMLogic, Airoha, BES SoC Systems, DRM, Common Protocols, I2C, I2S, SPI, Bluetooth, Wireless Communication Protocols, Audio Processing, Hardware, Software, User Experience, SystemsLevel Thinking, BSEE, BSCS, BSCE, MS', '.NET framework, C#, XAML, ASP.NET, JavaScript, TSQL, SQL Server, PLC systems, ERP systems, MES projects, Windows mobile applications, AngularJS, SQL Server Integration Services (SSIS)', 'Software Development, Full Stack Development, JavaScript, TypeScript, JSON, React, Node.js, AngularJS, Material UI, Next.js, D3, UI/UX Design, Python, Shell Scripting, HTTP/HTTPS, TCP/IP, REST APIs, Websockets, CAN, I2C, SPI, RS232, RS485, JSON, XML, Git, Cloud Computing, Linux, Windows', 'Oracle Web Commerce (ATG), Java, J2EE, REST API Development, Unit Testing, Objectoriented programming, Design patterns, SQL, Oracle database, Software development life cycle, JIRA', 'Backend Engineering, Distributed Systems, Node Operator Tools, Go, Cloud Technologies, Microservices, P2P Networks, Software Development, Smart Contracts, Liquid Staking, Node Operations, Cryptography, Polynomial Commitments, Signature Schemes, Hash Functions, Erasure Codes, Multithreading, Parallel Computing', 'iOS, C, C++, Metal, Algorithm Development, SDLC, Mathematics, Performance Optimisation, Communication, Consensus Building, Leadership, Teamwork, Collaboration, Creativity, Persistence, Quality Assurance, Troubleshooting, Product Roadmap, User Experience, Software Engineering, Software Design, Software Development, System Engineering, System Administration, System Infrastructure, Software Testing, Hardware', 'Cloud, AI, Machine Learning, IoT, 5G, Quantum Computing, RPA, BluePrism, Automation Anywhere, UiPath, WorkFusion, SQL', 'Software Engineering, Agile, DevSecOps, C/C++/C#, Unit testing, Test planning, Systems Engineering, Technical writing, Troubleshooting, System maintenance, Network troubleshooting, Database management, Scripting languages, Test Driven Development (TDD), GreenHills, VxWorks, Linux Operating Systems, Visual Studio, Matlab, High Performance Computing', 'Software Development, C/C++, Embedded Systems Design, RealTime Operating Systems, ObjectOriented Programming, Computer Science, Applied Mathematics, Engineering, Microcontrollers, FPGA Computing Hardware, PCIe Driver Development, High Speed Data Acquisition, Real Time ClosedLoopControl Systems, OS Coding Techniques, IP Protocols, Interfaces, Hardware Subsystems, Industrial Automation Systems, Robotics, Linux OS, FirstPrinciples Reasoning, Collaboration, Learning', 'C/C++, Rust, Go, Lua, Nginx, Python, Typescript, JavaScript, ReactJS, Microservices, Computer Science, Engineering, Mathematics, Statistics, Critical thinking, Problemsolving, Curiosity, Empathy, Communication, Teamwork, Adaptability, Software development, Internet technologies, Cloud computing, Networking, Security, Data analysis', 'Real time embedded C, Linux, C++, Software configuration management, Unit testing, ARM, PCBs, Real time OS, Agile Framework, Python, Control systems', 'C/C++, Embedded Linux Systems, RTOS, Yocto Linux, Agile, Continuous Integration, Deployment, Linux Configuration, Optimization, MultiCore MicroControllers, Memory, Peripherals, Schematics, Oscilloscopes, Logic Analyzers, Portable Software, Windows, RTOSes, MultiCore, MultiThreaded, Distributed Applications, Software Debugger, OnTarget Debugger', 'JavaScript, TypeScript, HTML5, CSS3, React.js, Express, SpringBoot, AWS, GCP, Azure, Docker, Kubernetes, CI/CD, SQL, CloudWatch, DataDog, New Relic, Testing methodologies, WCAG 2.0 accessibility, HIPAA, PII protections, Soft realtime requirements, Design thinking', 'Computer science, Electrical engineering, Power electronics, Software design, Power distribution, Power conversion, UML, SysML, System development lifecycle, Computer networking architectures, Microsoft Project, MS Office, VCRMs, Technical requirements', 'Python, Go, Java, Kotlin, Scala, Amazon Web Services (AWS), Azure, Google Cloud Platform (GCP), Terraform, Cloudformation, Pulumi, Kubernetes, Docker, gRPC, Istio, Envoy, NGINX', 'Java, Python, SQL, Node.js, Go, Scala, RDBMS, NoSQL, Docker, Kubernetes, AWS, Jenkins, Agile, Distributed microservices, Full stack systems, Cloud computing, Open source frameworks, Microservices architecture, Agile development, Software engineering, DevOps, Version control, Continuous integration, Unit testing, Refactoring, Debugging, Presentation skills, Technical writing, Problemsolving, Teamwork, Communication', 'Kotlin, Python, Java, JavaScript, Dataflow, Cloud AI Platform, KubeFlow, Spring, React, BigQuery, BigTable, Postgres, Google Cloud, Kubernetes, AI, Machine Learning, Data Science, Cloud Computing, Distributed Systems, Software Architecture, Software Design, Software Development, Software Engineering, Product Management, UI/UX Design, Computer Science, Software Engineering Principles, Empathy, Kindness, Positive Attitude, SelfAwareness', 'Software Engineering, C, C++, Linux, Unix, Operating Systems, Networking, Java, Python, Mobile Technologies, DevOps, CICD, Mentoring, Database Technologies, Relational Databases, NoSQL Databases', 'Software implementation, Customer service, Training, Project coordination/management, PC networking and configuration, Windows, Microsoft Office products, Technical communication, Troubleshooting', \"C#, C++, VS Code, PowerShell, Bash, VB.NET, Python, Agile methodology, Security+, CISSP, CASP+, CE certification, Jira, Gitlabs, GitHub, SQL, MS Windows Server, Linux, VMWare ESXI hypervisor, PowerCLI, DISA Security Technical Implementation Guidelines (STIGs), Bachelor's degree in computer science, VMware ESXi, Microsoft Windows Server, Army tactical communications systems, Network Modernization systems\", 'software integration, embedded software, software platform, software build, continuous integration, continuous deployment, technical roadmaps, technical development, wider TD/BA systems, automotive innovation', 'Python, Django, JavaScript, React, GCP, AWS, SaaS, Agile, Leadership', 'Software architecture, System specifications, System requirements, Software component interfaces, Process sequences, Timing behaviours, Software testing, Requirements mapping, Distributed ecus, Software engineering, Embedded software development, C/C++, MBD processes, AUTOSAR concepts, MATLAB/Simulink, Communication protocols, CAN, LIN, Ethernet, I2C, SPI, RTOS, Software task timing, UML, Modelling methods, Organizational skills, Leadership skills, Communication skills, Presentation skills', 'Mobile engineering, Android, Kotlin, Android SDK, Java, Android studio, RXJava, Concurrency, Data structures, Algorithms', 'API, abstraction layers, application software development, GCP, AWS, distributed systems, streaming data services, cloud native infrastructure, serverless architecture, microoperations, workflow automation, Javascript, TypeScript, MongoDB, Python, Github, Gitlab, CI/CD, Jira, unit testing, integration testing, regression testing, collaborative documentation, Kubernetes, Docker, containerization, MAP/TRR, media asset management (MAM), video supply chain platform, 401(k) plan', 'Software development, Leadership, HTML, CSS, Javascript, Typescript, Java, NoSQL, Relational databases, Cloud computing, CI/CD, Unit testing, Functional testing, Destructive testing, Performance testing, Debugging, Root cause analysis, Version control, High availability, Disaster recovery, Performance optimization, Efficiency, Security, Technical roadmaps, Work estimation, Refactoring, Modernization', 'Java, C#, Python, JavaScript, Go, AWS, API, Software development, Distributed systems, System architecture, DevOps, Code review, Complex problem solving, Leadership, Communication, Collaboration, Engineering management, Scalability, Reliability, Performance', 'Agile environment, Userfacing systems, HTML, CSS, Vue.js, TypeScript, Node.js, SQL/No SQL databases, SQL, MySQL/MariaDB, Redis, CI/CD, UI/UX design, Automated testing, Python, PHP, React, Angular, Mobile development', 'C#, C++, VB.NET, Python, Bash, PowerShell, SQL, Jira, GitLab, GitHub, Notepad++, Atom, VMWare ESXI, PowerCLI, PortGroups, VSwitches, Data Storage, Security+, Network+, CISSP, CASP+, DISA Security Technical Implementation Guidelines (STIGs), Agile methodology, DevOps, Configuration management, Unit testing, Peer testing, System testing, Scrum Master, Microsoft Windows Server, Active Directory, DNS, Group Policy, User Management, Replication of Sites & Services, Linux, bash, User management, Service management, File management, Expertlevel', 'C#, C++, Unity, Unreal, Game Engines, Software Development, Simulation, Gaming, Virtual Reality, Lead Role, Technical Teams, Project Delivery, Planning, Designing, Testing, Implementation, Software Solutions, Customer Requirements, Design Constraints, Technical Innovations, Code Development, Team Performance, Customer Satisfaction, Continuous Learning, New Concepts, Computer Science', 'Javascript, Typescript, AngularJS, React, HTML5, CSS3, Lit, Progressive Web Apps, Hybrid Apps, Agile Scrum, Unit Testing, Integration Testing, Code Reviews, Source Control, Continuous Integration, Continuous Delivery, REST APIs, GraphQL APIs, Unit Testing Frameworks, AWS, FHIR, HL7, Node.js, Web Components, Micro Frontends, Service Oriented Architecture, Microservices, WCAG Standards, iOS, Android, React Native', 'Java, Spring, Tomcat, Nginx, Elastic Search, RESTful, AWS, EC2, SQS, S3, Lambdas, DynamoDB, RDS, Cloudformation, Terraform, Jenkins, Gitlab CICD, Docker, Linux, Git, SQL, NoSQL, Cloud Computing, Microservices, Distributed Systems, Big Data, Data Analytics, Machine Learning, Artificial Intelligence', 'Software Engineering, Programming, Software Development, Software Maintenance, Technical Writing, Problem Solving, System Analysis, System Integration, Software Testing, Software Design, Computer Systems, Technical Competency, Communication, Teamwork, Time Management, Career Motivation, Learning Agility, Industry Awareness', 'Software Engineering, Fraud Detection, Risk Management, Java, Python, JavaScript, R, SQL, NoSQL, AWS, GCP, Azure, Machine Learning, Data Mining, Data Analytics, Agile, Scrum, Kanban, Jira, Confluence, GitHub, Slack, Zoom', 'Python, Selenium, Postman, Jenkins, Unit testing, Shell scripting, Linux, Data analytics, Visualization, Embedded system testing, Troubleshooting, Database, Web application development, Communication, Interpersonal skills, Multisite team environment, Selfdriven, Selfmotivated, Computer Science, Engineering', 'C++, C#, Python, .NET, UI/UX, OOP, Software Development Life Cycle, Object oriented programming', 'C#, .NET Framework, SQL, Microsoft SQL Server, Windows Presentation Framework, Scalable Application Design, Python, Java, JavaScript, XML, HTML, CSS, Git, TFS, Analytical Skills, ProblemSolving Skills, Communication Skills', 'ASP.NET, JavaScript, CSS, jQuery, C#, HTML, UI/UX, LINQ, IIS, MS SQL, TFS, Git, Team Foundation Server, VSTS, Agile, Scrum, PowerShell, Microsoft .Net 4.0+, EF, RESTful, Swagger, Service Oriented Architecture, WCF, Object Oriented', 'Customer service, IT support, Communication, System learning, Numerical analysis, Problem solving, Selfmotivation, Initiative, Cando attitude, Solution finding, Microsoft SQL, Microsoft Server platforms, Windows operating systems, Excel, Accounting software, Construction industry', 'Software Engineering, Loans Platform Development, Product Design, Quality Coding, Collaboration, Deployment Frameworks, Automated Testing, System Architecting, Complex System Management', 'Frontend Development, SPA Development, UI/UX Design, HTML5, CSS3, JavaScript, React, Angular, Vue.js, Webpack, Babel, ESLint, Web Performance Optimization, Accessibility Best Practices, ServerSide Rendering, Static Site Generation, GraphQL, Data Fetching, Testing Frameworks, Jest, Cypress, Clean Code, UserCentric Design, Continuous Learning', 'CloudNative Consultancy, Auth0, .NET, NodeJS, PHP, OAuth, OpenID, Tokenrelated queries, Identity and access management, Azure, AWS, Azure B2C, Azure AD/Entra, Identity Server, SAML', 'C/C++ programming, Algorithm implementation, Motor control theory and experience, Control systems, PID control, FieldOriented Control, ARM CortexM, STM32, FPGA, Xilinx Zynq, IEC 62304, ISO 14971, Software profiling/optimization, Software build automation, CI/CD, DSP, Xilinx FPGA', 'Software Testing, Missile Systems, Command and Launch Test & Evaluation, Strategic Ballistic Missile Programs, Complex Systems Engineering, Physics, Systems Engineering, Software Engineering, Math Principles, Missile Operations, ICBM Modeling, Flight Navigation, Flight Analysis, Safety and Security Requirements, Test & Evaluation Planning, DoD Acquisition Directives and Policies, ICBM Operational Software Program (IOSSP), Technical Support, Data Analysis, Report Writing, Project Management, Teamwork, Communication, Problem Solving, Critical Thinking, Attention to Detail, Collaboration', 'Linux, Virtualization, Containerization, Ceph, Linux filesystems, Networking, OpenStack, Kubernetes, Open source applications, Software engineering, Computer science, STEM, Python, Go, C, C++, Gdb, Git, Source code repositories, Ubuntu, Kernel, Userspace, QEMU/KVM, LXC/LXD, Postgresql, Mongo, Debian packaging, Distributed systems, Personal learning and development budget, Annual compensation review, Recognition rewards, Annual holiday leave, Maternity and paternity leave, Employee Assistance Programme, Priority Pass for travel and travel upgrades, Remotefirst company', 'CI/CD, Cloud computing, Devops, TypeScript, JavaScript, Terraform, CloudFormation, ARM, AWS, Lambda, ECS, F5 BIGIP, Agile, ALM, Unit testing, Static analysis', '.Net, C#, Microsoft Azure, Infrastructure, Xamarin, Agile Development, Software Development, Mobile Apps, Web Apps, Business Intelligence', 'Software Engineering, JavaScript, React, ETL systems, OO, SOA, Web Services (RESTful), SaaS, Enterprise DB technologies, APIs, Software interfaces, Project management, Communication skills', 'Web Development, Frontend Development, Backend Development, Agile, Git, Angular, React, JavaScript, TypeScript, HTML, CSS, NodeJS, NestJS, Express, REST API, Document Database, Relational Database, Unit Testing, Endtoend Testing, DevSecOps, Deployment Tools, Docker, Kubernetes, Linux, UI/UX Design, Python, Top Secret Clearance', 'TCP/UDP, C++14/17/20/23, Multicast, Low Latency, Solar Flare (Kernel Bypass), Trading Shop / Platform', 'C++, C#, Java, Python, Objectoriented design (OOD), Objectoriented analysis (OOA), Agile methodology, PLC programming, Drives programming, Test driven development, Test automation, Build and configuration management, Industrial automation', 'Python, JSON, Docker, Kubernetes, Container, Rest API, JMS, Selenium, Unittest, Malware analysis, Software development, Software design, Software testing, System design, Hardware/software tradeoffs, Software reuse, Commercial Offtheshelf (COTS), Government Offtheshelf (GOTS), Requirements analysis, Software synthesis', 'NestJS, Node.js, Typescript, JavaScript, React, AWS, Postgres, Redshift, ORM libraries, Data structures, HTTP, REST, JSON API, JSON, XML, DevOps, Service Oriented Architecture, Diagrams', 'Java, RubyOnRails, Mobile Application Development, iOS, Android, Software Development Methodologies, Software Development Tools, Best Practices, Version Control Systems, Git, Issue Tracking Tools, Databases, Data Modeling, Communication, Teamwork, Backend Development, Frontend Development', 'C++, Linux, Unix, Data Structures, Multithreading, Problem Solving, C++11, C++14, OS Concepts, Database', 'Software Engineering, Leadership, Frontend Technology, HTML, CSS, JavaScript/TypeScript Frameworks, Java, Objectoriented Programming, Relational Database, NoSQL Database, Cloud Computing, CI/CD Tools, Software Design Patterns, Data Modeling, Security Frameworks, Unit Testing, Functional Testing, Destructive Testing, Performance Testing, Debugging, Root Cause Analysis, Version Control System, High Availability, Disaster Recovery, Performance, Efficiency, Security, Technical Roadmaps, Work Estimation, Refactoring, Modernization, Agile Processes', 'Agile, Argo, C, C++, Casandra, CI/CD, Cloud, Container, Data Architecture, Database design, DevSecOps, Distributed computing, Docker, Elasticsearch, FPGA, Gherkin (software testing), Go, Hadoop, Hybrid onpremises and cloud environments, Integration, ISTQB (test certification), Java, Javascript, Jenkins, Kafka, Kubernetes, Microservices design and implementation, Oracle, Postgres, Python, React, Relational and document databases, Security, Service mesh concepts, Software Assurance, Tensor, Unit testing', 'Software Engineering, Data Engineering, SQL, Python, Cloud Environments, GCP, Microsoft Azure, AWS, MySQL, Oracle, PostgreSQL, DataStore, DynamoDB, MongoDB, BigQuery, Redshift, Snowflake', 'C++11, Windows, Visual Studio, Linux, Java, NetBeans IDE, .NET, Qt, Boost, Ethernet, RS232, USB, SQL, ISO/IEC', '.NET Core, C#, LINQ, Rest APIs, UWP, WinForms, Mobile (Android iOS), Enterprise SingleSignOn, Azure Active Directory, App Services, Push Notifications, JSON, XML, ODATA, Visual Studio App Center, Continuous Integration (CI), Continuous Delivery (CD), DevOps, Git, TFS, Visual Studio Team Services (VSTS), Agile Methodology, Xamarin Forms, Xamarin Native Development, Xamarin iOS, Xamarin Droid, Xamarin Studio, XAML, Visual Studio, Linux, Windows, TSQL, MongoDb, Entity Framework, GMP Manufacturing Environment, CrossPlatform App Development, Lifecycle, User Experiences, Roadmaps, Shared Projects, Portable Class Library (PCL), CrossPlatform UX Design, Xamarin Binding, REST API Integration, FrontEnd MultiPlatform App Development', 'Software Development, Test Automation, UI Testing, Database Testing, Cloud Computing, Web APIs, Java, JavaScript/TypeScript, Playwright, Cypress, Selenium, Cucumber, JUnit, TestNG, REST Assured, SOAP UI, JMeter, Git, GitHub, Jenkins, GitHub Actions, AWS, EC2, S3, Linux, Maven, Gherkin, Bioinformatics, Load and Performance Testing, Medical Device Software, Regulated Software', 'Software Engineering, C/C++, C#, Delphi, Pascal, Structured Text, Unreal, Unity, Computer Vision, Algorithm Design, PLC Programming, Show Control, Factory Acceptance Testing, Software Maintenance, Technical Support, Microsoft Office', 'Software Development, Project Leadership, C++, Python, HTML, Parallel Processing, Threading, Process Communication, Web Development, Scripting Languages, Database Languages, Budget Management, Presentation/Briefing, Communication, DoD Secret Security Clearance, Computer Science, Computer Engineering, Engineering, Math, Physics', 'C language, Realtime operating systems, Processor architectures, Communication protocols, Device drivers, Communication buses, Software development, RTCA DO178, EN 50128, IEC 62304, Scripting languages, Python, Continuous integration, Continuous testing, Debugger probes, Software drivers, Protocols, PCIe, ST32 processor family, QorIQ processor family, Ethernet stack development, Network Interface Cards drivers development, ARINC429 adapter drivers development, CAN Bus drivers development', 'Electrical Engineering, Computer Engineering, Computer Science, Automotive Software, Software Engineering, C Programming Language, Compilers, Linkers, Debuggers, Microcontrollers, Global Project Management, Problem Solving, Junior Engineer Mentorship, Complex Technical Problem Explanation and Training, Analytic Methods (8D), Process Knowledge (CMMI ASPICE CCPS), System Overview (HW and Sensors), AirbagECU, DOORS (Requirement Management Tool), ALMCCM/CQ (Change Management Tool), ALMSCM/MKS (Software Configuration Management Tool), Rhapsody/AMEOS (Software Design Tool), iSTAr, QAC', 'React, Ruby, Computer Science, Software Development, Leadership, Mentoring, JavaScript', 'Oracle SQL / PLSQL, Oracle EBS workflow, XML Publisher, BI Reporting, JavaScript, CSS, HTML, APIs, GitHub, TOAD / SQL Plus, Applications Express (APEX), Tableau, Linux scripting, Oracle EBusiness Suite 12.2, Oracle Sales Cloud, Oracle Transportation Management, Oracle Marketing, Oracle Cloud Infrastructure (OCI), Oracle Linux 7, Database 19.12, Eloqua Marketing, Oracle Commerce Cloud (OCC), Oracle Content Experience (OCE), Asana', 'Software Engineering, SILs, Simulation, System Requirements Reviews (SRRs), InProcess Reviews (IPRs), Technical Interchange Meetings (TIMs), Preliminary Design Reviews (PDRs), Critical Design Reviews (CDRs), Test Readiness Reviews (TRRs), Safety Review Boards, Software Documentation Review (DO178), Software Risk Management, Statements of Work (SOW), Technical Evaluations, Software Sustainment, Army Aviation Platforms, Avionics Architecture, Open System Architecture, DO178, DO254, MILSTD882E, Software Architectures, Army Acquisition process, Material Release process, System Integration Laboratory (SIL), Model Based Systems Engineering (MBSE)', 'Software Engineering, Embedded Systems, TestDriven Development, Software Integration, Test Case Development, Formal Acceptance Testing, Requirements Analysis, Architecture Design, Software Implementation, Cost and Schedule Management, Team Collaboration', 'Python, JavaScript, C++, Java, Microservices, MVC, RESTful APIs, AWS, Azure, Google Cloud, Agile methodologies, Project management tools, SQL, NoSQL, Data warehousing, Data mining, Machine learning, Artificial intelligence, Cloud computing, DevOps, Software architecture, Software design, Software development, Software testing, Software maintenance, Software deployment, Software configuration management, Software project management, Software quality assurance, Software engineering, Computer science, Engineering', 'React, Ember, Angular, Typescript, Elm, Web Components, Continuous Deployment, Code Reviews, Unit Testing, Integration Testing, Acceptance Testing, Industry Trends, HIPAA, Code of Conduct, JavaScript, ObjectOriented Analysis, SQL, WorkLife Balance, TimeOff Policy, Flexible Work Schedule, Remote Work, 401(k) Matching, Adoption Assistance, Fertility Treatments', 'C#, JavaScript, TSQL, SQL', 'Java SE, Java J2EE, Java, Agile, CI/CD, Jenkins, GitHub, Perforce, Eclipse, Eclipse IDE, Artifactory, Ant, Gradle, Oracle Weblogic Server, Oracle Database 11g, Oracle Database 12c, Unix Shell Scripting, DevSecOps', 'Software Development, Computer Engineering, DoD Acquisition, Agile Methodology, DoD Cybersecurity, SAP, Continuous Delivery, Operating Systems, Software Languages, Computer Hardware, SCI, FPGA, Firmware, Hardware Layer Development, Program and Contract Documentation, Contractor Proposals, Cybersecurity Considerations, System Test Plans, Configuration and Control Measures, Quality Accreditation, Contractor Design Changes, System Design Software, Interoperability Requirements, Test Data Analysis, Communication Bus Architectures, U.S. Citizenship, TopSecret Security Clearance', 'AWS, SaaS, Automotive mobile data, Automotive analytics, Microsoft, Full Stack, ASP.NET, Entity Framework, RabbitMQ, Angular, Vue.js, React, HTML, JavaScript, CSS, .NET WebAPI, RESTful APIs, C#, Async technologies, Lambda, EC2, S3, DynamoDB, API Gateway, CloudWatch, Microservices, Terraform, CI/CD Pipeline, SOAP services integration, Serviceoriented architecture (SOA), Web Service Development, MS SQL Server, Agile scrum methodology, Communication skills, Project management skills, Collaboration skills, Mentorship skills', 'Software architecture, Agile development, Software engineering, Software design patterns, Cloud computing, Microservices, DevOps, Java, Spring, Spring Boot, Hibernate, Liquibase, Docker, Kubernetes, AWS, Azure, GCP, REST, gRPC, GraphQL, Terraform, Typescript, Node.js, React, Scrum, Kanban, Git', 'Software Engineering, Machine Learning, Generative AI, Large Language Models, C/C++, Python, CUDA C/C++, Algorithms, Data Structures, Parallel Computing, System Software, NVIDIA GPU Technology, DL Software Stack, NeMo, TensorRT, GPU Architectures, GPU Programming, Debuggers, Profilers', 'Linux, Python, Golang, OpenStack, Kubernetes, Docker, Networking, Virtualization, Cloud computing, DevOps, Infrastructure as code (IaC), Continuous integration/continuous delivery (CI/CD), Agile software development, Software design, Software testing, Highperformance computing, Data lakes, AI/ML, Analytics', 'C, C++, Embedded application development, Realtime application development, Flight simulator/avionics experience, C#, Python, Linux OS, Realtime Linux, ADA, FORTRAN, Computer Engineering, Computer Science, Electrical Engineering, Security + Certification', 'Python, Java, C++, JavaScript, Agile software development, Software architecture, Microservices, REST APIs, Software libraries, Fullstack web development, Testdriven development (TDD), Unit testing, Integration testing, System testing, CI/CD pipeline, Databases, JSON, XML, Analytical software, NoSQL, MongoDB, Docker, Scrum Master, Software team leadership.', 'Data Warehousing, Data Architecture, Data Modeling, SQL, ETL, Data Science, Machine Learning, AI, Cloud Computing, Azure, SSIS, Data Factory, Tabular Cube, Big Data, Analytics', 'Software Development, Control Systems, Embedded Systems, C++, Industrial Control Electronics, PLCs, Servo Drives, Stepper Drives, Windows Development, Git, Additive Manufacturing, Process Control, Electronics, Robotics, Automation, Motion Control, EtherCAT, Computer Vision, OpenCV, Image Processing, Boost, StateChart, Agile Development', 'AWS, SpringBoot, Kotlin, XML/JSON, Data Conversion, Microservices Architecture, API Designs, REST, GraphQL, Unit Testing, Test Driven Development, React, Redux, CSS, Typescript, WebServices', 'Software Design, Software Architecture, Software Development, Software Requirements, UML, SysML, AUTOSAR, POSIX, CAN, Ethernet, TCP/UDP, C, C++', 'Software Deployment, Infrastructure as Code, Cloud Operations Platforms, Cloud IaaS, Cloud PaaS, Cloud SaaS, Docker, Kubernetes, Ansible, Terraform, Puppet, Salt, SQL, Python, Java, JavaScript, HTML, CSS, Bash, Shell, Linux, OpenShift, RKE2, Tanzu, Software Defined Networking (SDN), NSXT, Git, Jenkins, Artifactory, Server Virtualization, Desktop Virtualization, DevSecOps, VMware, Amazon Web Services, Microsoft Azure, TCP/IP, DNS, Load Balancing, Firewall, NetBIOS, Switching, Routing, VLANs', 'Software Development Lifecycle, Data engineering, Data management, Microsoft technologies, Cloud technologies, Azure Cloud, Service Now, Ansible, Jenkins, VSTS, SAFe, Scrum, Kanban, Computer Science, Object Oriented Design, Programming, C#, C++, Angular, Node.js, SQL, R, Java, JavaScript, Python, API design, Modern UI, Public cloud services, Infrastructure as Code, Systems thinking, Strategic thinking, Data architectures, Machine Learning, Artificial Intelligence, Stream processing, Real time analytics', 'Figma, FigJam, WebAssembly, React, Typescript, GraphQL, Livegraph, C++, Python, Java, ObjectiveC, Go, Rust, UX, UI, REST APIs', 'React, Node.js, React Native, HTML, CSS, JavaScript, Typescript, Swift, Kotlin, RESTful APIs, GraphQL APIs, MySQL, PostgreSQL, MongoDB, Cassandra, AWS, Google Cloud, Microsoft Azure, Agile, Scrum, Kanban, RESTful, GraphQL, CI/CD', \"Software Development Life Cycle (SDLC), Application Development Methodologies Tools and Techniques, Problem Analysis / Resolution, Organizational Planning and Prioritization Skills, Leveraging Technology to Meet Business Objectives, Application Development Experience in a Corporate Environment, Relational Database Experience, SQL Server, DB2, Azure Experience, Data Warehouse, Azure Blob Storage, Development Experience in an ObjectOriented Language, .NET (C# VB.NET), Java, JavaScript, TypeScript, Source Control Tools, GitHub, Azure DevOps, Octopus Deploy, DevOps Concepts, CI/CD Pipelines, Deployment and Test Automation, Web and Application Frameworks, .NET Core, .NET Framework, Bachelor's degree in Computer Science or Information Systems, Agile Experience, Enterprise or Solution Architecture Experience, P&C Insurance Industry Experience, Duck Creek Core Product Suite\", 'Software Engineering, Agile Development, .NET Framework, C#, F#, VB.NET, HTML, CSS, JavaScript, AJAX, SQL Server, REST, RPC, MVC, ASP.NET, Windows Services, Unit testing, Debugging, Troubleshooting, Communication, Teamwork, Analytical Skills, Problem Solving, Critical Thinking, Organizational Skills, Time Management, Selfmotivation, Flexibility, Innovation, Fastpaced Development', 'JavaScript, Vue.js, Java, HTML/CSS, TypeScript, SQL, Node.js, AWS, Microservices, Full Stack Systems, Agile practices, People management', 'C#, Java, AWS, Azure, TestDriven Development (TDD), Agile methodologies, Enterprise Applications, RESTful web services security', 'Software development, Software design, Software architecture, Enterprisegrade software solutions, Java, JEE, Spring boot, Micro services, Application security, Information security principles, Web app security, OWASP, PCI DSS Compliance, Cryptographic Security, Cryptographic operations, Hardware Security Modules (HSMs), Linux, Shell scripting, CI/CD tooling, PCI, GLBA, SOX, Agile processes, Testdriven development', 'Software Developer, Data Acquisition, Systems Design, Systems Implementation, Systems Maintenance, Python, Javascript, Rust, WebSockets, Communication Protocols, Microservices, Message Queuing, RESTful APIs, Kafka, MongoDB, SQL, DevOps, AWS, Cloud Platforms, Data Warehousing, Data Structures, Algorithms', 'Azure DevOps Services, Docker, Kubernetes, AWS EKS, ArgoCD, Azure DevOps, MSBuild, YAML, Python, C#, JavaScript, PowerShell, SQL, Git, Continuous Integration, Continuous Delivery, Continuous Deployment, Ansible, Terraform, CloudBees CD, Consul, NuGet, Vault, Artifactory, Agile development, Amazon Web Services (AWS)', 'C++, APIs, ISO 21434, ISO 26262, Automotive SPICE, Secure Architecture and Design, Defensive Coding, Static Analysis, Fuzzing, Penetration Testing, Secure Code Reviews, Computational Fundamentals, Computer Architecture, Operating Systems, Embedded Development, DMA, Security Controls, Applied Cryptography, DAC, TEE, HSM, Threat Modeling Tool, STRIDE, HEAVENS, SecOC, MACSEC, Ethernet, CAN, FlexRay, Automotive SPICE, UNECE R155', 'Game development, Unity, Mobile game design, Serverauthoritative multiplayer systems, Client prediction, Git, .NET, AWS', 'Python, Software Engineering, Kubernetes, Docker, Linux Administration, Networking, Virtualization, Cloud Computing, Agile Software Development, Open Source Software, Software Architecture, Software Quality Assurance, Software Testing, Software Documentation, Git', 'C, Engine Management, Automotive Powertrain, Powertrain Controls, Engine Controls, Transmission Control, Calibration, ECU, I/O, DoE, Combustion Engine', 'Backend development, Code review, Team management, Agile software development, Code optimization, Technical best practices, Python, FastAPI, Flask, Django, SQLAlchemy, Postgres, Alembic, Azure, IoT, React, REST APIs, WebSocket APIs, Microservices architecture, Team leadership', 'Python, PostgreSQL, Agile, Scrum, Unit Testing, RESTful API, Design Patterns, ETL, CI/CD Pipeline, Microsoft Office 365 Suite, Communication Skills, Organizational Skills, Analytical Skills, Multitasking, ResultsDriven', 'C++, Linux, Java, Windows, Jenkins, Gitlab, CMake, Clang, Ant, MATLAB, OPENCL, CUDA, Docker, Kubernetes, Harbor, Helm, Software Architecture, DSP, Embedded Systems, Realtime Systems, Distributed Systems, Objectoriented Programming, Multithreaded Programming, RF, Radar, EO/IR, Electronic Warfare, Software Defined Radio', 'Web development, Mobile development, Angular, React Native, ASP.NET, ASP.NET MVC, C#, SQL, Stored procedures, HTML, Relational database design, Structured methodology, Software development lifecycle, Programming, Database integration, Browsers, Web compatibility, Web page design, Web technologies, Source code control, Version control, Objectoriented development, Unit tests, Dependency injection, Web server technology, Web security, Web statistics, Problem solving, Team work, Communication, Business requirements, Web design, Complex analysis, Programming, Program structures', 'Principal Software Developer, Scrum, Azure DevOps, C#, ASP.NET, REST API, Microsoft Azure Sentinel, Microsoft Defender, Microsoft Partner Center, Azure Active Directory, Microsoft 365, Microsoft Intune, Microsoft Lighthouse, Microsoft Copilot, Microsoft Azure, GitHub, Unit testing, Integration testing, Regression testing, Automated testing, Testdriven development, Database design, Data management, Artificial intelligence, Machine learning', 'JavaScript, React, Ember, Angular, Typescript, Elm, Web Components, Unit testing, Integration testing, Acceptance testing, HIPAA security and privacy rules, Software development, Frontend development, Objectoriented analysis and design patterns, Scalability, Memory management, Bandwidth, Latency, Automated testing, Security, Compliance', 'Kotlin, Node.js, Typescript, Serverless frameworks, AWS services, AWS certifications, API gateways, SLAs, Monitoring APIs, Automated tests, Cloud networking, CIDR, Routing, Problem solving, Communication, Computer Science, Go, Jest, Pytest, Cypress, Product design, Crossplatform constraints, Web', 'Java, Microservices, AWS, Spring Boot, Docker, Kubernetes, TDD, SDLC', '.NET Framework, C#, JavaScript, Entity Framework, MSSQL, RESTful APIs, Unit Tests, Authentication mechanisms, OIDC, OAuth, SAML, Azure Intra, Learning Tools Interoperability, LTI, API (xAPI), Swagger, GitFlow, Trunk Based Development, Agile, Scrum', 'Agile, Angular, AngularJS, ArcGIS, AWS, Bootstrap, C2 applications, C#, Common Operational Picture, DoD Security Clearance, Geospatial applications, Gradle, HTML5, Java, Java (78), J2EE, jQuery, JPS, JavaScript, Joint Planning Services, JPS, MSSQL, NoSQL databases, NPM, PowerShell, REST API, SCSS, Scrum, ServiceOriented Architecture, SitaWare HQ, SitaWare software products, SOAP, SQL Server, TeamCity, Windows Server 2016, XML', \"SQL Server, Microsoft Servers, C#, Python, VB, LAN technology, High School Diploma, Bachelor's degree, Medical Dental and Vision Insurance, Life Insurance, Accidental Death & Dismemberment Coverage, LongTerm Disability Coverage, Paid Sick and Vacation Leave, 11 Holidays, Volunteer/Service Day, Employee Stock Purchase Plan, 401(k) Retirement Plan, Flexible Spending Accounts, Health Savings Account, Health Reimbursement Arrangement, Supplemental Life & Other Insurance Plans, Identity Theft Protection, Pet Insurance, Legal Insurance, Employee Assistance Program, Employee Advocacy Program, Tickets at Work (Entertainment discounts for Ameris Bank Employees), Wellness Discounts for Medical Premiums and Other Rewards, Employee Referral Incentive, Education Assistance, Employee Resource Groups, Banking Advantages For Employees, Free Interest Checking, Free Safe Deposit Box, Free Money Orders Travelersâ€™ Checks and Cashier Checks, Discount on Mortgage Origination Fee, Free Online Banking and Free Unlimited Online Bill Payment, Employee Banking Perks\", 'Java, JavaScript, Spring, Spring Boot, Node, Microservices, CI/CD, DevOps, GIT, Cypress, JUnit, GCP, Pair Programming, TDD, BDD', 'Python, Django, Django ORM, Data warehousing, Big data, Cloud computing, DevOps, Ansible, Azure Pipelines, Cloud Formation, Terraform, Microservices, MySQL, PostgreSQL, Celery, RabbitMQ, Redis, PHP, Docker, Kubernetes', 'Software Engineering, Site Search, Product Merchandising, Personalization, Ecommerce, Scalability, Performance, Cloud Deployment, Microservices, AWS, Kubernetes, Software Architecture, Design Patterns, Problem Solving, Communication, Collaboration, Mentoring, Leadership, Continuous Learning, Elasticsearch, Golang, Containers']\n",
            "198 \n",
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'Collaborative', 'skills', 'Written', 'communication', 'Verbal', 'communication', 'Computer', 'Science'], ['Computer', 'Science', 'Computer', 'Engineering', 'Patent', 'Law', 'Artificial', 'Intelligence', 'Machine', 'Learning', 'Cryptography', 'Blockchain', 'Software', 'Patents', 'Enterprise', 'Applications', 'Mobile', 'Applications', 'Databases', 'Data', 'Structures', 'Web', 'Services', 'Cloud', 'Services', 'Virtualization', 'Operating', 'Systems', 'User', 'Interfaces', 'Open', 'Source', '3D', 'Graphics', 'Digital', 'Design', 'Grid', 'Computing', 'Telecommunications', 'Network', 'Protocols', 'Computer', 'Architecture', 'Network', 'Security'], ['AIenabled', 'business', 'applications', 'Java', 'C++', 'Python', 'Unix', 'shell(s)', 'JavaScript', 'Flex/Bison', 'CMake', 'RPM', 'Unix/Linux', 'OS', 'Windows', 'OS', 'AWS', 'Azure', 'Google', 'Cloud', 'Algorithms', 'Lowlevel', 'coding', 'Profiling', 'Debugging', 'Cloud', 'environments', 'DevOps', 'Security', 'Problem', 'solving', 'Prioritizing', 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['Node.js', 'Express.js', 'MongoDB', 'Microservices', 'React.js', 'REST', 'APIs', 'Web', 'applications', 'Frontend', 'development', 'Backend', 'development', 'Architecture', 'Collaboration', 'Product', 'management', 'Design', 'Problemsolving', 'Analytical', 'skills', 'Engineering', 'projects'], ['Java', 'Go', 'Scala', 'Clojure', 'Lightweight', 'M2M', 'CoAP', 'MQTT', 'OMADM', 'HTTP', 'DNS', 'SMS', 'MySql', 'Redis', 'DynamoDB', 'Apache', 'Kafka', 'RabbitMQ', 'AWS', 'Kubernetes', 'GitHub', 'Actions', 'Immutable', 'infrastructure', 'Docker', 'Microservices', 'AWS', 'Certifications', 'CoAP', 'Lightweight', 'M2M', 'MQTT'], ['Java', 'SOA', 'Web', 'Services', 'Adapters', 'XML', 'XSLT', 'XPath', 'XQuery', 'JavaScript', 'CSS3', 'HTML5', 'Unit', 'Testing', 'Integration', 'Testing', 'MarkLogic', 'RDL', 'Apache', 'Nifi', 'Data', 'Mining', 'Data', 'Extraction', 'OLTP', 'ODS', 'Aggregate', 'Data', 'Stores', 'Networking', 'Protocols', 'TCP/IP', 'HTTP', 'NTP', 'DNS', 'MLLP', 'NDM', 'MultiBusiness', 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'Webpack', 'Babel', 'NPM', 'Git', 'Git', 'Jest', 'Enzyme', 'GraphQL', 'Apollo', 'Client'], ['C++', 'Python', 'Javascript', 'HTML', 'Network', 'management', 'System', 'management', 'Stage', 'or', 'set', 'workflows'], ['Software', 'Quality', 'Assurance', 'Automation', 'Engineer', 'RESTful', 'APIs', 'SOAP', 'Web', 'Services', 'Web', 'applications', 'Windows', 'services', 'Automation', 'techniques', 'Data', 'validation', 'Troubleshooting', 'queries', 'Test', 'automation', 'framework', 'Windows', 'operating', 'systems', 'Linux', 'Selenium', 'Junit', 'JMeter', 'Cloud', 'technologies', 'AWS', 'Microservices', 'API', 'testing', 'SDLC', 'process', 'DevOps', 'Accounts', 'Receivable', 'Collections', 'Docker', 'Kubernetes'], ['Software', 'Architecture', 'Software', 'Quality', 'Web', 'Development', 'Authentication', 'SingleSignOn', 'MultiFactor', 'Authentication', 'Identity', 'Providers', 'SAML', 'Security', 'User', 'Interface', 'Distributed', 'Systems', 'Scalability', 'Continuous', 'Improvement', 'Mentoring', 'Coaching', 'Teamwork', 'Communication', 'Problem', 'Solving', 'Critical', 'Thinking', 'Adaptability', 'Collaboration', 'Time', 'Management', 'Attention', 'to', 'Detail'], ['Computer', 'Science', 'Data', 'Structures', 'Algorithms', 'Software', 'Development', 'Quality', 'Assurance', 'Code', 'Documentation', 'Code', 'Testing', 'Communication', 'Learning', 'and', 'Development', 'Operating', 'Systems'], ['nan'], ['C#', 'C++', 'Unity', 'Unreal', 'Game', 'Engines', 'Software', 'Development', 'Simulation', 'Gaming', 'Virtual', 'Reality', 'Lead', 'Role', 'Technical', 'Teams', 'Project', 'Delivery', 'Planning', 'Designing', 'Testing', 'Implementation', 'Software', 'Solutions', 'Customer', 'Requirements', 'Design', 'Constraints', 'Technical', 'Innovations', 'Code', 'Development', 'Team', 'Performance', 'Customer', 'Satisfaction', 'Continuous', 'Learning', 'New', 'Concepts', 'Computer', 'Science'], ['Software', 'Development', 'Java', 'Angular', 'MS', 'SQL', 'Server', 'JDBC', 'iBatis', 'Stored', 'Procedures', 'Spring', 'Microservices', 'API', 'Design', 'Enterprise', 'Architecture', 'DevOps', 'Cloud', 'Computing', 'Agile', 'Methodology', 'Warehousing', 'Materials', 'Handling', 'Automation', 'Robotics', 'Conveyor', 'Systems', 'Sortation', 'Systems', 'AGVs', 'ASRS', 'MES', 'ERP', 'Data', 'Analytics', 'Machine', 'Learning', 'AI'], ['Software', 'Development', 'DevOps', 'Continuous', 'Integration', 'Continuous', 'Delivery', 'Continuous', 'Security', 'Agile', 'Software', 'Development', 'Agile', 'Software', 'Delivery', 'Unit', 'Testing', 'Integration', 'Testing', 'Cloud', 'Solutions', 'Azure', 'C#', 'DOTNET', 'React', 'ASP.NET', 'Core', 'Entity', 'Framework', 'Core', 'TypeScript'], ['Lead', 'Software', 'Engineer', 'Javascript/Typescript', 'React/Node.js', 'AWS', 'Agile', 'methodologies', 'Web', 'accessibility', 'fundamentals'], ['Java', 'Scala', 'Hadoop', 'Spark', 'Flink', 'Hive', 'Kafka', 'Big', 'Data', 'distributed', 'systems', 'Kubernetes', 'AWS', 'Docker', 'Terraform', 'CloudFormation', 'CloudWatch', 'EC2', 'ECS', 'EKS', 'ELB', 'Fargate', 'IAM', 'Route53', 'S3', 'Metricstream', 'Fluent', 'Bit', 'Service', 'Discovery', 'API', 'Gateway', 'Domain', 'Driven', 'Design', 'containers', 'technology', 'agile', 'Redshift', 'Athena', 'EMR', 'Glue', 'Kinesis', 'ELK', 'Datadog', 'SaaS', 'PaaS', 'AI', 'ML'], ['Java', 'C#', 'Python', 'JavaScript', 'Go', 'AWS', 'API', 'Complex', 'systems', 'architecture', 'Data', 'analysis', 'Problemsolving', 'Leadership', 'Communication', 'Teamwork', 'Collaboration', 'Remote', 'work'], ['C++', 'QT', 'Slot/Signal', 'concepts', 'Open', 'Scene', 'Graph', 'Open', 'GL', 'Software', 'installation', 'Testing', 'Test', 'review', 'Documentation'], ['.NET', 'C#', 'F#', 'Functional', 'programming', 'Objectoriented', 'programming', 'API', 'development', 'Agile', 'methodologies', 'DevOps', 'Cloud', 'development', 'Kanban', 'React', 'Embedded', 'programming', 'Version', 'control', 'Code', 'analysis', 'Automated', 'testing'], ['Linux', 'Administration', 'Scripting', 'Automation', 'Integration', 'Security', 'Clearance', 'Top', 'Secret', '/', 'SCI', 'U.S.', 'Government', 'Polygraph', 'Computer', 'Science', 'Software', 'Engineering'], ['Agile', 'C', 'C++', 'Java', 'Linux', 'Atlassian', 'Jira', 'Confluence', 'Bitbucket', 'Git', 'Security+', 'TS', 'Clearance'], ['HTML', 'CSS3', 'JavaScript', 'jQuery', 'PHP', 'Laravel', 'Framework', 'Eloquent', 'ORM', 'RDBMS', 'MySQL', 'MVC', 'Framework'], ['Full', 'Stack', 'Web', 'Development', 'Agile', 'Development', 'Web', 'Security', 'Identity', 'Management', '.NET', 'Framework', 'Sitefinity', 'ASP.NET', '/', 'C#', 'Angular', 'Azure', 'Web', 'APIs', 'SQL', 'Server', 'Cloud', 'Native', 'Application', 'Development', 'TDD', '(Test', 'Driven', 'Development)', 'DevOps', 'CICD', 'Tools', 'Azure', 'DevOps', 'Jenkins', 'Bamboo', 'Github', 'actions', 'Agile', 'Methodology'], ['Software', 'Development', 'Java', 'Angular', 'MS', 'SQL', 'Server', 'JDBC', 'iBatis', 'Stored', 'Procedures', 'Spring', 'Microservices', 'API', 'Design', 'Enterprise', 'Architecture', 'DevOps', 'Cloud', 'Computing', 'Agile', 'Methodology', 'Warehousing', 'Materials', 'Handling', 'Automation', 'Robotics', 'Conveyor', 'Systems', 'Sortation', 'Systems', 'AGVs', 'ASRS', 'MES', 'ERP', 'Data', 'Analytics', 'Machine', 'Learning', 'AI'], ['.NET', 'Core', 'ASP.NET', 'Core', 'C#', 'Azure', 'cloud', 'services', 'Docker', 'Kubernetes', '(AKS)', 'Microservices', 'API', 'Gateway', 'Service', 'Mesh', '(Istio', 'LinkerD', 'Kuma)', 'Networking', 'concepts', 'and', 'protocols', 'SQL', 'Server', 'Oracle', 'Redis', 'NoSQL', 'document', 'database', '(MongoDB', 'Cosmos', 'DB', 'Raven', 'DB)', 'Messaging', '(Kafka)'], ['Software', 'Integration', 'Video', 'Systems', 'Troubleshooting', 'Verification', 'Vendor', 'Hardware', 'Vendor', 'Software', 'Python', 'Firmware', 'C', 'NodeJS', 'HTML5', 'JavaScript', 'Robot', 'Framework', 'Jira', 'Xray', 'PyQT', 'Kivy', 'Tkinter', 'HTML', 'AWS', 'Lambda', 'DevOps', 'CI/CD', 'Jira', 'Bitbucket', 'React', 'Native', 'Electron', 'HighSpeed', 'Video/Audio/Data', 'Transmission', 'HD/UHD', 'Digital', 'Video', 'Formats', 'Switching', 'Processing', 'Video', 'Analyzers', 'Video', 'Scalers', 'Video', 'Matrix', 'Switchers', 'Video', 'Wall', 'Network', 'Configuration', 'Network', 'Setup'], ['Python', 'Go', 'Linux', 'Virtualization', 'Containers', 'KVM', 'LXC', 'PXE', 'DHCP', 'TFTP', 'DNS', 'NTP', 'Baseboard', 'Management', 'Controllers', 'Redfish', 'IPMI', 'AMT', 'Networking', 'Storage', 'Cloud', 'Launchpad', 'Debian', 'APT', 'dpkg', 'Snapcraft'], ['Python', 'Machine', 'learning', 'Statistics', 'Data', 'science', 'Autonomous', 'vehicles', 'Robotics', 'Data', 'analysis', 'Experiment', 'design', 'Communication', 'Mathematics', 'Physics', 'Computer', 'science', 'Julia', 'R'], ['React', 'React', 'Router', 'Redux', 'MaterialUI', 'Jest', 'Webpack', 'Java', 'Spring', 'Spring', 'Batch', 'Spring', 'Boot', 'Git', 'Maven', 'Jenkins', 'CI/CD', 'SQL', 'Server', 'PostgreSQL', 'GraphQL', 'Agile', 'Microservices', 'API', 'design', 'Unit', 'testing', 'Documentation', 'Communication', 'Teamwork', 'Problemsolving', 'Analytical'], ['Software', 'development', 'Python', 'Agile', 'methodology', 'Linux', 'UnitLevel', 'Test', 'SystemLevel', 'Test', 'HardwareintheLoop', 'Simulator', 'SoftwareintheLoop', 'Simulator', 'Full', 'Lifecycle', 'Software', 'Engineering', 'DO178', 'NPR', '7150', 'CCSDS'], ['SAP', 'Salesforce', 'Cloud', 'Computing', 'Software', 'Architecture', 'System', 'Integration', 'RESTful', 'APIs', 'Microservices', 'Architecture', 'SQL', 'NoSQL', 'Performance', 'Optimization', 'Security', 'Data', 'Privacy', 'Reliability', 'Software', 'Design', 'Software', 'Development', 'Lifecycle', 'Full', 'Stack', 'Development', 'MS', 'Office', 'MS', 'SharePoint', 'C#', '.NET', 'Core', '.NET', '5/6', 'Stakeholder', 'Collaboration', 'Project', 'Management', 'Leadership', 'Mentoring'], ['C#', '.NET', 'framework', '.NET', 'Core', 'JavaScript', 'Knockout', 'React', 'Angular', 'Microsoft', 'Azure', 'cloud', 'solutions', 'SharePoint', 'Agile', 'methodologies', 'Unit', 'testing', 'Consulting', 'Integration', 'Programming', 'SharePoint', 'Microsoft', '365', 'Content', 'management', 'technologies'], ['Software', 'engineering', 'Frontend', 'UI/UX', 'APIs', '&', 'microservices', 'Schema', 'development', 'SecDevOps', 'React', 'JS', '.NET', 'Core', 'REST', 'APIs', 'MS', 'SQL', 'Server', 'TestDriven', 'Development', '(TDD)', 'Team', 'player', 'Information', 'systems', 'Engineering', 'Mathematics'], ['Java', 'PHP', 'C#', 'Node.js', 'HTML', 'CSS', 'JavaScript', 'Drupal', 'Oracle', 'DB', 'Git', 'Maven', 'Composer', 'NPM', 'AWS', 'Azure', 'GCS', 'JSON', 'XML', 'API', 'SQL', 'MariaDB', 'PostgreSQL', 'SQL', 'Server', 'Oracle', 'US', 'Citizen', 'Permanent', 'Resident', 'Secret', 'Clearance', 'GIAC', 'ISACA', 'ISC2', 'ECCouncil', 'CompTIA', 'Cisco'], ['Frontend', 'engineering', 'Software', 'development', 'Product', 'management', 'Agile', 'development', 'Crossfunctional', 'collaboration', 'Technical', 'decisionmaking', 'Business', 'growth', 'mindset', 'Modern', 'frontend', 'technologies', 'Rapid', 'learning'], ['Hadoop', 'Spark', 'Hive', 'Trino/PrestoSQL', 'Java', 'GNU/Linux', 'OS', 'CI/CD', 'Computer', 'Science', 'AI/Machine', 'Learning', 'Data', 'Analytics', 'Big', 'Data', 'HighPerformance', 'Computing', 'Distributed', 'Computing', 'Software', 'Development', 'System', 'Architecture', 'API', 'Design', 'NonFunctional', 'Requirements', 'Performance', 'Monitoring', 'Networking', 'Benchmarking', 'Operating', 'Systems'], ['BackEnd', 'Web', 'Development', 'FrontEnd', 'Development', 'FullStack', 'Development', 'Software', 'Development', 'Cascading', 'Style', 'Sheets', '(CSS)', 'C#', 'ASP.NET', 'Web', 'API', '.NET', 'SQL', 'Server', 'AWS', 'Azure', 'Entity', 'Framework', 'Core', 'OOP', 'Unit', 'Testing', 'Strategies', 'Relational', 'Databases', 'Webbased', 'Application', 'Development', 'Quality', 'Control', 'Integration', 'with', 'Stakeholders', 'Thirdparty', 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'Computing', 'RESTful', 'Web', 'Services', 'Agile', 'Development', 'DevOps'], ['Workday', 'Java', 'SQL', 'MuleSoft', 'JIRA', 'Agile', 'Development', 'Design', 'Coding', 'Configuration', 'Customization', 'Report', 'Writing', 'Calculated', 'Fields', 'Business', 'Process', 'Configuration', 'Security', 'System', 'Analysis', 'Problem', 'Solving', 'Project', 'Management', 'Communication', 'Collaboration'], ['ReactJS', 'Frontend', 'Programming', 'Security', 'Frameworks', 'UI', 'UX', 'TypeScript', 'JavaScript', 'Privacy', 'Access', 'Control', 'Data', 'Science', 'Ethical', 'Adaptable', 'Gritty', 'Empathetic', 'Remarkable'], ['Java', '.NET', 'SAP', 'PeopleSoft', 'SeeBeyond', 'Node.js', 'AWS', 'CI/CD', 'DevOps', 'Models'], ['Software', 'engineering', 'Firmware', 'architecture', 'Control', 'software', 'System', 'integration', 'Risk', 'management', 'Verification', 'and', 'validation', 'Documentation', 'FMEA', 'Physician', 'feedback', 'Clinical', 'results', 'Continuous', 'improvement', 'Physician', 'and', 'patient', 'experiences', 'Team', 'leadership', 'Design'], ['Android', 'SDK', 'Appium', 'Eggplant', 'Selendroid', 'Kotlin', 'Java', 'JUnit', 'Espresso', 'TDD', 'Android', 'Studio', 'Gradle', 'Git', 'GitHub', 'CI/CD', 'GCP', 'JavaScript', 'Node.js', 'GoLang', 'Agile', 'Scrum', 'JIRA', 'Confluence', 'Google', 'Play', 'Store', 'Firebase'], ['C#', 'C++', 'Visual', 'Studio', '.net', 'GUI', 'development', 'Version', 'control', 'Application', 'software', 'design', 'Application', 'software', 'test', 'Real', 'time', 'software', 'design', 'Production', 'of', 'design', 'records', 'Maintenance', 'of', 'design', 'records', 'Fault', 'diagnosis', 'Technical', 'support', 'Continuous', 'improvement', 'program'], ['Software', 'Engineering', 'System', 'Design', 'API', 'Design', 'Cloud', 'Computing', '(AWS)', 'MultiCloud/MultiRegion', 'Environments', 'Automation', 'Tools/Technologies', 'Git', 'CI/CD', 'Testing', 'Tools', '(Cypress', 'Mocha', 'Jasmine)', 'Data', 'Display', 'and', 'Visualization', 'Datatables', 'D3.js', 'Plotly.js', 'API', 'Gateway', 'Service', 'Mesh', 'Kubernetes', 'RateLimiting', 'CallerPays', 'SalesForce', 'Integration', 'API', 'Billing', 'Implementations', 'DataDog', 'Gloo', 'CloudFlare', 'AngularJS', 'ReactJS'], ['C#', 'Appium', 'Selenium', 'Visual', 'Studio', 'USB', 'ObjectOriented', 'Programming', '(OOP)', 'Source', 'Control', 'Software', 'Development', 'Process', 'Functional', 'Testing', 'ProblemSolving', 'RootCause', 'Analysis'], ['.NET', 'C#', 'SQL', 'Server', 'Agile', 'REST', 'SOAP', 'ASP.NET', 'Azure', 'DevOps', 'GitHub', 'SOLID', 'DRY', 'SOA', 'Microservices', 'Docker', 'Kubernetes', 'Terraform', 'React', 'XML', 'HTML', 'JavaScript', 'TDD', 'Unit', 'Testing', 'Mocking', 'Stored', 'Procedures', 'Triggers', 'Views', 'Continuous', 'Integration', '(CI)', 'Continuous', 'Deployment', '(CD)', 'Code', 'Reviews', 'Pull', 'Requests', 'Source', 'Control', 'Documentation', 'Problem', 'Resolution', 'Communication', 'Analytical', 'Skills', 'Time', 'Management', 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'Shell', 'Scripting', 'HTTP/HTTPS', 'TCP/IP', 'REST', 'APIs', 'Websockets', 'CAN', 'I2C', 'SPI', 'RS232', 'RS485', 'JSON', 'XML', 'Git', 'Cloud', 'Computing', 'Linux', 'Windows'], ['Oracle', 'Web', 'Commerce', '(ATG)', 'Java', 'J2EE', 'REST', 'API', 'Development', 'Unit', 'Testing', 'Objectoriented', 'programming', 'Design', 'patterns', 'SQL', 'Oracle', 'database', 'Software', 'development', 'life', 'cycle', 'JIRA'], ['Backend', 'Engineering', 'Distributed', 'Systems', 'Node', 'Operator', 'Tools', 'Go', 'Cloud', 'Technologies', 'Microservices', 'P2P', 'Networks', 'Software', 'Development', 'Smart', 'Contracts', 'Liquid', 'Staking', 'Node', 'Operations', 'Cryptography', 'Polynomial', 'Commitments', 'Signature', 'Schemes', 'Hash', 'Functions', 'Erasure', 'Codes', 'Multithreading', 'Parallel', 'Computing'], ['iOS', 'C', 'C++', 'Metal', 'Algorithm', 'Development', 'SDLC', 'Mathematics', 'Performance', 'Optimisation', 'Communication', 'Consensus', 'Building', 'Leadership', 'Teamwork', 'Collaboration', 'Creativity', 'Persistence', 'Quality', 'Assurance', 'Troubleshooting', 'Product', 'Roadmap', 'User', 'Experience', 'Software', 'Engineering', 'Software', 'Design', 'Software', 'Development', 'System', 'Engineering', 'System', 'Administration', 'System', 'Infrastructure', 'Software', 'Testing', 'Hardware'], ['Cloud', 'AI', 'Machine', 'Learning', 'IoT', '5G', 'Quantum', 'Computing', 'RPA', 'BluePrism', 'Automation', 'Anywhere', 'UiPath', 'WorkFusion', 'SQL'], ['Software', 'Engineering', 'Agile', 'DevSecOps', 'C/C++/C#', 'Unit', 'testing', 'Test', 'planning', 'Systems', 'Engineering', 'Technical', 'writing', 'Troubleshooting', 'System', 'maintenance', 'Network', 'troubleshooting', 'Database', 'management', 'Scripting', 'languages', 'Test', 'Driven', 'Development', '(TDD)', 'GreenHills', 'VxWorks', 'Linux', 'Operating', 'Systems', 'Visual', 'Studio', 'Matlab', 'High', 'Performance', 'Computing'], ['Software', 'Development', 'C/C++', 'Embedded', 'Systems', 'Design', 'RealTime', 'Operating', 'Systems', 'ObjectOriented', 'Programming', 'Computer', 'Science', 'Applied', 'Mathematics', 'Engineering', 'Microcontrollers', 'FPGA', 'Computing', 'Hardware', 'PCIe', 'Driver', 'Development', 'High', 'Speed', 'Data', 'Acquisition', 'Real', 'Time', 'ClosedLoopControl', 'Systems', 'OS', 'Coding', 'Techniques', 'IP', 'Protocols', 'Interfaces', 'Hardware', 'Subsystems', 'Industrial', 'Automation', 'Systems', 'Robotics', 'Linux', 'OS', 'FirstPrinciples', 'Reasoning', 'Collaboration', 'Learning'], ['C/C++', 'Rust', 'Go', 'Lua', 'Nginx', 'Python', 'Typescript', 'JavaScript', 'ReactJS', 'Microservices', 'Computer', 'Science', 'Engineering', 'Mathematics', 'Statistics', 'Critical', 'thinking', 'Problemsolving', 'Curiosity', 'Empathy', 'Communication', 'Teamwork', 'Adaptability', 'Software', 'development', 'Internet', 'technologies', 'Cloud', 'computing', 'Networking', 'Security', 'Data', 'analysis'], ['Real', 'time', 'embedded', 'C', 'Linux', 'C++', 'Software', 'configuration', 'management', 'Unit', 'testing', 'ARM', 'PCBs', 'Real', 'time', 'OS', 'Agile', 'Framework', 'Python', 'Control', 'systems'], ['C/C++', 'Embedded', 'Linux', 'Systems', 'RTOS', 'Yocto', 'Linux', 'Agile', 'Continuous', 'Integration', 'Deployment', 'Linux', 'Configuration', 'Optimization', 'MultiCore', 'MicroControllers', 'Memory', 'Peripherals', 'Schematics', 'Oscilloscopes', 'Logic', 'Analyzers', 'Portable', 'Software', 'Windows', 'RTOSes', 'MultiCore', 'MultiThreaded', 'Distributed', 'Applications', 'Software', 'Debugger', 'OnTarget', 'Debugger'], ['JavaScript', 'TypeScript', 'HTML5', 'CSS3', 'React.js', 'Express', 'SpringBoot', 'AWS', 'GCP', 'Azure', 'Docker', 'Kubernetes', 'CI/CD', 'SQL', 'CloudWatch', 'DataDog', 'New', 'Relic', 'Testing', 'methodologies', 'WCAG', '2.0', 'accessibility', 'HIPAA', 'PII', 'protections', 'Soft', 'realtime', 'requirements', 'Design', 'thinking'], ['Computer', 'science', 'Electrical', 'engineering', 'Power', 'electronics', 'Software', 'design', 'Power', 'distribution', 'Power', 'conversion', 'UML', 'SysML', 'System', 'development', 'lifecycle', 'Computer', 'networking', 'architectures', 'Microsoft', 'Project', 'MS', 'Office', 'VCRMs', 'Technical', 'requirements'], ['Python', 'Go', 'Java', 'Kotlin', 'Scala', 'Amazon', 'Web', 'Services', '(AWS)', 'Azure', 'Google', 'Cloud', 'Platform', '(GCP)', 'Terraform', 'Cloudformation', 'Pulumi', 'Kubernetes', 'Docker', 'gRPC', 'Istio', 'Envoy', 'NGINX'], ['Java', 'Python', 'SQL', 'Node.js', 'Go', 'Scala', 'RDBMS', 'NoSQL', 'Docker', 'Kubernetes', 'AWS', 'Jenkins', 'Agile', 'Distributed', 'microservices', 'Full', 'stack', 'systems', 'Cloud', 'computing', 'Open', 'source', 'frameworks', 'Microservices', 'architecture', 'Agile', 'development', 'Software', 'engineering', 'DevOps', 'Version', 'control', 'Continuous', 'integration', 'Unit', 'testing', 'Refactoring', 'Debugging', 'Presentation', 'skills', 'Technical', 'writing', 'Problemsolving', 'Teamwork', 'Communication'], ['Kotlin', 'Python', 'Java', 'JavaScript', 'Dataflow', 'Cloud', 'AI', 'Platform', 'KubeFlow', 'Spring', 'React', 'BigQuery', 'BigTable', 'Postgres', 'Google', 'Cloud', 'Kubernetes', 'AI', 'Machine', 'Learning', 'Data', 'Science', 'Cloud', 'Computing', 'Distributed', 'Systems', 'Software', 'Architecture', 'Software', 'Design', 'Software', 'Development', 'Software', 'Engineering', 'Product', 'Management', 'UI/UX', 'Design', 'Computer', 'Science', 'Software', 'Engineering', 'Principles', 'Empathy', 'Kindness', 'Positive', 'Attitude', 'SelfAwareness'], ['Software', 'Engineering', 'C', 'C++', 'Linux', 'Unix', 'Operating', 'Systems', 'Networking', 'Java', 'Python', 'Mobile', 'Technologies', 'DevOps', 'CICD', 'Mentoring', 'Database', 'Technologies', 'Relational', 'Databases', 'NoSQL', 'Databases'], ['Software', 'implementation', 'Customer', 'service', 'Training', 'Project', 'coordination/management', 'PC', 'networking', 'and', 'configuration', 'Windows', 'Microsoft', 'Office', 'products', 'Technical', 'communication', 'Troubleshooting'], ['C#', 'C++', 'VS', 'Code', 'PowerShell', 'Bash', 'VB.NET', 'Python', 'Agile', 'methodology', 'Security+', 'CISSP', 'CASP+', 'CE', 'certification', 'Jira', 'Gitlabs', 'GitHub', 'SQL', 'MS', 'Windows', 'Server', 'Linux', 'VMWare', 'ESXI', 'hypervisor', 'PowerCLI', 'DISA', 'Security', 'Technical', 'Implementation', 'Guidelines', '(STIGs)', \"Bachelor's\", 'degree', 'in', 'computer', 'science', 'VMware', 'ESXi', 'Microsoft', 'Windows', 'Server', 'Army', 'tactical', 'communications', 'systems', 'Network', 'Modernization', 'systems'], ['software', 'integration', 'embedded', 'software', 'software', 'platform', 'software', 'build', 'continuous', 'integration', 'continuous', 'deployment', 'technical', 'roadmaps', 'technical', 'development', 'wider', 'TD/BA', 'systems', 'automotive', 'innovation'], ['Python', 'Django', 'JavaScript', 'React', 'GCP', 'AWS', 'SaaS', 'Agile', 'Leadership'], ['Software', 'architecture', 'System', 'specifications', 'System', 'requirements', 'Software', 'component', 'interfaces', 'Process', 'sequences', 'Timing', 'behaviours', 'Software', 'testing', 'Requirements', 'mapping', 'Distributed', 'ecus', 'Software', 'engineering', 'Embedded', 'software', 'development', 'C/C++', 'MBD', 'processes', 'AUTOSAR', 'concepts', 'MATLAB/Simulink', 'Communication', 'protocols', 'CAN', 'LIN', 'Ethernet', 'I2C', 'SPI', 'RTOS', 'Software', 'task', 'timing', 'UML', 'Modelling', 'methods', 'Organizational', 'skills', 'Leadership', 'skills', 'Communication', 'skills', 'Presentation', 'skills'], ['Mobile', 'engineering', 'Android', 'Kotlin', 'Android', 'SDK', 'Java', 'Android', 'studio', 'RXJava', 'Concurrency', 'Data', 'structures', 'Algorithms'], ['API', 'abstraction', 'layers', 'application', 'software', 'development', 'GCP', 'AWS', 'distributed', 'systems', 'streaming', 'data', 'services', 'cloud', 'native', 'infrastructure', 'serverless', 'architecture', 'microoperations', 'workflow', 'automation', 'Javascript', 'TypeScript', 'MongoDB', 'Python', 'Github', 'Gitlab', 'CI/CD', 'Jira', 'unit', 'testing', 'integration', 'testing', 'regression', 'testing', 'collaborative', 'documentation', 'Kubernetes', 'Docker', 'containerization', 'MAP/TRR', 'media', 'asset', 'management', '(MAM)', 'video', 'supply', 'chain', 'platform', '401(k)', 'plan'], ['Software', 'development', 'Leadership', 'HTML', 'CSS', 'Javascript', 'Typescript', 'Java', 'NoSQL', 'Relational', 'databases', 'Cloud', 'computing', 'CI/CD', 'Unit', 'testing', 'Functional', 'testing', 'Destructive', 'testing', 'Performance', 'testing', 'Debugging', 'Root', 'cause', 'analysis', 'Version', 'control', 'High', 'availability', 'Disaster', 'recovery', 'Performance', 'optimization', 'Efficiency', 'Security', 'Technical', 'roadmaps', 'Work', 'estimation', 'Refactoring', 'Modernization'], ['Java', 'C#', 'Python', 'JavaScript', 'Go', 'AWS', 'API', 'Software', 'development', 'Distributed', 'systems', 'System', 'architecture', 'DevOps', 'Code', 'review', 'Complex', 'problem', 'solving', 'Leadership', 'Communication', 'Collaboration', 'Engineering', 'management', 'Scalability', 'Reliability', 'Performance'], ['Agile', 'environment', 'Userfacing', 'systems', 'HTML', 'CSS', 'Vue.js', 'TypeScript', 'Node.js', 'SQL/No', 'SQL', 'databases', 'SQL', 'MySQL/MariaDB', 'Redis', 'CI/CD', 'UI/UX', 'design', 'Automated', 'testing', 'Python', 'PHP', 'React', 'Angular', 'Mobile', 'development'], ['C#', 'C++', 'VB.NET', 'Python', 'Bash', 'PowerShell', 'SQL', 'Jira', 'GitLab', 'GitHub', 'Notepad++', 'Atom', 'VMWare', 'ESXI', 'PowerCLI', 'PortGroups', 'VSwitches', 'Data', 'Storage', 'Security+', 'Network+', 'CISSP', 'CASP+', 'DISA', 'Security', 'Technical', 'Implementation', 'Guidelines', '(STIGs)', 'Agile', 'methodology', 'DevOps', 'Configuration', 'management', 'Unit', 'testing', 'Peer', 'testing', 'System', 'testing', 'Scrum', 'Master', 'Microsoft', 'Windows', 'Server', 'Active', 'Directory', 'DNS', 'Group', 'Policy', 'User', 'Management', 'Replication', 'of', 'Sites', '&', 'Services', 'Linux', 'bash', 'User', 'management', 'Service', 'management', 'File', 'management', 'Expertlevel'], ['C#', 'C++', 'Unity', 'Unreal', 'Game', 'Engines', 'Software', 'Development', 'Simulation', 'Gaming', 'Virtual', 'Reality', 'Lead', 'Role', 'Technical', 'Teams', 'Project', 'Delivery', 'Planning', 'Designing', 'Testing', 'Implementation', 'Software', 'Solutions', 'Customer', 'Requirements', 'Design', 'Constraints', 'Technical', 'Innovations', 'Code', 'Development', 'Team', 'Performance', 'Customer', 'Satisfaction', 'Continuous', 'Learning', 'New', 'Concepts', 'Computer', 'Science'], ['Javascript', 'Typescript', 'AngularJS', 'React', 'HTML5', 'CSS3', 'Lit', 'Progressive', 'Web', 'Apps', 'Hybrid', 'Apps', 'Agile', 'Scrum', 'Unit', 'Testing', 'Integration', 'Testing', 'Code', 'Reviews', 'Source', 'Control', 'Continuous', 'Integration', 'Continuous', 'Delivery', 'REST', 'APIs', 'GraphQL', 'APIs', 'Unit', 'Testing', 'Frameworks', 'AWS', 'FHIR', 'HL7', 'Node.js', 'Web', 'Components', 'Micro', 'Frontends', 'Service', 'Oriented', 'Architecture', 'Microservices', 'WCAG', 'Standards', 'iOS', 'Android', 'React', 'Native'], ['Java', 'Spring', 'Tomcat', 'Nginx', 'Elastic', 'Search', 'RESTful', 'AWS', 'EC2', 'SQS', 'S3', 'Lambdas', 'DynamoDB', 'RDS', 'Cloudformation', 'Terraform', 'Jenkins', 'Gitlab', 'CICD', 'Docker', 'Linux', 'Git', 'SQL', 'NoSQL', 'Cloud', 'Computing', 'Microservices', 'Distributed', 'Systems', 'Big', 'Data', 'Data', 'Analytics', 'Machine', 'Learning', 'Artificial', 'Intelligence'], ['Software', 'Engineering', 'Programming', 'Software', 'Development', 'Software', 'Maintenance', 'Technical', 'Writing', 'Problem', 'Solving', 'System', 'Analysis', 'System', 'Integration', 'Software', 'Testing', 'Software', 'Design', 'Computer', 'Systems', 'Technical', 'Competency', 'Communication', 'Teamwork', 'Time', 'Management', 'Career', 'Motivation', 'Learning', 'Agility', 'Industry', 'Awareness'], ['Software', 'Engineering', 'Fraud', 'Detection', 'Risk', 'Management', 'Java', 'Python', 'JavaScript', 'R', 'SQL', 'NoSQL', 'AWS', 'GCP', 'Azure', 'Machine', 'Learning', 'Data', 'Mining', 'Data', 'Analytics', 'Agile', 'Scrum', 'Kanban', 'Jira', 'Confluence', 'GitHub', 'Slack', 'Zoom'], ['Python', 'Selenium', 'Postman', 'Jenkins', 'Unit', 'testing', 'Shell', 'scripting', 'Linux', 'Data', 'analytics', 'Visualization', 'Embedded', 'system', 'testing', 'Troubleshooting', 'Database', 'Web', 'application', 'development', 'Communication', 'Interpersonal', 'skills', 'Multisite', 'team', 'environment', 'Selfdriven', 'Selfmotivated', 'Computer', 'Science', 'Engineering'], ['C++', 'C#', 'Python', '.NET', 'UI/UX', 'OOP', 'Software', 'Development', 'Life', 'Cycle', 'Object', 'oriented', 'programming'], ['C#', '.NET', 'Framework', 'SQL', 'Microsoft', 'SQL', 'Server', 'Windows', 'Presentation', 'Framework', 'Scalable', 'Application', 'Design', 'Python', 'Java', 'JavaScript', 'XML', 'HTML', 'CSS', 'Git', 'TFS', 'Analytical', 'Skills', 'ProblemSolving', 'Skills', 'Communication', 'Skills'], ['ASP.NET', 'JavaScript', 'CSS', 'jQuery', 'C#', 'HTML', 'UI/UX', 'LINQ', 'IIS', 'MS', 'SQL', 'TFS', 'Git', 'Team', 'Foundation', 'Server', 'VSTS', 'Agile', 'Scrum', 'PowerShell', 'Microsoft', '.Net', '4.0+', 'EF', 'RESTful', 'Swagger', 'Service', 'Oriented', 'Architecture', 'WCF', 'Object', 'Oriented'], ['Customer', 'service', 'IT', 'support', 'Communication', 'System', 'learning', 'Numerical', 'analysis', 'Problem', 'solving', 'Selfmotivation', 'Initiative', 'Cando', 'attitude', 'Solution', 'finding', 'Microsoft', 'SQL', 'Microsoft', 'Server', 'platforms', 'Windows', 'operating', 'systems', 'Excel', 'Accounting', 'software', 'Construction', 'industry'], ['Software', 'Engineering', 'Loans', 'Platform', 'Development', 'Product', 'Design', 'Quality', 'Coding', 'Collaboration', 'Deployment', 'Frameworks', 'Automated', 'Testing', 'System', 'Architecting', 'Complex', 'System', 'Management'], ['Frontend', 'Development', 'SPA', 'Development', 'UI/UX', 'Design', 'HTML5', 'CSS3', 'JavaScript', 'React', 'Angular', 'Vue.js', 'Webpack', 'Babel', 'ESLint', 'Web', 'Performance', 'Optimization', 'Accessibility', 'Best', 'Practices', 'ServerSide', 'Rendering', 'Static', 'Site', 'Generation', 'GraphQL', 'Data', 'Fetching', 'Testing', 'Frameworks', 'Jest', 'Cypress', 'Clean', 'Code', 'UserCentric', 'Design', 'Continuous', 'Learning'], ['CloudNative', 'Consultancy', 'Auth0', '.NET', 'NodeJS', 'PHP', 'OAuth', 'OpenID', 'Tokenrelated', 'queries', 'Identity', 'and', 'access', 'management', 'Azure', 'AWS', 'Azure', 'B2C', 'Azure', 'AD/Entra', 'Identity', 'Server', 'SAML'], ['C/C++', 'programming', 'Algorithm', 'implementation', 'Motor', 'control', 'theory', 'and', 'experience', 'Control', 'systems', 'PID', 'control', 'FieldOriented', 'Control', 'ARM', 'CortexM', 'STM32', 'FPGA', 'Xilinx', 'Zynq', 'IEC', '62304', 'ISO', '14971', 'Software', 'profiling/optimization', 'Software', 'build', 'automation', 'CI/CD', 'DSP', 'Xilinx', 'FPGA'], ['Software', 'Testing', 'Missile', 'Systems', 'Command', 'and', 'Launch', 'Test', '&', 'Evaluation', 'Strategic', 'Ballistic', 'Missile', 'Programs', 'Complex', 'Systems', 'Engineering', 'Physics', 'Systems', 'Engineering', 'Software', 'Engineering', 'Math', 'Principles', 'Missile', 'Operations', 'ICBM', 'Modeling', 'Flight', 'Navigation', 'Flight', 'Analysis', 'Safety', 'and', 'Security', 'Requirements', 'Test', '&', 'Evaluation', 'Planning', 'DoD', 'Acquisition', 'Directives', 'and', 'Policies', 'ICBM', 'Operational', 'Software', 'Program', '(IOSSP)', 'Technical', 'Support', 'Data', 'Analysis', 'Report', 'Writing', 'Project', 'Management', 'Teamwork', 'Communication', 'Problem', 'Solving', 'Critical', 'Thinking', 'Attention', 'to', 'Detail', 'Collaboration'], ['Linux', 'Virtualization', 'Containerization', 'Ceph', 'Linux', 'filesystems', 'Networking', 'OpenStack', 'Kubernetes', 'Open', 'source', 'applications', 'Software', 'engineering', 'Computer', 'science', 'STEM', 'Python', 'Go', 'C', 'C++', 'Gdb', 'Git', 'Source', 'code', 'repositories', 'Ubuntu', 'Kernel', 'Userspace', 'QEMU/KVM', 'LXC/LXD', 'Postgresql', 'Mongo', 'Debian', 'packaging', 'Distributed', 'systems', 'Personal', 'learning', 'and', 'development', 'budget', 'Annual', 'compensation', 'review', 'Recognition', 'rewards', 'Annual', 'holiday', 'leave', 'Maternity', 'and', 'paternity', 'leave', 'Employee', 'Assistance', 'Programme', 'Priority', 'Pass', 'for', 'travel', 'and', 'travel', 'upgrades', 'Remotefirst', 'company'], ['CI/CD', 'Cloud', 'computing', 'Devops', 'TypeScript', 'JavaScript', 'Terraform', 'CloudFormation', 'ARM', 'AWS', 'Lambda', 'ECS', 'F5', 'BIGIP', 'Agile', 'ALM', 'Unit', 'testing', 'Static', 'analysis'], ['.Net', 'C#', 'Microsoft', 'Azure', 'Infrastructure', 'Xamarin', 'Agile', 'Development', 'Software', 'Development', 'Mobile', 'Apps', 'Web', 'Apps', 'Business', 'Intelligence'], ['Software', 'Engineering', 'JavaScript', 'React', 'ETL', 'systems', 'OO', 'SOA', 'Web', 'Services', '(RESTful)', 'SaaS', 'Enterprise', 'DB', 'technologies', 'APIs', 'Software', 'interfaces', 'Project', 'management', 'Communication', 'skills'], ['Web', 'Development', 'Frontend', 'Development', 'Backend', 'Development', 'Agile', 'Git', 'Angular', 'React', 'JavaScript', 'TypeScript', 'HTML', 'CSS', 'NodeJS', 'NestJS', 'Express', 'REST', 'API', 'Document', 'Database', 'Relational', 'Database', 'Unit', 'Testing', 'Endtoend', 'Testing', 'DevSecOps', 'Deployment', 'Tools', 'Docker', 'Kubernetes', 'Linux', 'UI/UX', 'Design', 'Python', 'Top', 'Secret', 'Clearance'], ['TCP/UDP', 'C++14/17/20/23', 'Multicast', 'Low', 'Latency', 'Solar', 'Flare', '(Kernel', 'Bypass)', 'Trading', 'Shop', '/', 'Platform'], ['C++', 'C#', 'Java', 'Python', 'Objectoriented', 'design', '(OOD)', 'Objectoriented', 'analysis', '(OOA)', 'Agile', 'methodology', 'PLC', 'programming', 'Drives', 'programming', 'Test', 'driven', 'development', 'Test', 'automation', 'Build', 'and', 'configuration', 'management', 'Industrial', 'automation'], ['Python', 'JSON', 'Docker', 'Kubernetes', 'Container', 'Rest', 'API', 'JMS', 'Selenium', 'Unittest', 'Malware', 'analysis', 'Software', 'development', 'Software', 'design', 'Software', 'testing', 'System', 'design', 'Hardware/software', 'tradeoffs', 'Software', 'reuse', 'Commercial', 'Offtheshelf', '(COTS)', 'Government', 'Offtheshelf', '(GOTS)', 'Requirements', 'analysis', 'Software', 'synthesis'], ['NestJS', 'Node.js', 'Typescript', 'JavaScript', 'React', 'AWS', 'Postgres', 'Redshift', 'ORM', 'libraries', 'Data', 'structures', 'HTTP', 'REST', 'JSON', 'API', 'JSON', 'XML', 'DevOps', 'Service', 'Oriented', 'Architecture', 'Diagrams'], ['Java', 'RubyOnRails', 'Mobile', 'Application', 'Development', 'iOS', 'Android', 'Software', 'Development', 'Methodologies', 'Software', 'Development', 'Tools', 'Best', 'Practices', 'Version', 'Control', 'Systems', 'Git', 'Issue', 'Tracking', 'Tools', 'Databases', 'Data', 'Modeling', 'Communication', 'Teamwork', 'Backend', 'Development', 'Frontend', 'Development'], ['C++', 'Linux', 'Unix', 'Data', 'Structures', 'Multithreading', 'Problem', 'Solving', 'C++11', 'C++14', 'OS', 'Concepts', 'Database'], ['Software', 'Engineering', 'Leadership', 'Frontend', 'Technology', 'HTML', 'CSS', 'JavaScript/TypeScript', 'Frameworks', 'Java', 'Objectoriented', 'Programming', 'Relational', 'Database', 'NoSQL', 'Database', 'Cloud', 'Computing', 'CI/CD', 'Tools', 'Software', 'Design', 'Patterns', 'Data', 'Modeling', 'Security', 'Frameworks', 'Unit', 'Testing', 'Functional', 'Testing', 'Destructive', 'Testing', 'Performance', 'Testing', 'Debugging', 'Root', 'Cause', 'Analysis', 'Version', 'Control', 'System', 'High', 'Availability', 'Disaster', 'Recovery', 'Performance', 'Efficiency', 'Security', 'Technical', 'Roadmaps', 'Work', 'Estimation', 'Refactoring', 'Modernization', 'Agile', 'Processes'], ['Agile', 'Argo', 'C', 'C++', 'Casandra', 'CI/CD', 'Cloud', 'Container', 'Data', 'Architecture', 'Database', 'design', 'DevSecOps', 'Distributed', 'computing', 'Docker', 'Elasticsearch', 'FPGA', 'Gherkin', '(software', 'testing)', 'Go', 'Hadoop', 'Hybrid', 'onpremises', 'and', 'cloud', 'environments', 'Integration', 'ISTQB', '(test', 'certification)', 'Java', 'Javascript', 'Jenkins', 'Kafka', 'Kubernetes', 'Microservices', 'design', 'and', 'implementation', 'Oracle', 'Postgres', 'Python', 'React', 'Relational', 'and', 'document', 'databases', 'Security', 'Service', 'mesh', 'concepts', 'Software', 'Assurance', 'Tensor', 'Unit', 'testing'], ['Software', 'Engineering', 'Data', 'Engineering', 'SQL', 'Python', 'Cloud', 'Environments', 'GCP', 'Microsoft', 'Azure', 'AWS', 'MySQL', 'Oracle', 'PostgreSQL', 'DataStore', 'DynamoDB', 'MongoDB', 'BigQuery', 'Redshift', 'Snowflake'], ['C++11', 'Windows', 'Visual', 'Studio', 'Linux', 'Java', 'NetBeans', 'IDE', '.NET', 'Qt', 'Boost', 'Ethernet', 'RS232', 'USB', 'SQL', 'ISO/IEC'], ['.NET', 'Core', 'C#', 'LINQ', 'Rest', 'APIs', 'UWP', 'WinForms', 'Mobile', '(Android', 'iOS)', 'Enterprise', 'SingleSignOn', 'Azure', 'Active', 'Directory', 'App', 'Services', 'Push', 'Notifications', 'JSON', 'XML', 'ODATA', 'Visual', 'Studio', 'App', 'Center', 'Continuous', 'Integration', '(CI)', 'Continuous', 'Delivery', '(CD)', 'DevOps', 'Git', 'TFS', 'Visual', 'Studio', 'Team', 'Services', '(VSTS)', 'Agile', 'Methodology', 'Xamarin', 'Forms', 'Xamarin', 'Native', 'Development', 'Xamarin', 'iOS', 'Xamarin', 'Droid', 'Xamarin', 'Studio', 'XAML', 'Visual', 'Studio', 'Linux', 'Windows', 'TSQL', 'MongoDb', 'Entity', 'Framework', 'GMP', 'Manufacturing', 'Environment', 'CrossPlatform', 'App', 'Development', 'Lifecycle', 'User', 'Experiences', 'Roadmaps', 'Shared', 'Projects', 'Portable', 'Class', 'Library', '(PCL)', 'CrossPlatform', 'UX', 'Design', 'Xamarin', 'Binding', 'REST', 'API', 'Integration', 'FrontEnd', 'MultiPlatform', 'App', 'Development'], ['Software', 'Development', 'Test', 'Automation', 'UI', 'Testing', 'Database', 'Testing', 'Cloud', 'Computing', 'Web', 'APIs', 'Java', 'JavaScript/TypeScript', 'Playwright', 'Cypress', 'Selenium', 'Cucumber', 'JUnit', 'TestNG', 'REST', 'Assured', 'SOAP', 'UI', 'JMeter', 'Git', 'GitHub', 'Jenkins', 'GitHub', 'Actions', 'AWS', 'EC2', 'S3', 'Linux', 'Maven', 'Gherkin', 'Bioinformatics', 'Load', 'and', 'Performance', 'Testing', 'Medical', 'Device', 'Software', 'Regulated', 'Software'], ['Software', 'Engineering', 'C/C++', 'C#', 'Delphi', 'Pascal', 'Structured', 'Text', 'Unreal', 'Unity', 'Computer', 'Vision', 'Algorithm', 'Design', 'PLC', 'Programming', 'Show', 'Control', 'Factory', 'Acceptance', 'Testing', 'Software', 'Maintenance', 'Technical', 'Support', 'Microsoft', 'Office'], ['Software', 'Development', 'Project', 'Leadership', 'C++', 'Python', 'HTML', 'Parallel', 'Processing', 'Threading', 'Process', 'Communication', 'Web', 'Development', 'Scripting', 'Languages', 'Database', 'Languages', 'Budget', 'Management', 'Presentation/Briefing', 'Communication', 'DoD', 'Secret', 'Security', 'Clearance', 'Computer', 'Science', 'Computer', 'Engineering', 'Engineering', 'Math', 'Physics'], ['C', 'language', 'Realtime', 'operating', 'systems', 'Processor', 'architectures', 'Communication', 'protocols', 'Device', 'drivers', 'Communication', 'buses', 'Software', 'development', 'RTCA', 'DO178', 'EN', '50128', 'IEC', '62304', 'Scripting', 'languages', 'Python', 'Continuous', 'integration', 'Continuous', 'testing', 'Debugger', 'probes', 'Software', 'drivers', 'Protocols', 'PCIe', 'ST32', 'processor', 'family', 'QorIQ', 'processor', 'family', 'Ethernet', 'stack', 'development', 'Network', 'Interface', 'Cards', 'drivers', 'development', 'ARINC429', 'adapter', 'drivers', 'development', 'CAN', 'Bus', 'drivers', 'development'], ['Electrical', 'Engineering', 'Computer', 'Engineering', 'Computer', 'Science', 'Automotive', 'Software', 'Software', 'Engineering', 'C', 'Programming', 'Language', 'Compilers', 'Linkers', 'Debuggers', 'Microcontrollers', 'Global', 'Project', 'Management', 'Problem', 'Solving', 'Junior', 'Engineer', 'Mentorship', 'Complex', 'Technical', 'Problem', 'Explanation', 'and', 'Training', 'Analytic', 'Methods', '(8D)', 'Process', 'Knowledge', '(CMMI', 'ASPICE', 'CCPS)', 'System', 'Overview', '(HW', 'and', 'Sensors)', 'AirbagECU', 'DOORS', '(Requirement', 'Management', 'Tool)', 'ALMCCM/CQ', '(Change', 'Management', 'Tool)', 'ALMSCM/MKS', '(Software', 'Configuration', 'Management', 'Tool)', 'Rhapsody/AMEOS', '(Software', 'Design', 'Tool)', 'iSTAr', 'QAC'], ['React', 'Ruby', 'Computer', 'Science', 'Software', 'Development', 'Leadership', 'Mentoring', 'JavaScript'], ['Oracle', 'SQL', '/', 'PLSQL', 'Oracle', 'EBS', 'workflow', 'XML', 'Publisher', 'BI', 'Reporting', 'JavaScript', 'CSS', 'HTML', 'APIs', 'GitHub', 'TOAD', '/', 'SQL', 'Plus', 'Applications', 'Express', '(APEX)', 'Tableau', 'Linux', 'scripting', 'Oracle', 'EBusiness', 'Suite', '12.2', 'Oracle', 'Sales', 'Cloud', 'Oracle', 'Transportation', 'Management', 'Oracle', 'Marketing', 'Oracle', 'Cloud', 'Infrastructure', '(OCI)', 'Oracle', 'Linux', '7', 'Database', '19.12', 'Eloqua', 'Marketing', 'Oracle', 'Commerce', 'Cloud', '(OCC)', 'Oracle', 'Content', 'Experience', '(OCE)', 'Asana'], ['Software', 'Engineering', 'SILs', 'Simulation', 'System', 'Requirements', 'Reviews', '(SRRs)', 'InProcess', 'Reviews', '(IPRs)', 'Technical', 'Interchange', 'Meetings', '(TIMs)', 'Preliminary', 'Design', 'Reviews', '(PDRs)', 'Critical', 'Design', 'Reviews', '(CDRs)', 'Test', 'Readiness', 'Reviews', '(TRRs)', 'Safety', 'Review', 'Boards', 'Software', 'Documentation', 'Review', '(DO178)', 'Software', 'Risk', 'Management', 'Statements', 'of', 'Work', '(SOW)', 'Technical', 'Evaluations', 'Software', 'Sustainment', 'Army', 'Aviation', 'Platforms', 'Avionics', 'Architecture', 'Open', 'System', 'Architecture', 'DO178', 'DO254', 'MILSTD882E', 'Software', 'Architectures', 'Army', 'Acquisition', 'process', 'Material', 'Release', 'process', 'System', 'Integration', 'Laboratory', '(SIL)', 'Model', 'Based', 'Systems', 'Engineering', '(MBSE)'], ['Software', 'Engineering', 'Embedded', 'Systems', 'TestDriven', 'Development', 'Software', 'Integration', 'Test', 'Case', 'Development', 'Formal', 'Acceptance', 'Testing', 'Requirements', 'Analysis', 'Architecture', 'Design', 'Software', 'Implementation', 'Cost', 'and', 'Schedule', 'Management', 'Team', 'Collaboration'], ['Python', 'JavaScript', 'C++', 'Java', 'Microservices', 'MVC', 'RESTful', 'APIs', 'AWS', 'Azure', 'Google', 'Cloud', 'Agile', 'methodologies', 'Project', 'management', 'tools', 'SQL', 'NoSQL', 'Data', 'warehousing', 'Data', 'mining', 'Machine', 'learning', 'Artificial', 'intelligence', 'Cloud', 'computing', 'DevOps', 'Software', 'architecture', 'Software', 'design', 'Software', 'development', 'Software', 'testing', 'Software', 'maintenance', 'Software', 'deployment', 'Software', 'configuration', 'management', 'Software', 'project', 'management', 'Software', 'quality', 'assurance', 'Software', 'engineering', 'Computer', 'science', 'Engineering'], ['React', 'Ember', 'Angular', 'Typescript', 'Elm', 'Web', 'Components', 'Continuous', 'Deployment', 'Code', 'Reviews', 'Unit', 'Testing', 'Integration', 'Testing', 'Acceptance', 'Testing', 'Industry', 'Trends', 'HIPAA', 'Code', 'of', 'Conduct', 'JavaScript', 'ObjectOriented', 'Analysis', 'SQL', 'WorkLife', 'Balance', 'TimeOff', 'Policy', 'Flexible', 'Work', 'Schedule', 'Remote', 'Work', '401(k)', 'Matching', 'Adoption', 'Assistance', 'Fertility', 'Treatments'], ['C#', 'JavaScript', 'TSQL', 'SQL'], ['Java', 'SE', 'Java', 'J2EE', 'Java', 'Agile', 'CI/CD', 'Jenkins', 'GitHub', 'Perforce', 'Eclipse', 'Eclipse', 'IDE', 'Artifactory', 'Ant', 'Gradle', 'Oracle', 'Weblogic', 'Server', 'Oracle', 'Database', '11g', 'Oracle', 'Database', '12c', 'Unix', 'Shell', 'Scripting', 'DevSecOps'], ['Software', 'Development', 'Computer', 'Engineering', 'DoD', 'Acquisition', 'Agile', 'Methodology', 'DoD', 'Cybersecurity', 'SAP', 'Continuous', 'Delivery', 'Operating', 'Systems', 'Software', 'Languages', 'Computer', 'Hardware', 'SCI', 'FPGA', 'Firmware', 'Hardware', 'Layer', 'Development', 'Program', 'and', 'Contract', 'Documentation', 'Contractor', 'Proposals', 'Cybersecurity', 'Considerations', 'System', 'Test', 'Plans', 'Configuration', 'and', 'Control', 'Measures', 'Quality', 'Accreditation', 'Contractor', 'Design', 'Changes', 'System', 'Design', 'Software', 'Interoperability', 'Requirements', 'Test', 'Data', 'Analysis', 'Communication', 'Bus', 'Architectures', 'U.S.', 'Citizenship', 'TopSecret', 'Security', 'Clearance'], ['AWS', 'SaaS', 'Automotive', 'mobile', 'data', 'Automotive', 'analytics', 'Microsoft', 'Full', 'Stack', 'ASP.NET', 'Entity', 'Framework', 'RabbitMQ', 'Angular', 'Vue.js', 'React', 'HTML', 'JavaScript', 'CSS', '.NET', 'WebAPI', 'RESTful', 'APIs', 'C#', 'Async', 'technologies', 'Lambda', 'EC2', 'S3', 'DynamoDB', 'API', 'Gateway', 'CloudWatch', 'Microservices', 'Terraform', 'CI/CD', 'Pipeline', 'SOAP', 'services', 'integration', 'Serviceoriented', 'architecture', '(SOA)', 'Web', 'Service', 'Development', 'MS', 'SQL', 'Server', 'Agile', 'scrum', 'methodology', 'Communication', 'skills', 'Project', 'management', 'skills', 'Collaboration', 'skills', 'Mentorship', 'skills'], ['Software', 'architecture', 'Agile', 'development', 'Software', 'engineering', 'Software', 'design', 'patterns', 'Cloud', 'computing', 'Microservices', 'DevOps', 'Java', 'Spring', 'Spring', 'Boot', 'Hibernate', 'Liquibase', 'Docker', 'Kubernetes', 'AWS', 'Azure', 'GCP', 'REST', 'gRPC', 'GraphQL', 'Terraform', 'Typescript', 'Node.js', 'React', 'Scrum', 'Kanban', 'Git'], ['Software', 'Engineering', 'Machine', 'Learning', 'Generative', 'AI', 'Large', 'Language', 'Models', 'C/C++', 'Python', 'CUDA', 'C/C++', 'Algorithms', 'Data', 'Structures', 'Parallel', 'Computing', 'System', 'Software', 'NVIDIA', 'GPU', 'Technology', 'DL', 'Software', 'Stack', 'NeMo', 'TensorRT', 'GPU', 'Architectures', 'GPU', 'Programming', 'Debuggers', 'Profilers'], ['Linux', 'Python', 'Golang', 'OpenStack', 'Kubernetes', 'Docker', 'Networking', 'Virtualization', 'Cloud', 'computing', 'DevOps', 'Infrastructure', 'as', 'code', '(IaC)', 'Continuous', 'integration/continuous', 'delivery', '(CI/CD)', 'Agile', 'software', 'development', 'Software', 'design', 'Software', 'testing', 'Highperformance', 'computing', 'Data', 'lakes', 'AI/ML', 'Analytics'], ['C', 'C++', 'Embedded', 'application', 'development', 'Realtime', 'application', 'development', 'Flight', 'simulator/avionics', 'experience', 'C#', 'Python', 'Linux', 'OS', 'Realtime', 'Linux', 'ADA', 'FORTRAN', 'Computer', 'Engineering', 'Computer', 'Science', 'Electrical', 'Engineering', 'Security', '+', 'Certification'], ['Python', 'Java', 'C++', 'JavaScript', 'Agile', 'software', 'development', 'Software', 'architecture', 'Microservices', 'REST', 'APIs', 'Software', 'libraries', 'Fullstack', 'web', 'development', 'Testdriven', 'development', '(TDD)', 'Unit', 'testing', 'Integration', 'testing', 'System', 'testing', 'CI/CD', 'pipeline', 'Databases', 'JSON', 'XML', 'Analytical', 'software', 'NoSQL', 'MongoDB', 'Docker', 'Scrum', 'Master', 'Software', 'team', 'leadership.'], ['Data', 'Warehousing', 'Data', 'Architecture', 'Data', 'Modeling', 'SQL', 'ETL', 'Data', 'Science', 'Machine', 'Learning', 'AI', 'Cloud', 'Computing', 'Azure', 'SSIS', 'Data', 'Factory', 'Tabular', 'Cube', 'Big', 'Data', 'Analytics'], ['Software', 'Development', 'Control', 'Systems', 'Embedded', 'Systems', 'C++', 'Industrial', 'Control', 'Electronics', 'PLCs', 'Servo', 'Drives', 'Stepper', 'Drives', 'Windows', 'Development', 'Git', 'Additive', 'Manufacturing', 'Process', 'Control', 'Electronics', 'Robotics', 'Automation', 'Motion', 'Control', 'EtherCAT', 'Computer', 'Vision', 'OpenCV', 'Image', 'Processing', 'Boost', 'StateChart', 'Agile', 'Development'], ['AWS', 'SpringBoot', 'Kotlin', 'XML/JSON', 'Data', 'Conversion', 'Microservices', 'Architecture', 'API', 'Designs', 'REST', 'GraphQL', 'Unit', 'Testing', 'Test', 'Driven', 'Development', 'React', 'Redux', 'CSS', 'Typescript', 'WebServices'], ['Software', 'Design', 'Software', 'Architecture', 'Software', 'Development', 'Software', 'Requirements', 'UML', 'SysML', 'AUTOSAR', 'POSIX', 'CAN', 'Ethernet', 'TCP/UDP', 'C', 'C++'], ['Software', 'Deployment', 'Infrastructure', 'as', 'Code', 'Cloud', 'Operations', 'Platforms', 'Cloud', 'IaaS', 'Cloud', 'PaaS', 'Cloud', 'SaaS', 'Docker', 'Kubernetes', 'Ansible', 'Terraform', 'Puppet', 'Salt', 'SQL', 'Python', 'Java', 'JavaScript', 'HTML', 'CSS', 'Bash', 'Shell', 'Linux', 'OpenShift', 'RKE2', 'Tanzu', 'Software', 'Defined', 'Networking', '(SDN)', 'NSXT', 'Git', 'Jenkins', 'Artifactory', 'Server', 'Virtualization', 'Desktop', 'Virtualization', 'DevSecOps', 'VMware', 'Amazon', 'Web', 'Services', 'Microsoft', 'Azure', 'TCP/IP', 'DNS', 'Load', 'Balancing', 'Firewall', 'NetBIOS', 'Switching', 'Routing', 'VLANs'], ['Software', 'Development', 'Lifecycle', 'Data', 'engineering', 'Data', 'management', 'Microsoft', 'technologies', 'Cloud', 'technologies', 'Azure', 'Cloud', 'Service', 'Now', 'Ansible', 'Jenkins', 'VSTS', 'SAFe', 'Scrum', 'Kanban', 'Computer', 'Science', 'Object', 'Oriented', 'Design', 'Programming', 'C#', 'C++', 'Angular', 'Node.js', 'SQL', 'R', 'Java', 'JavaScript', 'Python', 'API', 'design', 'Modern', 'UI', 'Public', 'cloud', 'services', 'Infrastructure', 'as', 'Code', 'Systems', 'thinking', 'Strategic', 'thinking', 'Data', 'architectures', 'Machine', 'Learning', 'Artificial', 'Intelligence', 'Stream', 'processing', 'Real', 'time', 'analytics'], ['Figma', 'FigJam', 'WebAssembly', 'React', 'Typescript', 'GraphQL', 'Livegraph', 'C++', 'Python', 'Java', 'ObjectiveC', 'Go', 'Rust', 'UX', 'UI', 'REST', 'APIs'], ['React', 'Node.js', 'React', 'Native', 'HTML', 'CSS', 'JavaScript', 'Typescript', 'Swift', 'Kotlin', 'RESTful', 'APIs', 'GraphQL', 'APIs', 'MySQL', 'PostgreSQL', 'MongoDB', 'Cassandra', 'AWS', 'Google', 'Cloud', 'Microsoft', 'Azure', 'Agile', 'Scrum', 'Kanban', 'RESTful', 'GraphQL', 'CI/CD'], ['Software', 'Development', 'Life', 'Cycle', '(SDLC)', 'Application', 'Development', 'Methodologies', 'Tools', 'and', 'Techniques', 'Problem', 'Analysis', '/', 'Resolution', 'Organizational', 'Planning', 'and', 'Prioritization', 'Skills', 'Leveraging', 'Technology', 'to', 'Meet', 'Business', 'Objectives', 'Application', 'Development', 'Experience', 'in', 'a', 'Corporate', 'Environment', 'Relational', 'Database', 'Experience', 'SQL', 'Server', 'DB2', 'Azure', 'Experience', 'Data', 'Warehouse', 'Azure', 'Blob', 'Storage', 'Development', 'Experience', 'in', 'an', 'ObjectOriented', 'Language', '.NET', '(C#', 'VB.NET)', 'Java', 'JavaScript', 'TypeScript', 'Source', 'Control', 'Tools', 'GitHub', 'Azure', 'DevOps', 'Octopus', 'Deploy', 'DevOps', 'Concepts', 'CI/CD', 'Pipelines', 'Deployment', 'and', 'Test', 'Automation', 'Web', 'and', 'Application', 'Frameworks', '.NET', 'Core', '.NET', 'Framework', \"Bachelor's\", 'degree', 'in', 'Computer', 'Science', 'or', 'Information', 'Systems', 'Agile', 'Experience', 'Enterprise', 'or', 'Solution', 'Architecture', 'Experience', 'P&C', 'Insurance', 'Industry', 'Experience', 'Duck', 'Creek', 'Core', 'Product', 'Suite'], ['Software', 'Engineering', 'Agile', 'Development', '.NET', 'Framework', 'C#', 'F#', 'VB.NET', 'HTML', 'CSS', 'JavaScript', 'AJAX', 'SQL', 'Server', 'REST', 'RPC', 'MVC', 'ASP.NET', 'Windows', 'Services', 'Unit', 'testing', 'Debugging', 'Troubleshooting', 'Communication', 'Teamwork', 'Analytical', 'Skills', 'Problem', 'Solving', 'Critical', 'Thinking', 'Organizational', 'Skills', 'Time', 'Management', 'Selfmotivation', 'Flexibility', 'Innovation', 'Fastpaced', 'Development'], ['JavaScript', 'Vue.js', 'Java', 'HTML/CSS', 'TypeScript', 'SQL', 'Node.js', 'AWS', 'Microservices', 'Full', 'Stack', 'Systems', 'Agile', 'practices', 'People', 'management'], ['C#', 'Java', 'AWS', 'Azure', 'TestDriven', 'Development', '(TDD)', 'Agile', 'methodologies', 'Enterprise', 'Applications', 'RESTful', 'web', 'services', 'security'], ['Software', 'development', 'Software', 'design', 'Software', 'architecture', 'Enterprisegrade', 'software', 'solutions', 'Java', 'JEE', 'Spring', 'boot', 'Micro', 'services', 'Application', 'security', 'Information', 'security', 'principles', 'Web', 'app', 'security', 'OWASP', 'PCI', 'DSS', 'Compliance', 'Cryptographic', 'Security', 'Cryptographic', 'operations', 'Hardware', 'Security', 'Modules', '(HSMs)', 'Linux', 'Shell', 'scripting', 'CI/CD', 'tooling', 'PCI', 'GLBA', 'SOX', 'Agile', 'processes', 'Testdriven', 'development'], ['Software', 'Developer', 'Data', 'Acquisition', 'Systems', 'Design', 'Systems', 'Implementation', 'Systems', 'Maintenance', 'Python', 'Javascript', 'Rust', 'WebSockets', 'Communication', 'Protocols', 'Microservices', 'Message', 'Queuing', 'RESTful', 'APIs', 'Kafka', 'MongoDB', 'SQL', 'DevOps', 'AWS', 'Cloud', 'Platforms', 'Data', 'Warehousing', 'Data', 'Structures', 'Algorithms'], ['Azure', 'DevOps', 'Services', 'Docker', 'Kubernetes', 'AWS', 'EKS', 'ArgoCD', 'Azure', 'DevOps', 'MSBuild', 'YAML', 'Python', 'C#', 'JavaScript', 'PowerShell', 'SQL', 'Git', 'Continuous', 'Integration', 'Continuous', 'Delivery', 'Continuous', 'Deployment', 'Ansible', 'Terraform', 'CloudBees', 'CD', 'Consul', 'NuGet', 'Vault', 'Artifactory', 'Agile', 'development', 'Amazon', 'Web', 'Services', '(AWS)'], ['C++', 'APIs', 'ISO', '21434', 'ISO', '26262', 'Automotive', 'SPICE', 'Secure', 'Architecture', 'and', 'Design', 'Defensive', 'Coding', 'Static', 'Analysis', 'Fuzzing', 'Penetration', 'Testing', 'Secure', 'Code', 'Reviews', 'Computational', 'Fundamentals', 'Computer', 'Architecture', 'Operating', 'Systems', 'Embedded', 'Development', 'DMA', 'Security', 'Controls', 'Applied', 'Cryptography', 'DAC', 'TEE', 'HSM', 'Threat', 'Modeling', 'Tool', 'STRIDE', 'HEAVENS', 'SecOC', 'MACSEC', 'Ethernet', 'CAN', 'FlexRay', 'Automotive', 'SPICE', 'UNECE', 'R155'], ['Game', 'development', 'Unity', 'Mobile', 'game', 'design', 'Serverauthoritative', 'multiplayer', 'systems', 'Client', 'prediction', 'Git', '.NET', 'AWS'], ['Python', 'Software', 'Engineering', 'Kubernetes', 'Docker', 'Linux', 'Administration', 'Networking', 'Virtualization', 'Cloud', 'Computing', 'Agile', 'Software', 'Development', 'Open', 'Source', 'Software', 'Software', 'Architecture', 'Software', 'Quality', 'Assurance', 'Software', 'Testing', 'Software', 'Documentation', 'Git'], ['C', 'Engine', 'Management', 'Automotive', 'Powertrain', 'Powertrain', 'Controls', 'Engine', 'Controls', 'Transmission', 'Control', 'Calibration', 'ECU', 'I/O', 'DoE', 'Combustion', 'Engine'], ['Backend', 'development', 'Code', 'review', 'Team', 'management', 'Agile', 'software', 'development', 'Code', 'optimization', 'Technical', 'best', 'practices', 'Python', 'FastAPI', 'Flask', 'Django', 'SQLAlchemy', 'Postgres', 'Alembic', 'Azure', 'IoT', 'React', 'REST', 'APIs', 'WebSocket', 'APIs', 'Microservices', 'architecture', 'Team', 'leadership'], ['Python', 'PostgreSQL', 'Agile', 'Scrum', 'Unit', 'Testing', 'RESTful', 'API', 'Design', 'Patterns', 'ETL', 'CI/CD', 'Pipeline', 'Microsoft', 'Office', '365', 'Suite', 'Communication', 'Skills', 'Organizational', 'Skills', 'Analytical', 'Skills', 'Multitasking', 'ResultsDriven'], ['C++', 'Linux', 'Java', 'Windows', 'Jenkins', 'Gitlab', 'CMake', 'Clang', 'Ant', 'MATLAB', 'OPENCL', 'CUDA', 'Docker', 'Kubernetes', 'Harbor', 'Helm', 'Software', 'Architecture', 'DSP', 'Embedded', 'Systems', 'Realtime', 'Systems', 'Distributed', 'Systems', 'Objectoriented', 'Programming', 'Multithreaded', 'Programming', 'RF', 'Radar', 'EO/IR', 'Electronic', 'Warfare', 'Software', 'Defined', 'Radio'], ['Web', 'development', 'Mobile', 'development', 'Angular', 'React', 'Native', 'ASP.NET', 'ASP.NET', 'MVC', 'C#', 'SQL', 'Stored', 'procedures', 'HTML', 'Relational', 'database', 'design', 'Structured', 'methodology', 'Software', 'development', 'lifecycle', 'Programming', 'Database', 'integration', 'Browsers', 'Web', 'compatibility', 'Web', 'page', 'design', 'Web', 'technologies', 'Source', 'code', 'control', 'Version', 'control', 'Objectoriented', 'development', 'Unit', 'tests', 'Dependency', 'injection', 'Web', 'server', 'technology', 'Web', 'security', 'Web', 'statistics', 'Problem', 'solving', 'Team', 'work', 'Communication', 'Business', 'requirements', 'Web', 'design', 'Complex', 'analysis', 'Programming', 'Program', 'structures'], ['Principal', 'Software', 'Developer', 'Scrum', 'Azure', 'DevOps', 'C#', 'ASP.NET', 'REST', 'API', 'Microsoft', 'Azure', 'Sentinel', 'Microsoft', 'Defender', 'Microsoft', 'Partner', 'Center', 'Azure', 'Active', 'Directory', 'Microsoft', '365', 'Microsoft', 'Intune', 'Microsoft', 'Lighthouse', 'Microsoft', 'Copilot', 'Microsoft', 'Azure', 'GitHub', 'Unit', 'testing', 'Integration', 'testing', 'Regression', 'testing', 'Automated', 'testing', 'Testdriven', 'development', 'Database', 'design', 'Data', 'management', 'Artificial', 'intelligence', 'Machine', 'learning'], ['JavaScript', 'React', 'Ember', 'Angular', 'Typescript', 'Elm', 'Web', 'Components', 'Unit', 'testing', 'Integration', 'testing', 'Acceptance', 'testing', 'HIPAA', 'security', 'and', 'privacy', 'rules', 'Software', 'development', 'Frontend', 'development', 'Objectoriented', 'analysis', 'and', 'design', 'patterns', 'Scalability', 'Memory', 'management', 'Bandwidth', 'Latency', 'Automated', 'testing', 'Security', 'Compliance'], ['Kotlin', 'Node.js', 'Typescript', 'Serverless', 'frameworks', 'AWS', 'services', 'AWS', 'certifications', 'API', 'gateways', 'SLAs', 'Monitoring', 'APIs', 'Automated', 'tests', 'Cloud', 'networking', 'CIDR', 'Routing', 'Problem', 'solving', 'Communication', 'Computer', 'Science', 'Go', 'Jest', 'Pytest', 'Cypress', 'Product', 'design', 'Crossplatform', 'constraints', 'Web'], ['Java', 'Microservices', 'AWS', 'Spring', 'Boot', 'Docker', 'Kubernetes', 'TDD', 'SDLC'], ['.NET', 'Framework', 'C#', 'JavaScript', 'Entity', 'Framework', 'MSSQL', 'RESTful', 'APIs', 'Unit', 'Tests', 'Authentication', 'mechanisms', 'OIDC', 'OAuth', 'SAML', 'Azure', 'Intra', 'Learning', 'Tools', 'Interoperability', 'LTI', 'API', '(xAPI)', 'Swagger', 'GitFlow', 'Trunk', 'Based', 'Development', 'Agile', 'Scrum'], ['Agile', 'Angular', 'AngularJS', 'ArcGIS', 'AWS', 'Bootstrap', 'C2', 'applications', 'C#', 'Common', 'Operational', 'Picture', 'DoD', 'Security', 'Clearance', 'Geospatial', 'applications', 'Gradle', 'HTML5', 'Java', 'Java', '(78)', 'J2EE', 'jQuery', 'JPS', 'JavaScript', 'Joint', 'Planning', 'Services', 'JPS', 'MSSQL', 'NoSQL', 'databases', 'NPM', 'PowerShell', 'REST', 'API', 'SCSS', 'Scrum', 'ServiceOriented', 'Architecture', 'SitaWare', 'HQ', 'SitaWare', 'software', 'products', 'SOAP', 'SQL', 'Server', 'TeamCity', 'Windows', 'Server', '2016', 'XML'], ['SQL', 'Server', 'Microsoft', 'Servers', 'C#', 'Python', 'VB', 'LAN', 'technology', 'High', 'School', 'Diploma', \"Bachelor's\", 'degree', 'Medical', 'Dental', 'and', 'Vision', 'Insurance', 'Life', 'Insurance', 'Accidental', 'Death', '&', 'Dismemberment', 'Coverage', 'LongTerm', 'Disability', 'Coverage', 'Paid', 'Sick', 'and', 'Vacation', 'Leave', '11', 'Holidays', 'Volunteer/Service', 'Day', 'Employee', 'Stock', 'Purchase', 'Plan', '401(k)', 'Retirement', 'Plan', 'Flexible', 'Spending', 'Accounts', 'Health', 'Savings', 'Account', 'Health', 'Reimbursement', 'Arrangement', 'Supplemental', 'Life', '&', 'Other', 'Insurance', 'Plans', 'Identity', 'Theft', 'Protection', 'Pet', 'Insurance', 'Legal', 'Insurance', 'Employee', 'Assistance', 'Program', 'Employee', 'Advocacy', 'Program', 'Tickets', 'at', 'Work', '(Entertainment', 'discounts', 'for', 'Ameris', 'Bank', 'Employees)', 'Wellness', 'Discounts', 'for', 'Medical', 'Premiums', 'and', 'Other', 'Rewards', 'Employee', 'Referral', 'Incentive', 'Education', 'Assistance', 'Employee', 'Resource', 'Groups', 'Banking', 'Advantages', 'For', 'Employees', 'Free', 'Interest', 'Checking', 'Free', 'Safe', 'Deposit', 'Box', 'Free', 'Money', 'Orders', 'Travelersâ€™', 'Checks', 'and', 'Cashier', 'Checks', 'Discount', 'on', 'Mortgage', 'Origination', 'Fee', 'Free', 'Online', 'Banking', 'and', 'Free', 'Unlimited', 'Online', 'Bill', 'Payment', 'Employee', 'Banking', 'Perks'], ['Java', 'JavaScript', 'Spring', 'Spring', 'Boot', 'Node', 'Microservices', 'CI/CD', 'DevOps', 'GIT', 'Cypress', 'JUnit', 'GCP', 'Pair', 'Programming', 'TDD', 'BDD'], ['Python', 'Django', 'Django', 'ORM', 'Data', 'warehousing', 'Big', 'data', 'Cloud', 'computing', 'DevOps', 'Ansible', 'Azure', 'Pipelines', 'Cloud', 'Formation', 'Terraform', 'Microservices', 'MySQL', 'PostgreSQL', 'Celery', 'RabbitMQ', 'Redis', 'PHP', 'Docker', 'Kubernetes'], ['Software', 'Engineering', 'Site', 'Search', 'Product', 'Merchandising', 'Personalization', 'Ecommerce', 'Scalability', 'Performance', 'Cloud', 'Deployment', 'Microservices', 'AWS', 'Kubernetes', 'Software', 'Architecture', 'Design', 'Patterns', 'Problem', 'Solving', 'Communication', 'Collaboration', 'Mentoring', 'Leadership', 'Continuous', 'Learning', 'Elasticsearch', 'Golang', 'Containers']]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "hitRateList = []\n",
        "for i in range(len(bigger_ans_list)):\n",
        "  Intersection = set(bigger_ans_list[i]).intersection(set(listofAnswers[i]))\n",
        "  hitRate = round(len(Intersection) / len(listofAnswers[i]) * 100, 2)\n",
        "  hitRateList.append(hitRate)\n",
        "\n",
        "print(len(hitRateList), \"\\n\", hitRateList)\n"
      ],
      "metadata": {
        "id": "I-QguXfaoZ16",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "76c4ff79-b84a-48a2-ced0-17fb412d19bb"
      },
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "198 \n",
            " [5.56, 0.0, 0.0, 0.0, 0.0, 0.0, 2.33, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 2.63, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 2.78, 0.0, 0.0, 4.55, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 4.55, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 5.26, 0.0, 0.0, 5.56, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 3.7, 3.57, 0.0, 0.0, 0.0, 0.0, 11.54, 0.0, 0.0, 0.0, 0.0, 3.57, 0.0, 5.88, 0.0, 0.0, 0.0, 0.0, 0.0, 4.17, 0.0, 4.35, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 4.76, 0.0, 0.0, 11.11, 0.0, 2.22, 0.0, 0.0, 5.56, 0.0, 23.81, 0.0, 3.85, 0.0, 3.92, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 6.45, 0.0, 0.0, 0.0, 6.67, 0.0, 0.0, 0.0, 2.94, 1.47, 3.03, 0.0, 0.0, 0.0, 0.0, 0.0, 3.7, 2.94, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 3.57, 0.0, 0.0, 1.72, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 3.12, 7.14, 4.88, 0.0, 0.0, 0.0, 0.0, 0.0, 1.64, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 6.38, 0.0, 0.0, 0.0, 7.14, 0.0, 0.0, 3.12, 0.0, 0.0, 3.03, 2.0, 0.0, 2.94, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "meanSeed1 = round(np.mean(hitRateList), 2)\n",
        "stdSeed1 = round(np.std(hitRateList), 2)\n",
        "varianceSeed1 = round(np.var(hitRateList), 2)\n",
        "\n",
        "\n",
        "\n",
        "meanList.append(meanSeed1)\n",
        "print(\"mean: \", meanList)\n",
        "stdList.append(stdSeed1)\n",
        "print(\"stdList: \", stdList)\n",
        "varianceList.append(varianceSeed1)\n",
        "print(\"varianceList: \", varianceList)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2-sNXTytxKgw",
        "outputId": "7b6dc361-aa26-4b17-acd0-e112319e4c5c"
      },
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "mean:  [1.01]\n",
            "stdList:  [2.59]\n",
            "varianceList:  [6.71]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Seed 2"
      ],
      "metadata": {
        "id": "jSWstYe7yZ75"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Main execution\n",
        "file_path = \"dataset/fine_tuning_dataset_seed_2.csv\"\n",
        "df = pd.read_csv(file_path)\n",
        "df['context'] = df['context'].astype(str)\n",
        "df['answer'] = df['answer'].astype(str)\n",
        "\n",
        "dataset_dict = {\n",
        "    \"context\": df[\"context\"],\n",
        "    \"answer\": df[\"answer\"]\n",
        "}\n",
        "\n",
        "dataset = Dataset.from_dict(dataset_dict)\n",
        "\n",
        "# Split the dataset into training and testing sets\n",
        "splits = dataset.train_test_split(test_size=0.33, seed=2)\n",
        "\n",
        "generated_ans_list = []\n",
        "bigger_ans_list = []\n",
        "\n",
        "# # Keyword Extraction\n",
        "keywords_by_text = perform_keyword_extraction(splits['test']['context'])\n",
        "for index, keywords in keywords_by_text.items():\n",
        "    # print(f\"Text {index+1} \\n Keywords: {keywords}\")\n",
        "    for keyword in keywords:\n",
        "        generated_ans_list.append(keyword)\n",
        "    bigger_ans_list.append(generated_ans_list)\n",
        "    generated_ans_list = []\n",
        "\n",
        "print(bigger_ans_list)"
      ],
      "metadata": {
        "id": "k9x4OtT4gMEn",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "f6e24f93-762c-4e6b-f640-ad5bd0201ec7"
      },
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/sklearn/feature_extraction/text.py:528: UserWarning: The parameter 'token_pattern' will not be used since 'tokenizer' is not None'\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[['$', '(', ')', ',', '.', 'eigenlabs', 'ethereum', 'experience', 'technical', 'technologies'], ['&', ',', '.', ':', 'design', 'diversity', 'electric', 'engineering', 'schneider', 'software'], ['(', ')', ',', '.', 'experience', 'maas', 'server', 'software', 'technologies', 'ubuntu'], ['(', ',', '.', '?', 'asos', 'best', 'people', 'support', 'want', '’'], ['!', '(', ')', ',', ':', 'benefits', 'experience', 'game', 'roblox', 'voldex'], [',', '.', ';', 'developing', 'development', 'experience', 'hii', 'interface', 'software', 'unmanned'], [',', '.', 'design', 'efforts', 'information', 'product', 'products', 'security', 'software', 'technical'], ['$', ',', '.', 'design', 'experience', 'pay', 'power', 'requirements', 'solutions', '’'], [',', '.', ':', ';', 'development', 'experience', 'job', 'knowledge', 'work', 'working'], ['$', ',', '.', ':', 'affirm', 'data', 'experience', 'product', 'systems', 'work'], [',', '.', ':', 'experience', 'insequence', 'software', 'technology', 'test', 'testing', 'tools'], [',', '.', ':', 'components', 'development', 'experience', 'integration', 'software', 'systems', 'work'], [',', '.', 'agile', 'design', 'experience', 'including', 'issues', 'solutions', 'strong', 'workday'], ['(', ')', ',', '.', 'e.g', 'employment', 'phinia', 'software', 'tools', 'using'], [',', 'strategy', 'test', 'verification'], ['(', ')', ',', '.', 'abbott', 'diagnostics', 'experience', 'test', 'testing', '’'], [',', '.', ':', 'design', 'engineering', 'process', 's', 'software', 'working', '’'], ['*', ',', '.', 'design', 'development', 'existing', 'new', 'requirements', 'software', 'systems'], ['&', ',', '.', ':', 'automation', 'c', 'experience', 'ss', 'test', 'testing'], [',', 'architecture', 'backend', 'business', 'code', 'ensure', 'experience', 'quality', 'teams', 'technical'], [',', '.', 'experience', 'linux', 'policies', 'procedures', 'security', 'software', 'tools', 'understanding'], ['(', ')', ',', '.', 'equivalent', 'experience', 'pcb', 'skills', 'software', 'using'], ['profiling/optimization', 'software'], ['(', ')', ',', '.', ':', 'design', 'health', 'projects', 'software', 'vynyl'], ['(', ')', ',', '.', '.net', ':', 'experience', 'microsoft', 'software', 'testing'], [',', '.', ';', 'coverage', 'experience', 'fingerprinting', 'job', 'team', 'technology', 'work'], [',', '.', 'design', 'development', 'experience', 'product', 'security', 'software', 'test', 'tools'], [',', '.', ';', 'engineers', 'experience', 'software', 'staff', 'team', 'work', 'years'], [',', '.', 'experience', 'iot', 'linux', 'platforms', 'server', 'technologies', 'ubuntu', 'work'], [',', 'paid', 'relocation', 'upfront'], [',', '.', 'customer', 'following', 'microsoft', 'skills', 'software', 'support', 'systems', 'team'], ['(', ')', ',', '.', ':', 'code', 'design', 'quality', 'spring', 'testing'], ['&', '(', ')', ',', '.', 'evaluation', 'program', 'software', 'support', 'test'], ['(', ')', ',', '.', ':', 'experience', 'leave', 'pay', 'software', 'work'], ['(', ')', ',', '.', ':', 'development', 'products', 'python', 'test', 'video'], [',', '.', 'api', 'automation', 'development', 'interview', 'team', 'test', 'testing', 'work'], ['#', '(', ')', ',', '.', ':', 'experience', 'software', 'work', '’'], [',', '.', 'company', 'design', 'experience', 'learning', 'new', 'savvas', 'solutions', 'technologies'], [',', '.', 'ability', 'development', 'experience', 'nbcuniversal', 'proven', 'software', 'team', 'teams'], ['reasons', 'work'], ['(', ')', ',', '.', 'environment', 'experience', 'software', 'systems', 'triumph', '–'], [',', '-', '.', ':', 'best', 'engineering', 'experience', 'office', 'team', 'work'], [',', '.', 'lexisnexis', 'php', 'risk', 'software', 'solutions', 'team', 'technology', 'women'], [',', '.', 'analysis', 'bose', 'design', 'embedded', 'experience', 'including', 'security', 'software'], [',', '.', 'accommodation', 'applicants', 'cybercoders', 'employment', 'law', 'protected', 'qualified', 'status'], [',', '.', 'canonical', 'infrastructure', 'open', 'operations', 'software', 'source', 'team', 'work'], [',', '.', 'engineering', 'experience', 'salesforce', 'security', 'slack', 'team', 'technical', '’'], [',', '.', 'ai', 'cloud', 'experience', 'learning', 'product', 'servicenow', 'software', 'using'], ['*', ',', '.', ':', 'employees', 'position', 'siemens', 'software', 'status', 'tools'], [\"'\", '(', ')', ',', '.', ':', 'experience', 'software', 'systems', 'years'], [')', ',', '.', 'audio', 'development', 'entertainment', 'experience', 'siriusxm', 'software', '’'], [',', '.', 'care', 'development', 'experience', 'health', 'ios', 'mobile', 'understanding', '’'], [',', '.', ':', 'alsac', 'development', 's', 'software', 'team', 'technical', '’'], [',', '.', ';', 'covenant', 'experience', 'eyes', 'software', 'work', 'working', '’'], [',', '.', '@', 'engineering', 'experience', 'fitness', 'knowledge', 'software', 'test', 'testing'], ['(', ')', ',', '.', ':', 'development', 'modules', 'software', 'testing', 'web'], ['(', ')', ',', '.', ':', 'experience', 'software', 'status', 'systems', 'test'], ['(', ')', ',', '.', ':', 'development', 'experience', 'role', 'skills', '•'], [',', '.', 'applications', 'cannabis', 'experience', 'skills', 'software', 'team', 'work', '–'], [',', '.', ':', 'b.well', 'experience', 'health', 'software', 'strong', 'years', '’'], [\"'re\", ',', '.', 'aweber', 'businesses', 'company', 'customers', 'experience', 'react', 'work'], ['(', ')', ',', '.', 'android', 'capital', 'experience', 'information', 'team', 'years'], [',', '.', ':', 'development', 'embedded', 'engineering', 'experience', 'lead', 'role', 'software'], [',', '.', 'design', 'develop', 'geospatial', 'implement', 'lead', 'software', 'systems', 'team'], ['(', ')', ',', '.', 'applications', 'code', 'development', 'experience', 'practices', 'rest'], ['(', ')', ',', '.', 'experience', 'features', 'product', 'software', 'team', 'work'], [',', '.', ':', 'android', 'building', 'knowledge', 'll', 's', 'working', '’'], [',', '.', 'developing', 'development', 'experience', 'improve', 'leading', 'software', 'testing', 'years'], ['(', ')', ',', '.', 'activities', 'required', 'reviews', 'software', 'technical', 'working'], ['*', ',', '-we', 'based', 'create', 'development', 'embedded', 'experience', 'software', 'tools'], [',', '.', ':', 'android', 'computer', 'experience', 'frameworks', 'range', 'software', 'years'], [',', '.', 'development', 'engineering', 'experience', 'product', 'security', 'software', 'test', 'tools'], [',', '.', ':', 'automation', 'days', 'industry', 'process', 'solutions', 'state', 'technology'], [',', '.', ':', 'design', 'engineering', 'experience', 'required', 'salary', 'software', 'unix'], ['email', 'resume', 'word'], ['(', ')', ',', '.', 'development', 'engineering', 'experience', 'software', 'stryker', 'test'], ['(', ',', '.', ':', 'ability', 'engineering', 'experience', 'quality', 'requirements', 'software'], [',', '.', 'abap', 'development', 'experience', 'food', 'hana', 's/4', 'sap', 'service'], [',', '.', ':', '?', 'engineer', 'lead', 'skills', 'software', 'staff', 'team'], [',', '.', 'business', 'design', 'developing', 'experience', 'nisa', 'solutions', 'team', '•'], [',', '.', 'audio', 'automation', 'entertainment', 'experience', 'siriusxm', 'software', 'tools', '’'], ['!', ',', '.', 'ispa', 'join', 'mid-level', 'software', 'team', 'technology', 'work'], ['(', ')', ',', '.', ':', 'business', 'development', 'experience', 'quality', 'solutions'], [',', '.', ':', 'ai', 'companies', 'product', 'recruiting', 'scratch', 'software', 'work'], ['(', ')', ',', '.', 'computer', 'engineering', 'network', 'opportunity', 'patent', 'work'], [',', '.', 'data', 'design', 'experience', 'kafka', 'services', 'spring', 'using', 'work'], ['(', ')', ',', '.', 'benefits', 'business', 'data', 'employees', 'include', 'sony'], ['(', ')', ',', '.', ':', 'affirm', 'engineering', 'experience', 'online', 'services'], [',', '.', 'data', 'developer', 'development', 'experience', 'market', 'skills', 'software', 'team'], [\"'re\", ',', '.', 'aweber', 'businesses', 'company', 'customers', 'experience', 'react', 'work'], [',', '.', ':', 'cloud', 'engineer', 'fullstack', 'join', 'like', 'software', 'working'], [',', '.', 'business', 'consent', 'front-end', 'grammarly', 'help', 'impact', 'trust', '’'], [',', '.', ';', 'quantum', 'software', 'systems', 'technical', 'technology', 'work', 'write'], ['(', ')', ',', '.', 'base', 'experience', 'product', 'software', 'work', '’'], [',', 'applications', 'assist', 'c++', 'experience', 'open', 'qt', 'reviews', 'software', 'test'], ['$', ',', '.', 'development', 'employment', 'experience', 'level', 'services', 'space', 'systems'], ['#', ',', '.', 'c', 'developing', 'environment', 'experience', 'skills', 'software', 'web'], ['(', ')', ',', '.', 'experience', 'linux', 'open', 'source', 'team', 'work'], [',', '.net', 'application', 'backend', 'business', 'decision-making', 'development', 'responsibilities', 'role', 'team'], [\"'s\", '(', ')', ',', '.', ':', 'expertise', 'low', 'software', 'working'], ['(', ')', ',', '.', 'application', 'code', 'experience', 'information', 'software', 'systems'], [',', '.', 'based', 'code', 'develop', 'experience', 'minimum', 'related', 'software', '’'], ['(', ')', ',', '.', ':', 'benefits', 'employees', 'experience', 'fox', 'tubi'], [',', '.', 'canonical', 'device', 'experience', 'high', 'linux', 'operating', 'security', 'software'], ['(', ',', '.', 'applications', 'boatsetter', 'engineering', 'experience', 'high', 'product', 'team'], ['(', ')', ',', '.', 'embedded', 'including', 'software', 'work', 'working', 'years'], [',', '.', ':', 'application', 'aws', 'development', 'front-end', 'serverless', 'software', 'web'], [',', '.', ':', 'ability', 'deployment', 'experience', 'skills', 'software', 'team', 'technologies'], [',', '.', 'code', 'design', 'developer', 'development', 'java', 'surveillance', 'video', 'web'], [',', '.', ':', 'embedded', 'experience', 'skills', 'software', 'systems', 'team', 'working'], [',', '.', 'code', 'constraints', 'hardware', 'high', 'kernel', 'understands', 'working', 'writing'], [',', '.', ':', 'embedded', 'engineering', 'experience', 'skills', 'systems', 'work', 'years'], [',', '-', '.', ':', 'capital', 'employment', 'experience', 'position', 'status', 'years'], [',', '.', ':', 'based', 'compensation', 'financial', 'new', 'services', 'team', 'till'], [',', '.', ':', 'architecture', 'design', 'engineering', 'software', 'team', 'understanding', 'work'], [',', '.', ':', 'benefits', 'development', 'experience', 'security', 'senior', 'software', 'work'], ['$', '(', ')', ',', '.', '/', ':', 'experience', 'security', 'software'], [',', '.', 'banking', 'engineering', 'experience', 'group', 'lab', 'software', 'working', '’'], ['(', ')', ',', '.', 'data', 'develop', 'development', 'microsoft', 'software', 'web'], ['(', ')', ',', '.', ':', 'applications', 'design', 'development', 'software', 'web'], ['(', ')', ',', '.', ':', 'experience', 'team', 'vay', 'vehicle', 'work'], [',', '.', 'affirm', 'applicants', 'data', 'experience', 'product', 'systems', 'use', 'work'], [',', '.', ':', '?', 'experience', 'software', 'team', 'upguard', 'work', '’'], ['(', ')', ',', '.', ':', 'experience', 'fun', 'game', 'games', 'status'], ['(', ')', ',', '.', 'embedded', 'experience', 'grumman', 'northrop', 'program', 'software'], [',', '.', ':', 'engineering', 'evenup', 'experience', 'injury', 'team', 'victims', 'work'], ['(', ')', ',', '.', 'engineers', 'experience', 'manager', 'service', 'services', 'weave'], ['(', ')', '/', 'control', 'dc', 'experience', 'foc', 'motor', 'pid', 'systems'], [',', '.', ':', 'development', 'mvc', 'onwards', 'production', 'sql', 'support', 'tickets'], ['-', 'caroline', 'cybercoders', 'lead', 'recruiter', 'veillon'], ['&', '(', ',', '.', 'development', 'integration', 'services', 'state', 'street', 'technology'], [',', '.', '/', 'azure', 'company', 'data', 'devops', 'experience', 'leading', 'microsoft'], [',', '.', ':', 'c++', 'experience', 'management', 'national', 'project', 'software', 'team'], ['(', ')', ',', '.', ':', 'applications', 'development', 'experience', 'ios', 'xamarin'], ['!', '(', ')', ',', '.', 'company', 'experience', 'work', 'working', '’'], [',', '.', ':', 'architecture', 'design', 'software', 'team', 'technology', 'understanding', 'work'], [',', '.', '?', 'design', 'results', 's', 'software', 'solutions', 'technologies', 'titan'], [',', 'development', 'operations', 'production', 'qualifications', 'skills', 'software', 'stage', 'team', 'virtual'], ['(', ')', ',', '.', 'engineer', 'engineering', 'experience', 'grumman', 'northrop', 'software'], [',', '.', ':', 'design', 'engineering', 'experience', 'required', 'salary', 'software', 'unix'], ['#', ',', '.', ':', 'data', 'experience', 'manufacturing', 'systems', 'years', '’'], ['(', ',', '.', 'ability', 'content', 'experience', 'nbc', 'nbcuniversal', 'software', 'work'], [',', '.', ':', 'applicants', 'employment', 'job', 'pinterest', 'position', 'qualified', '’'], ['(', ',', '.', 'canonical', 'experience', 'open', 'source', 'travel', 'ubuntu', 'work'], ['(', ')', ',', '.', 'experience', 'features', 'product', 'remote', 'software', 'work'], ['(', ')', ',', '.', 'applications', 'including', 'java', 'leave', 'role', 'work'], ['algorithm', 'implementation'], [',', '.', 'architecture', 'company', 'experience', 'falls', 'fewer', 'national', 'safelyyou', '’'], [',', '.', 'build', 'data', 'engineers', 'figma', 's', 'team', 'work', '’'], [',', 'ability', 'engineering', 'lead', 'operational', 'practices', 'product', 'requirements', 'technical', 'work'], ['!', ',', '.', 'embedded', 'engineer', 'engineering', 'experience', 'software', 'support', 'years'], [',', '.', 'design', 'development', 'engineering', 'experience', 'reviews', 'software', 'solutions', 'team'], [',', '.', 'developer', 'experience', 'language', 'large', 'models', 'nvidia', 'science', 'tools'], ['(', ')', ',', '.', 'employees', 'experience', 'implementation', 'software', 'steris', 'training'], [',', '.', 'data', 'growth', 'pipelines', 'range', 'sales', 'stripe', 'teams', '’'], ['&', ',', '.', ':', 'design', 'diversity', 'electric', 'engineering', 'schneider', 'software'], ['(', ')', ',', '.', 'business', 'daugherty', 'experience', 'team', 'work', 'working'], ['&', ',', '.', 'acquisition', 'build', 'data', 'nascent', 'opportunity', 'team', 'work'], [',', '.', 'adobe', 'evaluation', 'experience', 'incentives', 'models', 'python', 'systems', 'work'], [',', '.', ';', 'engineers', 'experience', 'software', 'staff', 'team', 'work', 'years'], [',', '.', ':', 'degree', 'engineering', 'looking', 'software', 'team', 'work', '’'], ['(', ')', ',', '.', 'data', 'design', 'development', 'experience', 'software', 'technical'], ['&', ',', '.', 'build', 'deputy', 'design', 'experience', 'modern', 'product', 'use'], [',', '.', ':', 'application', 'candidate', 'experience', 'genesys', 'team', 'work', '’'], [',', '.', ':', 'deployment', 'development', 'process', 'requirements', 'software', 'solutions', 'technical'], ['(', ')', ',', '.', ':', 'automation', 'deployment', 'devops', 'experience', 'tools'], [\"'ll\", ',', '.', 'development', 'engineering', 'll', 'product', 'software', 'solutions', '’'], [',', '.', ':', 'design', 'experience', 'requirements', 'software', 'solutions', 'systems', 'team'], [',', '.', 'content', 'disney', 'entertainment', 'experience', 'media', 's', 'team', '’'], [',', '.', 'business', 'data', 'experience', 'investment', 'management', 'new', 'ridgeline', 'software'], ['$', ',', '.', 'design', 'development', 'experience', 'nvent', 'requirements', 'solutions', '’'], [',', '.', 'apis', 'architecture', 'code', 'develop', 'maintain', 'new', 'people', 'product'], ['required'], [',', '.', 'ai', 'analytics', 'data', 'development', 'experience', 'interfaces', 'work', 'working'], [',', '.', ':', 'bands', 'compensation', 'employees', 'pave', 'planning', 'total', '’'], [',', '.', ':', 'application', 'candidate', 'experience', 'genesys', 'team', 'work', '’'], [\"'re\", \"'s\", '(', ',', '.', ':', 'motional', 'robotics', 'role', 'software'], ['(', ')', ',', '.', ':', 'benefits', 'business', 'experience', 'team', 'walmart'], ['(', ')', ',', '.', ':', 'experience', 'expertise', 'platforms', 'software', 'solutions'], ['(', ',', ':', 'assist', 'development', 'experience', 'goals', 'lead', 'projects', 'software'], [',', '.', ':', '?', 'design', 'development', 'insurance', 'software', 'stryker', 'work'], ['(', ')', ',', '.', 'experience', 's', 'spring', 'systems', 'work', '’'], ['(', ')', ',', '.', '/', 'experience', 'linux', 'security', 'selinux', 'team'], [',', '.', 'construction', 'customer', 'following', 'microsoft', 'skills', 'software', 'support', 'working'], ['(', ')', ',', '.', ';', 'development', 'paid', 'parallax', 'research', 'software'], [',', '.', ':', 'experience', 'information', 'mastercard', 's', 'security', 'software', 'team'], ['(', ')', ',', '.', 'certification', 'developers', 'dod', 'experience', 'information', 'team'], [',', '.', ':', 'apply', 'best', 'clicking', 'forward', 'going', 'looking', 'position'], [',', '-', '.', '/', ':', 'design', 'lead', 'role', 'software', 'team'], [',', '.', ':', 'annuity', 'business', 'development', 'experience', 'product', 'products', 'working'], [',', '.', ':', 'code', 'experience', 'preferred', 'problem-solving', 'skills', 'strong', 'work'], [',', '.', ':', 'embedded', 'experience', 'knowledge', 'skills', 'software', 'systems', 'working'], ['(', ')', ',', '.', 'development', 'experience', 'software', 'support', 'systems', 'user'], ['(', ')', ',', '.', 'e.g', 'employment', 'phinia', 'software', 'tools', 'using'], ['(', ')', ',', '.', 'complex', 'experience', 'management', 'product', 'tcp', 'team'], [',', '.', 'experience', 'framework', 'problem-solving', 'proficient', 'python', 'software', 'sql', 'understanding'], ['&', '(', ')', ',', '.', ':', 'design', 'experience', 'software', 'systems'], [',', '.', 'architectural', 'cards', 'design', 'development', 'payment', 'processing', 'project', 'software']]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fullAnswers = list(splits['test']['answer'])\n",
        "print(fullAnswers)\n",
        "\n",
        "listofAnswers = []\n",
        "for answer in fullAnswers:\n",
        "    answer = answer.replace(',', ' ').split()\n",
        "    listofAnswers.append(answer)\n",
        "print(len(listofAnswers), \"\\n\", listofAnswers)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jrWLngdnyuF1",
        "outputId": "78475660-7316-46e3-8c08-a4aac388e93a"
      },
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "['Backend Engineering, Distributed Systems, Node Operator Tools, Go, Cloud Technologies, Microservices, P2P Networks, Software Development, Smart Contracts, Liquid Staking, Node Operations, Cryptography, Polynomial Commitments, Signature Schemes, Hash Functions, Erasure Codes, Multithreading, Parallel Computing', 'Software Design, C#, Communication Skills, Interpersonal Skills, Customer Focus, Teamwork, Multisite Collaboration, Multicountry Collaboration, Learning and Development, Continuous Learning, Latest Technologies, Computer Engineering, Computer Science, Electrical Engineering, Diversity & Inclusion, Disability Confident Program, Competitive Salary, Bonus Scheme, Annual Leave, Holiday Buy & Sell Program, Pension Scheme, Employee Share Ownership Program, Health & Wellbeing Support, Gym Flex, Open Talent Market, Global Mobility, Mentorship, Learning Portal, Digital Transformation, Energy Management, Automation, IoT, R&D', 'Python, Go, Linux, Virtualization, Containers, KVM, LXC, PXE, DHCP, TFTP, DNS, NTP, Baseboard Management Controllers, Redfish, IPMI, AMT, Networking, Storage, Cloud, Launchpad, Debian, APT, dpkg, Snapcraft', '.NET Core, Docker, Kubernetes, React / Node.js, C#, ASP.NET Core, TDD, CI/CD automation, DDD, BDD, Integration Testing, Performance Testing, Nuget Package Management, JavaScript, SQL Server, MongoDB, Microsoft Azure, Java, C++', 'Game programming, C++, Unreal Engine, Unity, Roblox Studio, Lua, Game Engine, Game development, Bug fixing, Mobile game development, F2P, Liveservice games, Agile, SCRUM', 'React.js, Webpack, Redux, Flux, JavaScript, CSS, HTML, Java Spring, HTML5, TypeScript, REST API, Relational DB, UML, Agile development methodology, Atlassian tools, JIRA, Bitbucket, Confluence, Browserbased debugging, Performance testing software, UI design principles', 'Software Design, Software Development, Software Implementation, Software Maintenance, Product Design, Product Development, Information Security, Data Security, ProofofConcept, Software Architecture, Technical Mentorship', 'Power Electronics, Systems Development Lifecycle, Computer Networking Architectures, Hardware, Software Design, Technical Requirements, Project Management, Microsoft Project, MS Office, Systems Modeling, SysML/UML, VCRMs, Troubleshooting, Power Distribution, Data Center, Power Conversion, Computer Science, Electrical Engineering', 'Full Stack Development, User Experience, Infrastructure, Data Modeling, Business Logic, Webservices, API Contract Definition, Node.js, Angular, TypeScript, PostgreSQL, React Native, iOS Development, WebRTC, Redis, Docker, Agile Engineering Practices, API Design, Cloud Technologies, Scheduling and Workflow Tools, Healthcare Datasets, JavaScript Frameworks, DevOps', 'Software Engineering, Distributed Systems, Cloud Computing, Python, Kotlin, AWS, ACH System, Accounting, Auditing, Card Networks', 'Software testing, Test planning, Test execution, Test analysis, Test reporting, Web development, Build tools, Testing frameworks, Bug tracking, Test strategy, Test procedures, Version control systems, GitLab, Git Lab Runner, Jenkins, Selenium, Microsoft Office, Java, Typescript, JavaScript, ReactJS, Apache Tomcat, AWS services, EC2, S3, Gradle, Yarn, Git', 'Software Integration, DevOps, Cybersecurity, Software Testing, Agile, Scrum, Network Monitoring, VPN, Juniper, Firewall, BGP, OSPF, Systems Engineering, Computer Science, Information Systems, ProblemSolving, Troubleshooting', 'Workday, Java, SQL, MuleSoft, JIRA, Agile Development, Design, Coding, Configuration, Customization, Report Writing, Calculated Fields, Business Process Configuration, Security, System Analysis, Problem Solving, Project Management, Communication, Collaboration', 'C, Configuration management tools, Activity management tools, Embedded software, Realtime debugging, Static analysis, Data acquisition systems, CAN UDS J1939, MATLAB Simulink/Stateflow, PERL/Python, AutoSAR, ASPICE V3.0, ISO26262, Multicore, Agile, V cycle, MISRA, Lauterbach, IBM Rational ClearCASE, Unity Plastic SCM, QAC, INCA, ATi, ClearQUEST, Jira', 'HTML, CSS3, JavaScript, jQuery, PHP, Laravel Framework, Eloquent ORM, RDBMS, MySQL, MVC Framework', 'Software Test Engineer, Software Development, ObjectOriented Programming, Agile Software Development, SQL, Git, Azure, VMware, XML, JSON, HTML, CSS, TFS, Jira, Rally, Postman, Swagger, HL7, xUnit, Selenium, Appium', 'ASP.net, Java Script, React, CAD, 3D visualisation, Desktop applications, Web applications, Agile software development, Software requirements, Project timelines, Customer support, Sales, Marketing, Continuous improvements', 'Programming languages, Software development, Software engineering, Java, C++, SQL, COTS, GOTS, Algorithms, Data visualization, Data management, Documentation, Software design, Testing, Debugging', 'Software Quality Assurance, Microsoft Windows, Agile Development, Test Plans, Functional Testing, Regression Testing, System Integration Testing, MSSQL, Relational Databases, Bug Tracking, Test Case Management, Jira, OnTime, Test Automation, RESTful Services, Microsoft Team Foundation Server (TFS), Visual Studio', 'Backend development, Code review, Team management, Agile software development, Code optimization, Technical best practices, Python, FastAPI, Flask, Django, SQLAlchemy, Postgres, Alembic, Azure, IoT, React, REST APIs, WebSocket APIs, Microservices architecture, Team leadership', 'SELinux, RedHat Linux, DRS, STIG, RPM, System Administration, Git, Gitlab, CI, NIST800, Linux Security Module, Bash, Python, Agile, AppArmor, JIRA, Confluence, Docker, KVM, AS9100/ISO9000', 'C, C++, ARM Cortex M series, GNU toolchain, FreeRTOS, Seggar emWin, NXP LPC Open, SAE J1939, CAN Open, Revision control systems, Oscilloscopes, Multimeters, Incircuit debuggers, Soldering, Linux development, Raspberry Pi, Beagle, Unit testing, AT Command, LTE cellular, Bluetooth, BLE', 'Software QA, Agile, Software Engineering, Test plans, Test cases, Automated testing, Software quality, Defect tracking, Regression testing, Exploratory testing, Git, CI/CD, Appium, Selenium, Postman, MySQL, BDD, TDD, WCAG, APIs, Web applications, Functional testing, Nonfunctional testing', 'Scrum, Agile, Python, .NET Core, Ruby, Rails, Android, Java, Kotlin, iOS, Swift, React, Angular, Vue, Software Development, Remote Work', '.NET, C#, SQL Server, Agile, REST, SOAP, ASP.NET, Azure DevOps, GitHub, SOLID, DRY, SOA, Microservices, Docker, Kubernetes, Terraform, React, XML, HTML, JavaScript, TDD, Unit Testing, Mocking, Stored Procedures, Triggers, Views, Continuous Integration (CI), Continuous Deployment (CD), Code Reviews, Pull Requests, Source Control, Documentation, Problem Resolution, Communication, Analytical Skills, Time Management, Work Ethic, ASP.NET Core, Azure, Xamarin', 'C#, JavaScript, TSQL, SQL', 'Software Development, Embedded Software Security, Automated Testing, Vulnerability Assessment, Risk Assessment, Threat Analysis, Security Code Reviews, C++, Python, ObjectOriented Programming, Continuous Integration, Development Tools, Industrial Protocols, Common Industrial Protocol, Safety Standards, IEC 61508, IEC 62443, Agile Development, Agile Project Tools, Git, Jenkins, Unit Testing, CppUnit, unittest, Continuous Integration Environments, Automated Test, Acceptance Testing', 'Software development, Leadership, HTML, CSS, Javascript, Typescript, Java, NoSQL, Relational databases, Cloud computing, CI/CD, Unit testing, Functional testing, Destructive testing, Performance testing, Debugging, Root cause analysis, Version control, High availability, Disaster recovery, Performance optimization, Efficiency, Security, Technical roadmaps, Work estimation, Refactoring, Modernization', 'Linux, Kernel, Networking, Virtualization, Graphics, Ubuntu, IoT, Server, PC, Debian, RPM, Yocto, C, C++, TCP/IP, DHCP, HTTP/REST, Docker, OCI, K8s, SoC, BMC, Bootloaders, Firmware', 'Software Engineering, Debugging, Frontend development, Software Integration, Unit testing, RESTful APIs, UI/UX development, Problemsolving, Time management, Teamwork, Agile development, Microsoft Office, Continuous improvement', 'Customer service, IT support, Communication, System learning, Numerical analysis, Problem solving, Selfmotivation, Initiative, Cando attitude, Solution finding, Microsoft SQL, Microsoft Server platforms, Windows operating systems, Excel, Accounting software, Construction industry', 'Java, Spring, REST, JUnit, Relational Databases, Agile SDLC, Git, Spring Boot, Spring Security, Spring Data, Spring Batch, Hibernate, SOAP, Maven, SQL, Mockito, RestAssured, RabbitMQ, MySQL, Document Databases, FullText Databases, Camunda, BPMN, IntelliJ CE, Jira, Confluence, GitHub, Slack', 'Software Testing, Missile Systems, Command and Launch Test & Evaluation, Strategic Ballistic Missile Programs, Complex Systems Engineering, Physics, Systems Engineering, Software Engineering, Math Principles, Missile Operations, ICBM Modeling, Flight Navigation, Flight Analysis, Safety and Security Requirements, Test & Evaluation Planning, DoD Acquisition Directives and Policies, ICBM Operational Software Program (IOSSP), Technical Support, Data Analysis, Report Writing, Project Management, Teamwork, Communication, Problem Solving, Critical Thinking, Attention to Detail, Collaboration', 'C, C++, Fortran, Computer architectures, Parallel architectures, Unix/Linux, Debuggers, Performance analysis tools, Opensource software, Bash, Python, Clear and concise language, Technical writing, Software testing, Scripting languages, Scientific calculations, Parallel programming, Software development life cycle, Processing technologies, Hardware, Algorithms', 'Software Integration, Video Systems, Troubleshooting, Verification, Vendor Hardware, Vendor Software, Python, Firmware, C, NodeJS, HTML5, JavaScript, Robot Framework, Jira Xray, PyQT, Kivy, Tkinter, HTML, AWS Lambda, DevOps, CI/CD, Jira, Bitbucket, React Native, Electron, HighSpeed Video/Audio/Data Transmission, HD/UHD Digital Video Formats, Switching, Processing, Video Analyzers, Video Scalers, Video Matrix Switchers, Video Wall, Network Configuration, Network Setup', 'Software Development, Testing, Postman, RestAssured, Automation Framework, Java, OOP, Selenium, Cucumber, Jmeter, LoadRunner, XPath, DataDriven Testing', '.NET, C#, Software Life Cycle, IEC 62304, ObjectOriented Design, Revision Control Systems, Azure DevOps, Git, Continuous Integration', 'Software Engineering, Agile, Scrum, Microservices, AWS, IAM, Angular, GraphQL, Java/Spring, Node.js, Python, PostgreSQL, MongoDB, Kafka, Kinesis, EventBridge, SNS, SQS, Problem Solving, Analysis, Design, Testing, Communication, Presentation, Teamwork, Industry Knowledge, Learning', 'CI/CD, Cloud computing, Devops, TypeScript, JavaScript, Terraform, CloudFormation, ARM, AWS, Lambda, ECS, F5 BIGIP, Agile, ALM, Unit testing, Static analysis', 'Software Architecture, Agile Development, Network Engineering, DevOps, Linux Administration, ObjectOriented Programming, Automation, Git, FullStack Development, Telecommunications, Network Management, Juniper Contrail, Ciena Blue Planet, Nokia NSP, Cisco NSO, OpenDaylight, ONOS, DPDK, vSwitch, SPLUNK, Netflow, Nagios, Cacti, PRTG, RANCID, Blue Planet ROA, Analytics, MCP+, Juniper, Cisco, Arista, Ciena, MRV, Nokia, Netcracker, OSPI, IQGeo', 'Software Engineering, Computer Science, Computer Engineering, Electrical Engineering, C Coding Language, Embedded Software Development, Verification, DO178, Model Based Development (DO331), Cybersecurity, MathWorks Tools, Generator and Bus Power Control, Cross Functional Team Collaboration', 'Engineering Management, Product Management, Software Development, System Architecture, Distributed Systems, Cloud Infrastructure, Leadership, Communication, Team Collaboration, Problem Solving, Scalability, Reliability, Performance, Java, C#, Python, JavaScript, Go, AWS, API Design, Code Review, Data Analysis, Machine Learning, AI', 'PHP, Docker, PHP 7, PHP 8, Laravel, HPCC, Playwright, Cypress, Postman, GitLab, GitHub, MySQL, Software Development Tools, SOA, APIs, Agile, CI/CD', 'Embedded Software Security, Bluetooth, Active Noise Reduction, Mobile App Interfaces, Security Assessment, Security Vulnerabilities, Countermeasures, Platform Hardening, SystemLevel Security, Research and Prototyping, Advanced Security Detection, Protection Methods, IP Provisioning, Protection Techniques, Software Modularity, Maintenance, Scalability, Reusability, Complex Technical Problems, Comprehensive Solutions, TestDriven Development, Troubleshooting, Root Cause Analysis, Firmware Delivery, Mass Production, C or C++, Secured Embedded Systems, Linux, Android, Complex Embedded Software, ResourceLimited RTOSBased Systems, Qualcomm Hexagon, STMicro, AMLogic, Airoha, BES SoC Systems, DRM, Common Protocols, I2C, I2S, SPI, Bluetooth, Wireless Communication Protocols, Audio Processing, Hardware, Software, User Experience, SystemsLevel Thinking, BSEE, BSCS, BSCE, MS', 'C#, .Net, SQL, Angular UI, MySQL, MSSQL Server, SOX 404, FDA 21CFR Part 11 Validated Systems, MES, ERP', 'Linux, Python, Golang, OpenStack, Kubernetes, Docker, Networking, Virtualization, Cloud computing, DevOps, Infrastructure as code (IaC), Continuous integration/continuous delivery (CI/CD), Agile software development, Software design, Software testing, Highperformance computing, Data lakes, AI/ML, Analytics', 'Software Engineering, AWS EC2, Python, Go, Java, C#, Ruby, PHP, C++, JavaScript, OWASP, SANS, iOS, Mac, Linux, Windows, Android, Containerized applications, Secure software development, Equality', 'Software Development, Cloud Computing, JavaScript, ObjectOriented Design, ServiceNow, Workflows, Flow Designer, APIs (REST SOAP XML), Technical Design, ProblemSolving, Debugging, AI, Machine Learning, Generative AI, Virtual Agent, NLU, AI Search, Issue Auto Resolution, Task Intelligence, Document Intelligence, Deep Learning, LLMs', 'Python, C++, Machine Learning, TensorFlow, Object Oriented Programming, Linux, Microsoft Office, Data Analysis, Semiconductor Industry, Lithography, Optical Proximity Correction, GPU Programming', 'C/C++, C#, Python, Java, Ada, Linux, Windows, Software System Requirement, Project Management, System Design, Testing, Embedded System, Cameo, Model Based Systems Engineering, Open Architecture, DevSecOps, Agile Development, Jira', 'C++, Linux, Android, Ruby, Python, XML, JSON, HTML, REST HTTP protocols, Java, JNI, IDEs, GITHUB, JIRA, Jenkins', 'iOS, Xcode, Objective C, Swift, SwiftUI, RESTFul APIs, SQL, Unit Testing, SCRUM, SOLID principles, Objectoriented programming', 'Software engineering, Frontend UI/UX, APIs & microservices, Schema development, SecDevOps, React JS, .NET Core, REST APIs, MS SQL Server, TestDriven Development (TDD), Team player, Information systems, Engineering, Mathematics', 'Agile environment, Userfacing systems, HTML, CSS, Vue.js, TypeScript, Node.js, SQL/No SQL databases, SQL, MySQL/MariaDB, Redis, CI/CD, UI/UX design, Automated testing, Python, PHP, React, Angular, Mobile development', 'Software Quality Engineering, Testing, Agile Methodologies, JIRA, Zephyr, Android, Linux, Webbased Applications, Mobile Testing, API Testing, Selenium, Java, C#, Python, SQL, PostgreSQL, IoT Devices, WiFi, Bluetooth, Software Engineering', 'Software Development, Web Application Development, Web Application Testing, Versioning, Module Deployment, Lotus Script, Java, JavaScript, C#, ASP.NET, VB.NET, AJAX, HTML, DHTML, XML, TeamStudio CIAO!, TeamStudio Delta, SourceSafe, CVS, Git, Gitlab, AWS, Azure, CompTIA, Cloud Foundations', 'Linux system administration, Red Hat Enterprise Linux, Software testing, IT products, Security+ CE certification, CompTIA Security+ CE certification, DoD Secret Level Security Clearance, Network solutions, Test cases, Test reports, Software load plans, Documentation, Oral communication, Hardware specifications, Desktops, Laptops, Servers, Quality, IT industry, Navy IT21 networks, ADNS, CANES, Virtualization technologies, Red Hat Kernelbased Virtual Machine (KVM), VMWare virtualization products, TCP/IP networking fundamentals', \"Java, SOA, Web Services, Adapters, XML, XSLT, XPath, XQuery, JavaScript, CSS3, HTML5, Unit Testing, Integration Testing, MarkLogic, RDL, Apache Nifi, Data Mining, Data Extraction, OLTP, ODS, Aggregate Data Stores, Networking Protocols, TCP/IP, HTTP, NTP, DNS, MLLP, NDM, MultiBusiness Unit Integrations, Communication Skills, Interpersonal Skills, Independent Work, Analytical Skills, Problem Solving Skills, Teamwork, EndtoEnd Solutions, ObjectOriented Design, BDD, Rapid Development Tools, Functional Design, FastPaced Development, Robust Development, Low Defect Products, Design Articulation, Testing Skills, Validation Skills, Simulated Data, Initiative, Desire to Learn, Bachelor's Degree in Computer Science\", 'Java, RubyOnRails, Mobile Application Development, iOS, Android, Software Development Methodologies, Software Development Tools, Best Practices, Version Control Systems, Git, Issue Tracking Tools, Databases, Data Modeling, Communication, Teamwork, Backend Development, Frontend Development', 'Javascript, Typescript, AngularJS, React, HTML5, CSS3, Lit, Progressive Web Apps, Hybrid Apps, Agile Scrum, Unit Testing, Integration Testing, Code Reviews, Source Control, Continuous Integration, Continuous Delivery, REST APIs, GraphQL APIs, Unit Testing Frameworks, AWS, FHIR, HL7, Node.js, Web Components, Micro Frontends, Service Oriented Architecture, Microservices, WCAG Standards, iOS, Android, React Native', 'React, Javascript, HTML, CSS/SASS, Jest, React component libraries, RestFul API, Reactquery, Reacttestinglibrary, Federated Applications / Module Federation, React Virtual Table/List Libraries, PHP, CDN caching, Tailwindcss', 'Android, Kotlin, Swift, iOS, Agile, Open source frameworks, Java, IntelliJ IDEA, Git, Eclipse, Android Studio, Xcode', 'Embedded Software, Systems Engineering, Electronics, Hardware, Engineering, Automotive, Functional Safety, Cyber Security, Project Management, Team Leadership, Budgeting, Resource Planning, Recruitment, Staff Development, Travel', 'Agile, Software engineering, Geospatial processing systems, Unit testing, Software design, Product roadmap, Product development, Software implementation, Team leadership', 'AWS, SpringBoot, Kotlin, XML/JSON, Data Conversion, Microservices Architecture, API Designs, REST, GraphQL, Unit Testing, Test Driven Development, React, Redux, CSS, Typescript, WebServices', 'Backend Development, Software Development, FullStack Development, Ruby, Ruby on Rails, PostgreSQL, TypeORM, MikroORM, RESTful APIs, Software Development Life Cycle, TestDriven Development, Problem Solving, Communication, Collaboration, Team Player, Leadership, FinTech, Infrastructure', 'Agile, Android, Git, SOLID Principles, MVVM, MVI, Jetpack Compose, Kotlin, Java, Android SDK, Jetpack, Coroutines, RxJava, Cloud message APIs, HTML5, CSS3, JavaScript, RESTful APIs, Dagger2, Retrofit, Modular Codebase, MVP, Clean Architecture', 'Software QA Testing, Python Development, Automated Test Systems, Software Development Lifecycles, Software Testing Practices, Hardware Testing', 'Software Engineering, SILs, Simulation, System Requirements Reviews (SRRs), InProcess Reviews (IPRs), Technical Interchange Meetings (TIMs), Preliminary Design Reviews (PDRs), Critical Design Reviews (CDRs), Test Readiness Reviews (TRRs), Safety Review Boards, Software Documentation Review (DO178), Software Risk Management, Statements of Work (SOW), Technical Evaluations, Software Sustainment, Army Aviation Platforms, Avionics Architecture, Open System Architecture, DO178, DO254, MILSTD882E, Software Architectures, Army Acquisition process, Material Release process, System Integration Laboratory (SIL), Model Based Systems Engineering (MBSE)', \"Embedded Software Development, John Deere's OpenRTOS, C#, ELK Stack, Github Flow, Object Oriented Programming, Make, Python, Agile\", 'VR devices, APIs, Systemlevel framework, Crossfunctional teams, Application and Platform teams, OS internals, Coding and design skills, Clean readable code, Upfront debugability, Testability, Software frameworks, Interfaces, Design reviews, Code reviews, Computer Science, Computer Engineering, Software development, Desktop applications, Operating Systems, AOSP, Identity, Device management, iOS/Android, Device Security, Android Enterprise, Android internals, macOS internals, Windows internals, Frameworks services, C++, Java, Android SDK, Android NDK, Android JNI, Android IPC mechanisms, Linux OS development, Mobile platforms (Android/iOS), Android performance tools, Security models, Android UI frameworks, Services', 'Software Development, Embedded Software Security, Automated Tests, ObjectOriented Programming, C++, Python, Continuous Integration, Git, Jenkins, Unit Testing, Agile Development, Industrial Protocols, Common Industrial Protocol (CIP), IEC 61508, IEC 62443', 'Cloud, AI, Machine Learning, IoT, 5G, Quantum Computing, RPA, BluePrism, Automation Anywhere, UiPath, WorkFusion, SQL', 'C/C++, Java, JavaScript, Python, PHP, Perl, UNIX shell scripting, Linux, SQL, Oracle, CUDA, OpenCL, TS/SCI clearance', \"Software Development Life Cycle (SDLC), Application Development Methodologies Tools and Techniques, Problem Analysis / Resolution, Organizational Planning and Prioritization Skills, Leveraging Technology to Meet Business Objectives, Application Development Experience in a Corporate Environment, Relational Database Experience, SQL Server, DB2, Azure Experience, Data Warehouse, Azure Blob Storage, Development Experience in an ObjectOriented Language, .NET (C# VB.NET), Java, JavaScript, TypeScript, Source Control Tools, GitHub, Azure DevOps, Octopus Deploy, DevOps Concepts, CI/CD Pipelines, Deployment and Test Automation, Web and Application Frameworks, .NET Core, .NET Framework, Bachelor's degree in Computer Science or Information Systems, Agile Experience, Enterprise or Solution Architecture Experience, P&C Insurance Industry Experience, Duck Creek Core Product Suite\", 'Software Testing, Embedded Software Development, Python, NUnit, GoogleTest, Parasoft, Visual Studio, Oscilloscope, Logic Analyzer, Six Sigma, Jenkins, Jira, Confluence, Perforce, Git, DOORS, Jama, C, C++, C#, Continuous Integration/Continuous Deployment (CI/CD), Agile, BehaviorDriven Development (BDD), DevOps, IEC 62304, ISO 13485, FDAâ€™s General Principles of Software Validation, TIR45', 'Linux, ROS / ROS2 / MicroROS, C++, Rust, Object Oriented Design, Realtime embedded operating systems, Electrical components, Code reviews, Unit testing, TDD, Embedded debugging tools, Hardware device drivers, Yocto SDK, Yocto Recipe, Layers, ROS planning modules, Visual odometry, Mapping, SLAM, GCC, Git, Python, BASH, J1939, TCP, UDP, Agile software development, Mechanical aptitude, Wiring harnesses, Soldering', \"SAP ABAP, S/4 HANA, Fiori, OData, CDS, SAP Workflow, XML, JSON, SOAP, REST, EDI, ANSI X12, EDIFACT, HTML5, CSS, JavaScript, Web IDE, Software Engineering, Functional Design Analysis, Technical Design, Development, Unit Testing, Code/Design Reviews, ProblemSolving, Ingenuity, Innovation, Performance Tuning, Maintenance, Communication, Organization, Multitasking, Prioritization, Teamwork, Leadership, Bachelor's Degree in Computer Science or Information Systems, Programming Languages, Operating Systems, Databases\", 'Python, Django, JavaScript, React, GCP, AWS, SaaS, Agile, Leadership', 'SQL Server, C#, Java, AWS, Databricks, JavaScript, TypeScript, Python, MATLAB, R, Azure Pipelines, Ansible, Terraform, Pulumi', 'C#, Appium, Selenium, Visual Studio, USB, ObjectOriented Programming (OOP), Source Control, Software Development Process, Functional Testing, ProblemSolving, RootCause Analysis', 'Software Development, C++, HTML5, JavaScript, Databases, Operating Systems, Email Systems, Microsoft Office, Sec+ Certification, SECRET SECURITY CLEARANCE', 'Scala, Play, React, Java, Node, Python, Relational database, NOSQL, ESB/API Gateways, Workflow Engines, Rules Engines, Authentication/Authorization, Message/event queues, GitHub Actions, CircleCI, Scrum, Agile, Unit tests, Build Systems, Peer reviews, Automated functional tests, Docker, Kubernetes, AWS, Azure, AWS Lambda, AWS Fargate, Snowflake, Tableau, CRM platforms, Insurance domain, Call center Agency business', 'Machine Learning, TensorFlow, PyTorch, Python, Java, C++, AWS, Azure, GCP, Deep Learning, AI Algorithms', 'Patent Attorney, Patent Agent, Computer Science, Computer Engineering, Software Engineering, Cryptography, Blockchain, Artificial Intelligence (AI), Machine Learning (ML), Enterprise and Mobile Applications, Databases and Data Structures, Web and Cloud Services, Virtualized Environments, Virtualization, Operating Systems, Software User Interfaces, Open Source, 3D Graphics, Digital Design, Grid Computing, Telecommunications, Computer Networking, Network Protocols, Computer Architecture, Network Security', 'Java, Spring Framework, Spring Boot, Microservices, AWS, Kafka, Docker, JSP, Hibernate, Web Services, Maven, Unit Testing, JUnit, MySQL, Oracle, Jenkins, Sonar, Data engineering, Data architecture, Middleware frameworks, Kafka connect frameworks, Data infrastructure, Data integrations, Data warehouse, Snowflake, Redshift, Database design, PostgresDB, DB2, Business requirements, Micro services APIs, AWSâ€“AppFlow engine, Airflow, ETL integrations, Data extraction, Data transforming, Data loading, Kafka streaming, Data quality, Data validation, BI solutions, Kubernetes, CI/CD, Gitops, Enterprise Development, Event driven framework, SSO, Testing, Documentation, Monitoring, REST API services, Kafka Development, Confluent, Vector, Kubernetes, APIGEE API products', 'Cloud computing, AWS, RESTFul, GraphQL, RDBMS, KeyValue Stores, SearchIndex, Object Storage, Unit testing, Integration testing, Endtoend testing, DevSecOps, Continuous integration, Continuous delivery, CRM, ERP, IT Service Management, Data Warehouse, Data Lake, Data Engineering, React, iOS, Android, Crossplatform frameworks, JavaScript', 'Python, Go, Java, Kotlin, Scala, Amazon Web Services (AWS), Azure, Google Cloud Platform (GCP), Terraform, Cloudformation, Pulumi, Kubernetes, Docker, gRPC, Istio, Envoy, NGINX', 'C++, C#, Python, .NET, UI/UX, OOP, Software Development Life Cycle, Object oriented programming', 'React.JS, Javascript, HTML, CSS/SASS, Jest, RestFul APIs, Tailwind CSS, React query, React testing library, Federated Applications, Module Federation, React Virtual Table, Reactvirtuoso, ReactVirtual, PHP, Browser resource caching, CDN caching, Slack, Google Meet, Confluence, Jira, PPO, 401k, Profit Share, Tuition reimbursement, ShortTerm Disability Insurance, Life Insurance, Supplemental Benefits', 'JavaScript, TypeScript, Python, React, REST APIs, Apache Spark, Mathematical Modeling, Optimization Algorithms, Software Architecture, Cloud Development Environments, AWS, GCP, Azure, Internal Developer Tools, Agile Development', 'Frontend development, UI/UX design, ReactJS, JavaScript, HTML, CSS, Security, Identity management, Data protection, Privacy, Fraud detection, Product management, Data science', 'Software Engineering, Programming, Software Development, Software Maintenance, Technical Writing, Problem Solving, System Analysis, System Integration, Software Testing, Software Design, Computer Systems, Technical Competency, Communication, Teamwork, Time Management, Career Motivation, Learning Agility, Industry Awareness', 'Kubernetes, Octopus Deploy, ADO Pipelines, .NET Core, C#, Java, MS SQL, Oracle, MongoDB, Elastic, Cosmos, HTTP, REST, GIT, GitHub, TFS, Kafka, ESB', 'C++, QT, Slot/Signal concepts, Open Scene Graph, Open GL, Software installation, Testing, Test review, Documentation', 'Software development, Backend systems, APIs, Cloud computing, Message queues (MQ), Containerization technologies, Web development, Full stack development, CI/CD pipelines, Deployment pipelines, Software engineering, System operations, Distributed systems, Communication skills, Interpersonal skills, Leadership skills, Mentoring skills', 'C#, .NET Framework, .NET Core, Microservices, Docker, Kubernetes, REST APIs, RabbitMQ, Angular, Unit Testing, Agile, Scrum, SQL, VMware, Azure DevOps, C++, DomainDriven Design', 'Linux, OpenStack, Kubernetes, Ceph, Python, Go, C, C++, Docker, LXC, LXD, OVS, OVN, Core networking, Virtualization, KVM, Containerization, Bare metal, Storage, Linux filesystems, Networking, Git, GDB, Ubuntu, Debian packaging, Postgresql, Mongo, QEMU, Distributed systems', '.NET, SQL, API, Microservices, OAUTH, JWT, CLEAN architecture, Microservices, Onion architecture, Agile, Communication, Teamwork, Decisionmaking, Project ownership, Task completion, Team environment, Backend development', 'TCP/UDP, C++14/17/20/23, Multicast, Low Latency, Solar Flare (Kernel Bypass), Trading Shop / Platform', 'Software Application Development, C#, .NET, ASP.NET, Javascript, HTML, CSS, Visual Studio, Azure DevOps, Azure Pipelines, Windows Server Failover Clustering, Dynatrace, Solarwinds, Splunk, SQL', 'C++, FPGA, EDA, Verilog, SystemVerilog, Logic simulation, Multithreading, Concurrent programming, Objectoriented programming, Machine learning, Artificial intelligence', 'Scala, Java, Kotlin, Relational databases, Caching technologies, Message brokers, Akka technologies, NoSQL databases, Kubernetes, Kustomization, Terraform, Infrastructure tools, JVM resource management', 'Linux, Embedded systems, Open source software, Operating systems, Kernel, Device firmware, ARM, RISCV, X86, Boot mechanisms, Bootloaders, Storage partition layout, Device trees, Services, Applications, RESTful APIs, Golang, C/C++, Shell, Systemd, Udev, Initrd, Graphics, OS level firmware daemons, CLI applications, Linux security implementations, TPM, FDE, LUKS, HSM, API design, Development, REST, gRPC, Raspberry Pi', 'Ruby on Rails, Go, Rust, Elixir, Event sourcing, gRPC, GraphQL, Docker, Kubernetes, Contextbound services, Agile, Continuous delivery', 'Software Testing, API, Embedded Systems, Debugging, Test Setup, Software Development, Cloud Computing, Security, Javascript, C++, Computer Science, Design Patterns, Databases, Storage Services, RESTful APIs', 'Software Engineering, Javascript, HTML, CSS, React, Next.js, AWS, AWS Lambda, AWS API Gateway, AWS DynamoDB, Version Control, Git, RESTful API, OAuth2, Unit Testing, Integration Testing, EndtoEnd Testing, Serverless, Redux, Responsive Design, Jest, React Testing Library, Agile, Scrum, Pair Programming, Kanban', 'Software Deployment, Infrastructure as Code, Cloud Operations Platforms, Cloud IaaS, Cloud PaaS, Cloud SaaS, Docker, Kubernetes, Ansible, Terraform, Puppet, Salt, SQL, Python, Java, JavaScript, HTML, CSS, Bash, Shell, Linux, OpenShift, RKE2, Tanzu, Software Defined Networking (SDN), NSXT, Git, Jenkins, Artifactory, Server Virtualization, Desktop Virtualization, DevSecOps, VMware, Amazon Web Services, Microsoft Azure, TCP/IP, DNS, Load Balancing, Firewall, NetBIOS, Switching, Routing, VLANs', 'Java 8+, Gradle, Jersey, SQL, jOOQ, JNI, Agile, REST, Jenkins, SonarQube, Linux, Continuous Integration, Web Services, ObjectOriented Design, Unit Testing, TestDriven Development', 'Embedded Software Development, C/C++, Python, ROS, Linux, Kernel Programming, Device Trees, Driver Writing, Interface Debugging, Hardware Interfacing, Nvidia Jetson Systems, Kernel Mode Programming, BareMetal Programming, Camera Systems, RTOS Programming, Filesystems, Networking, Interprocess Communication, Control Theory, Drone/UAS, Wireless Communication Systems, Machine Learning, GPS/GNSS Positioning, Hardware Rapid Prototyping', 'C, C++, Kernel, User land, Profiling, Benchmarking, Microbenchmarking, System Software Engineering, Syscalls, Scheduler, Virtual memory, Concurrent programming, Memory model, Barriers, Lockfree data structures, Atomics, Caching, MMIO, DMA, Hardware devices, Dataplane code, libibverbs, libfabric, DPDK, SPDK, eBPF, XDP, NCCL, pytorch, tensorflow, Kernel code', 'Embedded Systems, ARM microcontrollers, C++, Java, Softwaredefined radios, Realtime operating systems (RTOS), Device drivers, Problemsolving, Analytical skills, Written communication, Verbal communication, Teamwork, US Citizen', 'JavaScript, Java, HTML/CSS, TypeScript, SQL, Python, Go, NoSQL databases, Docker, Kubernetes, Cloud computing (AWS Microsoft Azure Google Cloud), Agile practices, Open source frameworks', 'Go, Postgres RDS, AWS SQS, CircleCI, AWS Lambdas', 'Software architecture, System specifications, System requirements, Software component interfaces, Process sequences, Timing behaviours, Software testing, Requirements mapping, Distributed ecus, Software engineering, Embedded software development, C/C++, MBD processes, AUTOSAR concepts, MATLAB/Simulink, Communication protocols, CAN, LIN, Ethernet, I2C, SPI, RTOS, Software task timing, UML, Modelling methods, Organizational skills, Leadership skills, Communication skills, Presentation skills', 'C, C++, Python, Computer Science, Software Development, Software Engineering, Design, Coding, Analysis', 'Javascript, API Integration, JSON', 'Java, JavaScript, Spring, Spring Boot, Node, Microservices, CI/CD, DevOps, GIT, Cypress, JUnit, GCP, Pair Programming, TDD, BDD', 'JavaScript, TypeScript, HTML5, CSS3, React.js, Express, SpringBoot, AWS, GCP, Azure, Docker, Kubernetes, CI/CD, SQL, CloudWatch, DataDog, New Relic, Testing methodologies, WCAG 2.0 accessibility, HIPAA, PII protections, Soft realtime requirements, Design thinking', 'Web development, Mobile development, Angular, React Native, ASP.NET, ASP.NET MVC, C#, SQL, Stored procedures, HTML, Relational database design, Structured methodology, Software development lifecycle, Programming, Database integration, Browsers, Web compatibility, Web page design, Web technologies, Source code control, Version control, Objectoriented development, Unit tests, Dependency injection, Web server technology, Web security, Web statistics, Problem solving, Team work, Communication, Business requirements, Web design, Complex analysis, Programming, Program structures', 'Python, Machine learning, Statistics, Data science, Autonomous vehicles, Robotics, Data analysis, Experiment design, Communication, Mathematics, Physics, Computer science, Julia, R', 'Software Engineering, Python, Kotlin, AWS, Distributed Systems, Microservice Architectures, Eventdriven Architectures, Project Management, Communication, Asynchronous Communication, Tech Specs, Wiki, Project Plans, Mentoring, Team Growth, Team Efficiency, Product Management, Multifunctional Teams, Accounting, Auditing, Card Networks, ACH Systems', 'Software Engineering, React, Go, Kubernetes, GCP, Agile, SaaS, Cybersecurity', 'Game development, Unity, Mobile game design, Serverauthoritative multiplayer systems, Client prediction, Git, .NET, AWS', 'Embedded Software, DevSecOps, Linux, VxWorks, Python, MATLAB, Simulink, Agile, Modelbased Engineering, UML, OOAD, OOP, MILSTD1553, Ethernet, Serial, PCIE, Git, ClearCase, ARM, FPGAs, SoCs', 'Python, Typescript, React, Postgres, Kubernetes, Elasticsearch, ML, Data engineering, DevOps, relational databases, Backend engineering', 'Backend Engineering, Go (GoLang), Microservices, Kubernetes, ReSTful Web Services, Distributed Systems, ReST, Protobufs/gRPC, NSQ, SQL, Public Cloud Services, GCP, Docker, Temporal, Service Monitoring, Metrics, Alerting, Log Aggregation, Tracing, Functional/Acceptance Testing', 'Test Automation tools, Test plans, Test cases, Functional testing, Integration testing, Functional requirements, Technical specifications, Data comparison/validation tools, SQL, ISTQB', 'Java, Python, SQL, Node.js, Go, Scala, RDBMS, NoSQL, Docker, Kubernetes, AWS, Jenkins, Agile, Distributed microservices, Full stack systems, Cloud computing, Open source frameworks, Microservices architecture, Agile development, Software engineering, DevOps, Version control, Continuous integration, Unit testing, Refactoring, Debugging, Presentation skills, Technical writing, Problemsolving, Teamwork, Communication', 'JavaScript, React, Ember, Angular, Typescript, Elm, Web Components, Unit testing, Integration testing, Acceptance testing, HIPAA security and privacy rules, Software development, Frontend development, Objectoriented analysis and design patterns, Scalability, Memory management, Bandwidth, Latency, Automated testing, Security, Compliance', 'nan', 'Software Engineering, Scrum Master, Microsoft Azure, Data Factory, Data Flow, Data Bricks, Azure SQL, C#, .NET, Azure API, Azure DevOps, Leadership, Agile Methodology, Product Management, Microsoft Dynamics, Javascript', 'Software Development, Project Leadership, C++, Python, HTML, Parallel Processing, Threading, Process Communication, Web Development, Scripting Languages, Database Languages, Budget Management, Presentation/Briefing, Communication, DoD Secret Security Clearance, Computer Science, Computer Engineering, Engineering, Math, Physics', '.NET Core, C#, LINQ, Rest APIs, UWP, WinForms, Mobile (Android iOS), Enterprise SingleSignOn, Azure Active Directory, App Services, Push Notifications, JSON, XML, ODATA, Visual Studio App Center, Continuous Integration (CI), Continuous Delivery (CD), DevOps, Git, TFS, Visual Studio Team Services (VSTS), Agile Methodology, Xamarin Forms, Xamarin Native Development, Xamarin iOS, Xamarin Droid, Xamarin Studio, XAML, Visual Studio, Linux, Windows, TSQL, MongoDb, Entity Framework, GMP Manufacturing Environment, CrossPlatform App Development, Lifecycle, User Experiences, Roadmaps, Shared Projects, Portable Class Library (PCL), CrossPlatform UX Design, Xamarin Binding, REST API Integration, FrontEnd MultiPlatform App Development', '.NET Framework, C#, JavaScript, Entity Framework, MSSQL, RESTful APIs, Unit Tests, Authentication mechanisms, OIDC, OAuth, SAML, Azure Intra, Learning Tools Interoperability, LTI, API (xAPI), Swagger, GitFlow, Trunk Based Development, Agile, Scrum', 'Software architecture, System specifications, System requirements, Software component interfaces, Process sequences, Timing behaviours, Software testing, Requirements mapping, Distributed ecus, Software engineering, Embedded software development, C/C++, MBD processes, AUTOSAR concepts, MATLAB/Simulink, Communication protocols, CAN, LIN, Ethernet, I2C, SPI, RTOS, Software task timing, UML, Modelling methods, Organizational skills, Leadership skills, Communication skills, Presentation skills', 'AIenabled business applications, Java, C++, Python, Unix shell(s), JavaScript, Flex/Bison, CMake, RPM, Unix/Linux OS, Windows OS, AWS, Azure, Google Cloud, Algorithms, Lowlevel coding, Profiling, Debugging, Cloud environments, DevOps, Security, Problem solving, Prioritizing, Goal oriented, Urgency, Resultsoriented', 'C++, Python, Javascript, HTML, Network management, System management, Stage or set workflows', 'Software Engineering, Agile, DevSecOps, C/C++/C#, Unit testing, Test planning, Systems Engineering, Technical writing, Troubleshooting, System maintenance, Network troubleshooting, Database management, Scripting languages, Test Driven Development (TDD), GreenHills, VxWorks, Linux Operating Systems, Visual Studio, Matlab, High Performance Computing', 'C/C++, Java, JavaScript, Python, PHP, Perl, UNIX shell scripting, Linux, SQL, Oracle, CUDA, OpenCL, TS/SCI clearance', '.NET framework, C#, XAML, ASP.NET, JavaScript, TSQL, SQL Server, PLC systems, ERP systems, MES projects, Windows mobile applications, AngularJS, SQL Server Integration Services (SSIS)', 'Python, JSON, AWS, DynamoDB, NoSQL, SQL, Unit testing, Agile development, OpenSearch, RESTful web services, Data structures, Algorithms, Continuous delivery, Application Lifecycle Management, DevOps, Serverless architecture, Cloud automation', 'Computer Science, Data Structures, Algorithms, Software Development, Quality Assurance, Code Documentation, Code Testing, Communication, Learning and Development, Operating Systems', 'Linux, Virtualization, Containerization, Ceph, Linux filesystems, Networking, OpenStack, Kubernetes, Open source applications, Software engineering, Computer science, STEM, Python, Go, C, C++, Gdb, Git, Source code repositories, Ubuntu, Kernel, Userspace, QEMU/KVM, LXC/LXD, Postgresql, Mongo, Debian packaging, Distributed systems, Personal learning and development budget, Annual compensation review, Recognition rewards, Annual holiday leave, Maternity and paternity leave, Employee Assistance Programme, Priority Pass for travel and travel upgrades, Remotefirst company', 'Ruby on Rails, PostgreSQL, JavaScript, TypeScript, TypeORM, MikroORM, RESTful APIs, Software Development Lifecycle, Mentorship, Collaboration, Communication, Problemsolving, Agile Development, Testdriven development, FinTech infrastructure, FinTech solutions', 'Java SE, Java J2EE, Java, Agile, CI/CD, Jenkins, GitHub, Perforce, Eclipse, Eclipse IDE, Artifactory, Ant, Gradle, Oracle Weblogic Server, Oracle Database 11g, Oracle Database 12c, Unix Shell Scripting, DevSecOps', 'C#, JavaScript, TypeScript, SQL, Agile, Scrum, Kanban, Unit testing, Refactoring, CI/CD, Azure, Google Cloud, .NetCore, Microservices', 'Machine Learning, Artificial Intelligence, Go, Typescript, Microservices Architecture, Backend Development, Frontend Development, RESTful APIs, Cloud Computing, DevOps, Git, Docker, Kubernetes, Continuous Integration/Continuous Delivery (CI/CD), Software Design, Software Architecture, System Design, Unit Testing, Integration Testing, EndtoEnd Testing, Performance Testing, Security Testing, Scaling, High Availability, Fault Tolerance, Disaster Recovery, Data Analytics, Data Visualization', 'Data engineering, Machine learning, Distributed systems, Cloud computing, Kubernetes, Linux, Python, Java, C++, Scala, Golang, NoSQL databases, Git, Continuous integration/continuous delivery (CI/CD), Infrastructure as Code (IaC), DevOps, Amazon Web Services (AWS), Google Cloud Platform (GCP), Microsoft Azure', 'Software development, Product management, Code review, Coding, Optimization, Documentation, Product requirements, Software product creation, Frameworks, Reference architectures, Patterns and practices, Communication, Technical writing, Domain expertise, Mentoring', 'Embedded Software Development, Firmware Systems Design, Product Lifecycle Management, Software Quality Improvement, Cost Reduction, Technical Support, C++, Linux, GNU Tool Chain, Electrical Engineering, Computer Engineering', 'Software Development, C, C++, C#, Embedded Linux, X509 Certificates, TCP/IP, HTTPS, TLS, Yocto, Integrated Development Environments (IDEs), Version Control, Defect Management, Continuous Integration, Code Analysis Tools, Internet of Things (IoT), Cloud Connectivity', 'Software Engineering, Machine Learning, Generative AI, Large Language Models, C/C++, Python, CUDA C/C++, Algorithms, Data Structures, Parallel Computing, System Software, NVIDIA GPU Technology, DL Software Stack, NeMo, TensorRT, GPU Architectures, GPU Programming, Debuggers, Profilers', 'Software implementation, Customer service, Training, Project coordination/management, PC networking and configuration, Windows, Microsoft Office products, Technical communication, Troubleshooting', 'Data Engineering, Software Engineering, Data Pipelines, Big Data, Spark, Hadoop, Pig, Scala, Python, SQL, Presto, Airflow, AWS, Java, Go, React, Scientific Computing, Full Stack Development, CrossFunctional Communication, Hybrid Work, On Target Earnings (OTE), Compensation, Equity, Company Bonus, Sales Commissions/Bonuses, Retirement Plans, Health Benefits, Wellness Stipends', 'Software Design, C#, Communication Skills, Interpersonal Skills, Customer Focus, Teamwork, Multisite Collaboration, Multicountry Collaboration, Learning and Development, Continuous Learning, Latest Technologies, Computer Engineering, Computer Science, Electrical Engineering, Diversity & Inclusion, Disability Confident Program, Competitive Salary, Bonus Scheme, Annual Leave, Holiday Buy & Sell Program, Pension Scheme, Employee Share Ownership Program, Health & Wellbeing Support, Gym Flex, Open Talent Market, Global Mobility, Mentorship, Learning Portal, Digital Transformation, Energy Management, Automation, IoT, R&D', 'AWS, Java, Spring, MongoDB, Couch, DynamoDB, Lambda, Serverless, S3, IAM, ECS, EKS, Dynamo, API Gateway, Node.js, Python, Go, C#, Rust, React, Angular, Vue, Backbone, Ember, Docker, Kubernetes, Terraform, CloudFormation, Jenkins, Bamboo, GIT, Agile', 'Software Developer, Data Acquisition, Systems Design, Systems Implementation, Systems Maintenance, Python, Javascript, Rust, WebSockets, Communication Protocols, Microservices, Message Queuing, RESTful APIs, Kafka, MongoDB, SQL, DevOps, AWS, Cloud Platforms, Data Warehousing, Data Structures, Algorithms', 'Python, REST APIs, Streamlit, d3.js, vega (lite), CI/CD pipelines, Database systems, AWS EC2, AWS S3, AWS RDS', 'Software Engineering, Leadership, Frontend Technology, HTML, CSS, JavaScript/TypeScript Frameworks, Java, Objectoriented Programming, Relational Database, NoSQL Database, Cloud Computing, CI/CD Tools, Software Design Patterns, Data Modeling, Security Frameworks, Unit Testing, Functional Testing, Destructive Testing, Performance Testing, Debugging, Root Cause Analysis, Version Control System, High Availability, Disaster Recovery, Performance, Efficiency, Security, Technical Roadmaps, Work Estimation, Refactoring, Modernization, Agile Processes', 'Software Engineering, Product Management, ERP, CustomerCentric, ProblemSolving, Programming Languages, Autonomous Work, Team Leadership, Communication, Scalability, Performance, Code Review, Flatiron, Equity, Health and Dental Insurance', 'Software Development Lifecycle, Data engineering, Data management, Microsoft technologies, Cloud technologies, Azure Cloud, Service Now, Ansible, Jenkins, VSTS, SAFe, Scrum, Kanban, Computer Science, Object Oriented Design, Programming, C#, C++, Angular, Node.js, SQL, R, Java, JavaScript, Python, API design, Modern UI, Public cloud services, Infrastructure as Code, Systems thinking, Strategic thinking, Data architectures, Machine Learning, Artificial Intelligence, Stream processing, Real time analytics', 'Software Engineering, Go, PHP, JavaScript, Typescript, API design, REST, RPC, protobuf, gRPC, OpenAPI, Microservices, Docker, AWS, Jenkins, MySQL, Redis, DynamoDB, S3, OpenSearch, Caching, Monitoring, Tracing, Eventual consistency, Queues, Load balancing, Circuit breaking, Data structures, Algorithms', 'React, Ember, Angular, Typescript, Elm, Web Components, Continuous Deployment, Code Reviews, Unit Testing, Integration Testing, Acceptance Testing, Industry Trends, HIPAA, Code of Conduct, JavaScript, ObjectOriented Analysis, SQL, WorkLife Balance, TimeOff Policy, Flexible Work Schedule, Remote Work, 401(k) Matching, Adoption Assistance, Fertility Treatments', 'Software Development, Planning, Requirements Gathering, Deployment, Software Maintenance, Software Testing, Unit Testing, Agile Development, REST, SOAP, XML, JSON, Javascript, Python, ERP, Pipelines, Mulesoft, Workato, Zapier, Quickbase, Snaplogic', 'Azure DevOps Services, Docker, Kubernetes, AWS EKS, ArgoCD, Azure DevOps, MSBuild, YAML, Python, C#, JavaScript, PowerShell, SQL, Git, Continuous Integration, Continuous Delivery, Continuous Deployment, Ansible, Terraform, CloudBees CD, Consul, NuGet, Vault, Artifactory, Agile development, Amazon Web Services (AWS)', 'iOS, C, C++, Metal, Algorithm Development, SDLC, Mathematics, Performance Optimisation, Communication, Consensus Building, Leadership, Teamwork, Collaboration, Creativity, Persistence, Quality Assurance, Troubleshooting, Product Roadmap, User Experience, Software Engineering, Software Design, Software Development, System Engineering, System Administration, System Infrastructure, Software Testing, Hardware', 'Computer Science, Computer Engineering, Software Engineering, C++, C#, Windows .NET, SCRUM, Software Development, Linux, Windows', 'Java, Spring, Tomcat, Nginx, Elastic Search, RESTful, AWS, EC2, SQS, S3, Lambdas, DynamoDB, RDS, Cloudformation, Terraform, Jenkins, Gitlab CICD, Docker, Linux, Git, SQL, NoSQL, Cloud Computing, Microservices, Distributed Systems, Big Data, Data Analytics, Machine Learning, Artificial Intelligence', 'Software Engineering, Data Pipelines, Financial Data, Data Aggregation, Data Analytics, Fund Reconciliation, Microservices, Performance Monitoring, Bottleneck Relief, Unit/Integration/Component Tests, Python, Java, Kotlin, JavaScript, TypeScript, HTML, CSS, React, Redux, SQL, NoSQL, Relational Databases, MySQL, Postgres, Oracle, DynamoDB, MongoDB, Redis, Aurora, Lambda, S3, ECS, Fargate, ElastiCache, API Gateway, AWS, ETL, Agile Development, Economics, Business, Workato', 'Power distribution, Power protection, Energy storage, Software design, Systems development lifecycle, Computer networking, SysML/UML, Microsoft Project, MS Office applications, Technical requirements, VCRMs, Troubleshooting, Project management, Data Center design, Telecommunication installations, Power electronics, Architecture, Electrical Engineering, Computer Science', 'Node.js, Express.js, MongoDB, Microservices, React.js, REST APIs, Web applications, Frontend development, Backend development, Architecture, Collaboration, Product management, Design, Problemsolving, Analytical skills, Engineering projects', 'Java, Python, REST, Microservices, Spring Boot, API gateway, SQL queries, Stored procedures, Query optimization, Performance tuning, AWS, Azure, GCP, Snowflake, Spark, Git/GitHub, DevOps, Jira, Confluence, CI/CD pipelines, Kafka, Queuing technologies, Conceptual data models, Logical data models, Physical data models, Bloomberg, Markit, ICE/BAML, S&P, Moodys, Fitch, Russell, Intex, JPM, Factset, State Street, CRD, Yieldbook, Distributed systems, Largescale data processing, Fixed income analytics, Corporate bonds, Treasuries, Derivatives, Sovereigns, Bank Loans, MBS, ABS, CLO', 'AI Software Engineering, Cloud Technologies, ML Deployment, LLM Models, Langchain, Llamaindex Framework, AI Pipelines, Data Processing, Machine Learning Models, Data Flows, Resource Allocation, Parallel Processing, Load Balancing, FrontEnd Interfaces, UIs, API Connections, UX/UI Design, Economics, Mathematics, Computer Science, Engineering, Operations Research, Analytics, Docker, Kubernetes, Machine Learning Concepts, Cloud Platforms, AWS, Azure, Gen AI Models, Scalability, Deployment, Containerization Technologies', 'TypeScript, React, Node.js, Express.js, MySQL, SaaS, Agile, MVP, Architecture, Product sense, B2B, Hypergrowth, Compensation, Equity, Total rewards, Performance cycle, Meritbased compensation, Pay equity, Leveling, Interview process, Candidate resources, Diversity and inclusion', 'React, Ember, Angular, Typescript, Elm, Web Components, Continuous Deployment, Code Reviews, Unit Testing, Integration Testing, Acceptance Testing, Industry Trends, HIPAA, Code of Conduct, JavaScript, ObjectOriented Analysis, SQL, WorkLife Balance, TimeOff Policy, Flexible Work Schedule, Remote Work, 401(k) Matching, Adoption Assistance, Fertility Treatments', 'Robotics, Motion Planning, Controls, Software Development, C++, Python, Bazel, Git, Unit Testing, CI/CD, Version Control, Computer Science, Data Structures, Algorithms, Graph Search, Geometry', 'NoSQL, Cassandra, GCP, Azure, Data modeling, Database tuning, Performance optimization, Backup and recovery, Migration strategies, Data architecture, Cost optimization, Monitoring, Performance tuning, Cassandra clusters, Cassandra design principles, Cluster connectivity, Security, Distributed system performance, Java, Python, Ruby, Shell, CQL/SQL, CI/CD', 'Cloud Computing, AWS, GCP, Software Architecture, SOA, Microservices, Monolithic Architecture, Kernel, NodeJS, Golang, Typescript, React, SQL, MySQL, PostgreSQL, NoSQL, Redis, Memcached, Gitlab, Kubernetes, Docker', '.NET Core, JavaScript frameworks, Agile methodologies, Cloud native architectures, Software deployment, AWS, Debugging, Critical thinking, Communication, Software development principles, Software programming, Scrum, Product ownership', 'C++, ObjectOriented Programming, Agile Methodology, SDLC, Qt Framework, Linear Algebra, 3D Graphics, Computational Geometry, Design Patterns, Software Modeling, Software Development Life Cycle, Software Engineering, Computer Science, Data Structures, Algorithms, Linux, Medical Imaging, Image Processing, Computer Vision, ComputerAssisted Surgery, Robotics, Biomedical Software Development', 'Fullstack development, J2EE, Java/J2EE, Spring Framework, Web Services, HTML5, JavaScript, CSS, ReactJS, Redux, AngularJS, Bootstrap, XML/XSL, GWT, JIRA, Cruise Control, Jenkins, SQL, Database design, Data security, Scalability, Testdriven development, SVN/GIT, Eclipse, Microsoft Project Professional, Opensource libraries, ERP systems, PLM systems, BPM libraries/tools, Technology migration, BI Tools, OLAP technologies, ETL tools', 'Linux, SELinux, Linux security, RMF process, Bash, Python, Perl, Strace, Ltrace, Ftrace, GDB, Linux Capabilities, Docker, Virtualization, Security hardening, Atlassian, Bitbake, Yocto, VxWorks', 'Customer service, IT support, Communication, System learning, Numerical analysis, Problem solving, Selfmotivation, Initiative, Cando attitude, Solution finding, Microsoft SQL, Microsoft Server platforms, Windows operating systems, Excel, Accounting software, Construction industry', 'Software Engineering, Software Development, Problem Solving, Java, Python, Eclipse, JUnit, Flask, Git/GitLab, Docker, MongoDB, Ant, Gradle, Maven, Repast Simulation Environment, SQL, Ruby, C++, HTML/CSS, JavaScript, Linux, Windows, R, Artificial Intelligence, Machine Learning, HighPerformance Computing (HPC), Container Deployment, Simulator Performance, Research and Development, Test and Deployment, Debugging, Maintenance, Software Documentation, Software Architecture, User Feedback Analysis, Research Reports, Presentations, Collaboration, Communication, Version Control, Continuous Integration/Continuous Deployment', 'Cloud Software, AWS Cloud, Kubernetes, Docker, Terraform, Python, Bash, Go, Kubernetes Backup, Kubernetes Restoration, VSCode, Git, Software solutions', 'Java, PHP, C#, Node.js, HTML, CSS, JavaScript, Drupal, Oracle DB, Git, Maven, Composer, NPM, AWS, Azure, GCS, JSON, XML, API, SQL, MariaDB, PostgreSQL, SQL Server, Oracle, US Citizen, Permanent Resident, Secret Clearance, GIAC, ISACA, ISC2, ECCouncil, CompTIA, Cisco', 'Python, JavaScript, C++, Java, Microservices, MVC, RESTful APIs, AWS, Azure, Google Cloud, Agile methodologies, Project management tools, SQL, NoSQL, Data warehousing, Data mining, Machine learning, Artificial intelligence, Cloud computing, DevOps, Software architecture, Software design, Software development, Software testing, Software maintenance, Software deployment, Software configuration management, Software project management, Software quality assurance, Software engineering, Computer science, Engineering', 'Software engineering, Firmware architecture, Control software, System integration, Risk management, Verification and validation, Documentation, FMEA, Physician feedback, Clinical results, Continuous improvement, Physician and patient experiences, Team leadership, Design', 'Software Development, Kanban, Unix, Windows, Oracle, Agile, Database, Transcend, Leadership, Estimation, Magic', 'AWS, Python, MongoDB, Angular, ProblemSolving, Code Review, Collaboration, Communication, Remote Work, Computer Science, Engineering', 'Embedded Software Development, C/C++, Python, ROS, Linux, Kernel Programming, Device Trees, Driver Writing, Interface Debugging, Hardware Interfacing, Nvidia Jetson Systems, Kernel Mode Programming, BareMetal Programming, Camera Systems, RTOS Programming, Filesystems, Networking, Interprocess Communication, Control Theory, Drone/UAS, Wireless Communication Systems, Machine Learning, GPS/GNSS Positioning, Hardware Rapid Prototyping', 'Java, .NET, C#, API development, Android, Windows 10, Software release control, Software configuration management, Software development, Systems Analysis, Systems Architecture, Systems/Equipment Support, Test and Evaluation, Logistics, C4ISR requirements, ATAK, Linux', 'C, Configuration management tools, Activity management tools, Embedded software, Realtime debugging, Static analysis, Data acquisition systems, CAN UDS J1939, MATLAB Simulink/Stateflow, PERL/Python, AutoSAR, ASPICE V3.0, ISO26262, Multicore, Agile, V cycle, MISRA, Lauterbach, IBM Rational ClearCASE, Unity Plastic SCM, QAC, INCA, ATi, ClearQUEST, Jira', 'PHP, JavaScript, jQuery, HTML, MySQL, CSS, API, Symfony, Composer, OpenAPI, Refactoring, Objectoriented design patterns, MVC Architecture, RESTful APIs, REST, Integration development, Technical Lead, Team Lead, Remote Teams, Technical Lead, Team Lead, Thirdparty applications, Complex concepts, Analytical skills, Conceptual skills, Problemsolving skills, Attention to detail, Personal growth, High integrity, Strong work ethic, TCP Aladtec product, Aladtec, Rotational scheduling', 'C#, .NET Framework, SQL, Microsoft SQL Server, Windows Presentation Framework, Scalable Application Design, Python, Java, JavaScript, XML, HTML, CSS, Git, TFS, Analytical Skills, ProblemSolving Skills, Communication Skills', \"Software Systems Implementation, Coding, Testing, Debugging, Documentation, Client/ServerBased Systems, WebBased Applications, API's/Microservices, eCommerce Platforms, Relational Databases, C#, PHP, HTML, CSS, JavaScript, Git, SQL, MVC Frameworks, eCommerce, Web Applications, Azure PaaS Offerings\", 'EFT payment processing, ASP.NET MVC, .NET Core, Bootstrap, SQL Server, Azure SQL, Azure Cosmos, DB2, Redis Cache, .NET Framework 4.7+, .Net 6+, C#, JS/jQuery, Objectoriented design, Software Architecture Document, Change requests, Software project scoping, Requirements Gathering and Analysis, Impact Analysis, Software architecture design and development, ObjectOriented development concepts, SDLC, TestDriven Development, Vendor management']\n",
            "198 \n",
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'engineering', 'Java', 'C++', 'SQL', 'COTS', 'GOTS', 'Algorithms', 'Data', 'visualization', 'Data', 'management', 'Documentation', 'Software', 'design', 'Testing', 'Debugging'], ['Software', 'Quality', 'Assurance', 'Microsoft', 'Windows', 'Agile', 'Development', 'Test', 'Plans', 'Functional', 'Testing', 'Regression', 'Testing', 'System', 'Integration', 'Testing', 'MSSQL', 'Relational', 'Databases', 'Bug', 'Tracking', 'Test', 'Case', 'Management', 'Jira', 'OnTime', 'Test', 'Automation', 'RESTful', 'Services', 'Microsoft', 'Team', 'Foundation', 'Server', '(TFS)', 'Visual', 'Studio'], ['Backend', 'development', 'Code', 'review', 'Team', 'management', 'Agile', 'software', 'development', 'Code', 'optimization', 'Technical', 'best', 'practices', 'Python', 'FastAPI', 'Flask', 'Django', 'SQLAlchemy', 'Postgres', 'Alembic', 'Azure', 'IoT', 'React', 'REST', 'APIs', 'WebSocket', 'APIs', 'Microservices', 'architecture', 'Team', 'leadership'], ['SELinux', 'RedHat', 'Linux', 'DRS', 'STIG', 'RPM', 'System', 'Administration', 'Git', 'Gitlab', 'CI', 'NIST800', 'Linux', 'Security', 'Module', 'Bash', 'Python', 'Agile', 'AppArmor', 'JIRA', 'Confluence', 'Docker', 'KVM', 'AS9100/ISO9000'], ['C', 'C++', 'ARM', 'Cortex', 'M', 'series', 'GNU', 'toolchain', 'FreeRTOS', 'Seggar', 'emWin', 'NXP', 'LPC', 'Open', 'SAE', 'J1939', 'CAN', 'Open', 'Revision', 'control', 'systems', 'Oscilloscopes', 'Multimeters', 'Incircuit', 'debuggers', 'Soldering', 'Linux', 'development', 'Raspberry', 'Pi', 'Beagle', 'Unit', 'testing', 'AT', 'Command', 'LTE', 'cellular', 'Bluetooth', 'BLE'], ['Software', 'QA', 'Agile', 'Software', 'Engineering', 'Test', 'plans', 'Test', 'cases', 'Automated', 'testing', 'Software', 'quality', 'Defect', 'tracking', 'Regression', 'testing', 'Exploratory', 'testing', 'Git', 'CI/CD', 'Appium', 'Selenium', 'Postman', 'MySQL', 'BDD', 'TDD', 'WCAG', 'APIs', 'Web', 'applications', 'Functional', 'testing', 'Nonfunctional', 'testing'], ['Scrum', 'Agile', 'Python', '.NET', 'Core', 'Ruby', 'Rails', 'Android', 'Java', 'Kotlin', 'iOS', 'Swift', 'React', 'Angular', 'Vue', 'Software', 'Development', 'Remote', 'Work'], ['.NET', 'C#', 'SQL', 'Server', 'Agile', 'REST', 'SOAP', 'ASP.NET', 'Azure', 'DevOps', 'GitHub', 'SOLID', 'DRY', 'SOA', 'Microservices', 'Docker', 'Kubernetes', 'Terraform', 'React', 'XML', 'HTML', 'JavaScript', 'TDD', 'Unit', 'Testing', 'Mocking', 'Stored', 'Procedures', 'Triggers', 'Views', 'Continuous', 'Integration', '(CI)', 'Continuous', 'Deployment', '(CD)', 'Code', 'Reviews', 'Pull', 'Requests', 'Source', 'Control', 'Documentation', 'Problem', 'Resolution', 'Communication', 'Analytical', 'Skills', 'Time', 'Management', 'Work', 'Ethic', 'ASP.NET', 'Core', 'Azure', 'Xamarin'], ['C#', 'JavaScript', 'TSQL', 'SQL'], ['Software', 'Development', 'Embedded', 'Software', 'Security', 'Automated', 'Testing', 'Vulnerability', 'Assessment', 'Risk', 'Assessment', 'Threat', 'Analysis', 'Security', 'Code', 'Reviews', 'C++', 'Python', 'ObjectOriented', 'Programming', 'Continuous', 'Integration', 'Development', 'Tools', 'Industrial', 'Protocols', 'Common', 'Industrial', 'Protocol', 'Safety', 'Standards', 'IEC', '61508', 'IEC', '62443', 'Agile', 'Development', 'Agile', 'Project', 'Tools', 'Git', 'Jenkins', 'Unit', 'Testing', 'CppUnit', 'unittest', 'Continuous', 'Integration', 'Environments', 'Automated', 'Test', 'Acceptance', 'Testing'], ['Software', 'development', 'Leadership', 'HTML', 'CSS', 'Javascript', 'Typescript', 'Java', 'NoSQL', 'Relational', 'databases', 'Cloud', 'computing', 'CI/CD', 'Unit', 'testing', 'Functional', 'testing', 'Destructive', 'testing', 'Performance', 'testing', 'Debugging', 'Root', 'cause', 'analysis', 'Version', 'control', 'High', 'availability', 'Disaster', 'recovery', 'Performance', 'optimization', 'Efficiency', 'Security', 'Technical', 'roadmaps', 'Work', 'estimation', 'Refactoring', 'Modernization'], ['Linux', 'Kernel', 'Networking', 'Virtualization', 'Graphics', 'Ubuntu', 'IoT', 'Server', 'PC', 'Debian', 'RPM', 'Yocto', 'C', 'C++', 'TCP/IP', 'DHCP', 'HTTP/REST', 'Docker', 'OCI', 'K8s', 'SoC', 'BMC', 'Bootloaders', 'Firmware'], ['Software', 'Engineering', 'Debugging', 'Frontend', 'development', 'Software', 'Integration', 'Unit', 'testing', 'RESTful', 'APIs', 'UI/UX', 'development', 'Problemsolving', 'Time', 'management', 'Teamwork', 'Agile', 'development', 'Microsoft', 'Office', 'Continuous', 'improvement'], ['Customer', 'service', 'IT', 'support', 'Communication', 'System', 'learning', 'Numerical', 'analysis', 'Problem', 'solving', 'Selfmotivation', 'Initiative', 'Cando', 'attitude', 'Solution', 'finding', 'Microsoft', 'SQL', 'Microsoft', 'Server', 'platforms', 'Windows', 'operating', 'systems', 'Excel', 'Accounting', 'software', 'Construction', 'industry'], ['Java', 'Spring', 'REST', 'JUnit', 'Relational', 'Databases', 'Agile', 'SDLC', 'Git', 'Spring', 'Boot', 'Spring', 'Security', 'Spring', 'Data', 'Spring', 'Batch', 'Hibernate', 'SOAP', 'Maven', 'SQL', 'Mockito', 'RestAssured', 'RabbitMQ', 'MySQL', 'Document', 'Databases', 'FullText', 'Databases', 'Camunda', 'BPMN', 'IntelliJ', 'CE', 'Jira', 'Confluence', 'GitHub', 'Slack'], ['Software', 'Testing', 'Missile', 'Systems', 'Command', 'and', 'Launch', 'Test', '&', 'Evaluation', 'Strategic', 'Ballistic', 'Missile', 'Programs', 'Complex', 'Systems', 'Engineering', 'Physics', 'Systems', 'Engineering', 'Software', 'Engineering', 'Math', 'Principles', 'Missile', 'Operations', 'ICBM', 'Modeling', 'Flight', 'Navigation', 'Flight', 'Analysis', 'Safety', 'and', 'Security', 'Requirements', 'Test', '&', 'Evaluation', 'Planning', 'DoD', 'Acquisition', 'Directives', 'and', 'Policies', 'ICBM', 'Operational', 'Software', 'Program', '(IOSSP)', 'Technical', 'Support', 'Data', 'Analysis', 'Report', 'Writing', 'Project', 'Management', 'Teamwork', 'Communication', 'Problem', 'Solving', 'Critical', 'Thinking', 'Attention', 'to', 'Detail', 'Collaboration'], ['C', 'C++', 'Fortran', 'Computer', 'architectures', 'Parallel', 'architectures', 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'Development', 'Testing', 'Postman', 'RestAssured', 'Automation', 'Framework', 'Java', 'OOP', 'Selenium', 'Cucumber', 'Jmeter', 'LoadRunner', 'XPath', 'DataDriven', 'Testing'], ['.NET', 'C#', 'Software', 'Life', 'Cycle', 'IEC', '62304', 'ObjectOriented', 'Design', 'Revision', 'Control', 'Systems', 'Azure', 'DevOps', 'Git', 'Continuous', 'Integration'], ['Software', 'Engineering', 'Agile', 'Scrum', 'Microservices', 'AWS', 'IAM', 'Angular', 'GraphQL', 'Java/Spring', 'Node.js', 'Python', 'PostgreSQL', 'MongoDB', 'Kafka', 'Kinesis', 'EventBridge', 'SNS', 'SQS', 'Problem', 'Solving', 'Analysis', 'Design', 'Testing', 'Communication', 'Presentation', 'Teamwork', 'Industry', 'Knowledge', 'Learning'], ['CI/CD', 'Cloud', 'computing', 'Devops', 'TypeScript', 'JavaScript', 'Terraform', 'CloudFormation', 'ARM', 'AWS', 'Lambda', 'ECS', 'F5', 'BIGIP', 'Agile', 'ALM', 'Unit', 'testing', 'Static', 'analysis'], ['Software', 'Architecture', 'Agile', 'Development', 'Network', 'Engineering', 'DevOps', 'Linux', 'Administration', 'ObjectOriented', 'Programming', 'Automation', 'Git', 'FullStack', 'Development', 'Telecommunications', 'Network', 'Management', 'Juniper', 'Contrail', 'Ciena', 'Blue', 'Planet', 'Nokia', 'NSP', 'Cisco', 'NSO', 'OpenDaylight', 'ONOS', 'DPDK', 'vSwitch', 'SPLUNK', 'Netflow', 'Nagios', 'Cacti', 'PRTG', 'RANCID', 'Blue', 'Planet', 'ROA', 'Analytics', 'MCP+', 'Juniper', 'Cisco', 'Arista', 'Ciena', 'MRV', 'Nokia', 'Netcracker', 'OSPI', 'IQGeo'], ['Software', 'Engineering', 'Computer', 'Science', 'Computer', 'Engineering', 'Electrical', 'Engineering', 'C', 'Coding', 'Language', 'Embedded', 'Software', 'Development', 'Verification', 'DO178', 'Model', 'Based', 'Development', '(DO331)', 'Cybersecurity', 'MathWorks', 'Tools', 'Generator', 'and', 'Bus', 'Power', 'Control', 'Cross', 'Functional', 'Team', 'Collaboration'], ['Engineering', 'Management', 'Product', 'Management', 'Software', 'Development', 'System', 'Architecture', 'Distributed', 'Systems', 'Cloud', 'Infrastructure', 'Leadership', 'Communication', 'Team', 'Collaboration', 'Problem', 'Solving', 'Scalability', 'Reliability', 'Performance', 'Java', 'C#', 'Python', 'JavaScript', 'Go', 'AWS', 'API', 'Design', 'Code', 'Review', 'Data', 'Analysis', 'Machine', 'Learning', 'AI'], ['PHP', 'Docker', 'PHP', '7', 'PHP', '8', 'Laravel', 'HPCC', 'Playwright', 'Cypress', 'Postman', 'GitLab', 'GitHub', 'MySQL', 'Software', 'Development', 'Tools', 'SOA', 'APIs', 'Agile', 'CI/CD'], ['Embedded', 'Software', 'Security', 'Bluetooth', 'Active', 'Noise', 'Reduction', 'Mobile', 'App', 'Interfaces', 'Security', 'Assessment', 'Security', 'Vulnerabilities', 'Countermeasures', 'Platform', 'Hardening', 'SystemLevel', 'Security', 'Research', 'and', 'Prototyping', 'Advanced', 'Security', 'Detection', 'Protection', 'Methods', 'IP', 'Provisioning', 'Protection', 'Techniques', 'Software', 'Modularity', 'Maintenance', 'Scalability', 'Reusability', 'Complex', 'Technical', 'Problems', 'Comprehensive', 'Solutions', 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'development', 'Software', 'design', 'Software', 'testing', 'Highperformance', 'computing', 'Data', 'lakes', 'AI/ML', 'Analytics'], ['Software', 'Engineering', 'AWS', 'EC2', 'Python', 'Go', 'Java', 'C#', 'Ruby', 'PHP', 'C++', 'JavaScript', 'OWASP', 'SANS', 'iOS', 'Mac', 'Linux', 'Windows', 'Android', 'Containerized', 'applications', 'Secure', 'software', 'development', 'Equality'], ['Software', 'Development', 'Cloud', 'Computing', 'JavaScript', 'ObjectOriented', 'Design', 'ServiceNow', 'Workflows', 'Flow', 'Designer', 'APIs', '(REST', 'SOAP', 'XML)', 'Technical', 'Design', 'ProblemSolving', 'Debugging', 'AI', 'Machine', 'Learning', 'Generative', 'AI', 'Virtual', 'Agent', 'NLU', 'AI', 'Search', 'Issue', 'Auto', 'Resolution', 'Task', 'Intelligence', 'Document', 'Intelligence', 'Deep', 'Learning', 'LLMs'], ['Python', 'C++', 'Machine', 'Learning', 'TensorFlow', 'Object', 'Oriented', 'Programming', 'Linux', 'Microsoft', 'Office', 'Data', 'Analysis', 'Semiconductor', 'Industry', 'Lithography', 'Optical', 'Proximity', 'Correction', 'GPU', 'Programming'], ['C/C++', 'C#', 'Python', 'Java', 'Ada', 'Linux', 'Windows', 'Software', 'System', 'Requirement', 'Project', 'Management', 'System', 'Design', 'Testing', 'Embedded', 'System', 'Cameo', 'Model', 'Based', 'Systems', 'Engineering', 'Open', 'Architecture', 'DevSecOps', 'Agile', 'Development', 'Jira'], ['C++', 'Linux', 'Android', 'Ruby', 'Python', 'XML', 'JSON', 'HTML', 'REST', 'HTTP', 'protocols', 'Java', 'JNI', 'IDEs', 'GITHUB', 'JIRA', 'Jenkins'], ['iOS', 'Xcode', 'Objective', 'C', 'Swift', 'SwiftUI', 'RESTFul', 'APIs', 'SQL', 'Unit', 'Testing', 'SCRUM', 'SOLID', 'principles', 'Objectoriented', 'programming'], ['Software', 'engineering', 'Frontend', 'UI/UX', 'APIs', '&', 'microservices', 'Schema', 'development', 'SecDevOps', 'React', 'JS', '.NET', 'Core', 'REST', 'APIs', 'MS', 'SQL', 'Server', 'TestDriven', 'Development', '(TDD)', 'Team', 'player', 'Information', 'systems', 'Engineering', 'Mathematics'], ['Agile', 'environment', 'Userfacing', 'systems', 'HTML', 'CSS', 'Vue.js', 'TypeScript', 'Node.js', 'SQL/No', 'SQL', 'databases', 'SQL', 'MySQL/MariaDB', 'Redis', 'CI/CD', 'UI/UX', 'design', 'Automated', 'testing', 'Python', 'PHP', 'React', 'Angular', 'Mobile', 'development'], ['Software', 'Quality', 'Engineering', 'Testing', 'Agile', 'Methodologies', 'JIRA', 'Zephyr', 'Android', 'Linux', 'Webbased', 'Applications', 'Mobile', 'Testing', 'API', 'Testing', 'Selenium', 'Java', 'C#', 'Python', 'SQL', 'PostgreSQL', 'IoT', 'Devices', 'WiFi', 'Bluetooth', 'Software', 'Engineering'], ['Software', 'Development', 'Web', 'Application', 'Development', 'Web', 'Application', 'Testing', 'Versioning', 'Module', 'Deployment', 'Lotus', 'Script', 'Java', 'JavaScript', 'C#', 'ASP.NET', 'VB.NET', 'AJAX', 'HTML', 'DHTML', 'XML', 'TeamStudio', 'CIAO!', 'TeamStudio', 'Delta', 'SourceSafe', 'CVS', 'Git', 'Gitlab', 'AWS', 'Azure', 'CompTIA', 'Cloud', 'Foundations'], ['Linux', 'system', 'administration', 'Red', 'Hat', 'Enterprise', 'Linux', 'Software', 'testing', 'IT', 'products', 'Security+', 'CE', 'certification', 'CompTIA', 'Security+', 'CE', 'certification', 'DoD', 'Secret', 'Level', 'Security', 'Clearance', 'Network', 'solutions', 'Test', 'cases', 'Test', 'reports', 'Software', 'load', 'plans', 'Documentation', 'Oral', 'communication', 'Hardware', 'specifications', 'Desktops', 'Laptops', 'Servers', 'Quality', 'IT', 'industry', 'Navy', 'IT21', 'networks', 'ADNS', 'CANES', 'Virtualization', 'technologies', 'Red', 'Hat', 'Kernelbased', 'Virtual', 'Machine', '(KVM)', 'VMWare', 'virtualization', 'products', 'TCP/IP', 'networking', 'fundamentals'], ['Java', 'SOA', 'Web', 'Services', 'Adapters', 'XML', 'XSLT', 'XPath', 'XQuery', 'JavaScript', 'CSS3', 'HTML5', 'Unit', 'Testing', 'Integration', 'Testing', 'MarkLogic', 'RDL', 'Apache', 'Nifi', 'Data', 'Mining', 'Data', 'Extraction', 'OLTP', 'ODS', 'Aggregate', 'Data', 'Stores', 'Networking', 'Protocols', 'TCP/IP', 'HTTP', 'NTP', 'DNS', 'MLLP', 'NDM', 'MultiBusiness', 'Unit', 'Integrations', 'Communication', 'Skills', 'Interpersonal', 'Skills', 'Independent', 'Work', 'Analytical', 'Skills', 'Problem', 'Solving', 'Skills', 'Teamwork', 'EndtoEnd', 'Solutions', 'ObjectOriented', 'Design', 'BDD', 'Rapid', 'Development', 'Tools', 'Functional', 'Design', 'FastPaced', 'Development', 'Robust', 'Development', 'Low', 'Defect', 'Products', 'Design', 'Articulation', 'Testing', 'Skills', 'Validation', 'Skills', 'Simulated', 'Data', 'Initiative', 'Desire', 'to', 'Learn', \"Bachelor's\", 'Degree', 'in', 'Computer', 'Science'], ['Java', 'RubyOnRails', 'Mobile', 'Application', 'Development', 'iOS', 'Android', 'Software', 'Development', 'Methodologies', 'Software', 'Development', 'Tools', 'Best', 'Practices', 'Version', 'Control', 'Systems', 'Git', 'Issue', 'Tracking', 'Tools', 'Databases', 'Data', 'Modeling', 'Communication', 'Teamwork', 'Backend', 'Development', 'Frontend', 'Development'], ['Javascript', 'Typescript', 'AngularJS', 'React', 'HTML5', 'CSS3', 'Lit', 'Progressive', 'Web', 'Apps', 'Hybrid', 'Apps', 'Agile', 'Scrum', 'Unit', 'Testing', 'Integration', 'Testing', 'Code', 'Reviews', 'Source', 'Control', 'Continuous', 'Integration', 'Continuous', 'Delivery', 'REST', 'APIs', 'GraphQL', 'APIs', 'Unit', 'Testing', 'Frameworks', 'AWS', 'FHIR', 'HL7', 'Node.js', 'Web', 'Components', 'Micro', 'Frontends', 'Service', 'Oriented', 'Architecture', 'Microservices', 'WCAG', 'Standards', 'iOS', 'Android', 'React', 'Native'], ['React', 'Javascript', 'HTML', 'CSS/SASS', 'Jest', 'React', 'component', 'libraries', 'RestFul', 'API', 'Reactquery', 'Reacttestinglibrary', 'Federated', 'Applications', '/', 'Module', 'Federation', 'React', 'Virtual', 'Table/List', 'Libraries', 'PHP', 'CDN', 'caching', 'Tailwindcss'], ['Android', 'Kotlin', 'Swift', 'iOS', 'Agile', 'Open', 'source', 'frameworks', 'Java', 'IntelliJ', 'IDEA', 'Git', 'Eclipse', 'Android', 'Studio', 'Xcode'], ['Embedded', 'Software', 'Systems', 'Engineering', 'Electronics', 'Hardware', 'Engineering', 'Automotive', 'Functional', 'Safety', 'Cyber', 'Security', 'Project', 'Management', 'Team', 'Leadership', 'Budgeting', 'Resource', 'Planning', 'Recruitment', 'Staff', 'Development', 'Travel'], ['Agile', 'Software', 'engineering', 'Geospatial', 'processing', 'systems', 'Unit', 'testing', 'Software', 'design', 'Product', 'roadmap', 'Product', 'development', 'Software', 'implementation', 'Team', 'leadership'], ['AWS', 'SpringBoot', 'Kotlin', 'XML/JSON', 'Data', 'Conversion', 'Microservices', 'Architecture', 'API', 'Designs', 'REST', 'GraphQL', 'Unit', 'Testing', 'Test', 'Driven', 'Development', 'React', 'Redux', 'CSS', 'Typescript', 'WebServices'], ['Backend', 'Development', 'Software', 'Development', 'FullStack', 'Development', 'Ruby', 'Ruby', 'on', 'Rails', 'PostgreSQL', 'TypeORM', 'MikroORM', 'RESTful', 'APIs', 'Software', 'Development', 'Life', 'Cycle', 'TestDriven', 'Development', 'Problem', 'Solving', 'Communication', 'Collaboration', 'Team', 'Player', 'Leadership', 'FinTech', 'Infrastructure'], ['Agile', 'Android', 'Git', 'SOLID', 'Principles', 'MVVM', 'MVI', 'Jetpack', 'Compose', 'Kotlin', 'Java', 'Android', 'SDK', 'Jetpack', 'Coroutines', 'RxJava', 'Cloud', 'message', 'APIs', 'HTML5', 'CSS3', 'JavaScript', 'RESTful', 'APIs', 'Dagger2', 'Retrofit', 'Modular', 'Codebase', 'MVP', 'Clean', 'Architecture'], ['Software', 'QA', 'Testing', 'Python', 'Development', 'Automated', 'Test', 'Systems', 'Software', 'Development', 'Lifecycles', 'Software', 'Testing', 'Practices', 'Hardware', 'Testing'], ['Software', 'Engineering', 'SILs', 'Simulation', 'System', 'Requirements', 'Reviews', '(SRRs)', 'InProcess', 'Reviews', '(IPRs)', 'Technical', 'Interchange', 'Meetings', '(TIMs)', 'Preliminary', 'Design', 'Reviews', '(PDRs)', 'Critical', 'Design', 'Reviews', '(CDRs)', 'Test', 'Readiness', 'Reviews', '(TRRs)', 'Safety', 'Review', 'Boards', 'Software', 'Documentation', 'Review', '(DO178)', 'Software', 'Risk', 'Management', 'Statements', 'of', 'Work', '(SOW)', 'Technical', 'Evaluations', 'Software', 'Sustainment', 'Army', 'Aviation', 'Platforms', 'Avionics', 'Architecture', 'Open', 'System', 'Architecture', 'DO178', 'DO254', 'MILSTD882E', 'Software', 'Architectures', 'Army', 'Acquisition', 'process', 'Material', 'Release', 'process', 'System', 'Integration', 'Laboratory', '(SIL)', 'Model', 'Based', 'Systems', 'Engineering', '(MBSE)'], ['Embedded', 'Software', 'Development', 'John', \"Deere's\", 'OpenRTOS', 'C#', 'ELK', 'Stack', 'Github', 'Flow', 'Object', 'Oriented', 'Programming', 'Make', 'Python', 'Agile'], ['VR', 'devices', 'APIs', 'Systemlevel', 'framework', 'Crossfunctional', 'teams', 'Application', 'and', 'Platform', 'teams', 'OS', 'internals', 'Coding', 'and', 'design', 'skills', 'Clean', 'readable', 'code', 'Upfront', 'debugability', 'Testability', 'Software', 'frameworks', 'Interfaces', 'Design', 'reviews', 'Code', 'reviews', 'Computer', 'Science', 'Computer', 'Engineering', 'Software', 'development', 'Desktop', 'applications', 'Operating', 'Systems', 'AOSP', 'Identity', 'Device', 'management', 'iOS/Android', 'Device', 'Security', 'Android', 'Enterprise', 'Android', 'internals', 'macOS', 'internals', 'Windows', 'internals', 'Frameworks', 'services', 'C++', 'Java', 'Android', 'SDK', 'Android', 'NDK', 'Android', 'JNI', 'Android', 'IPC', 'mechanisms', 'Linux', 'OS', 'development', 'Mobile', 'platforms', '(Android/iOS)', 'Android', 'performance', 'tools', 'Security', 'models', 'Android', 'UI', 'frameworks', 'Services'], ['Software', 'Development', 'Embedded', 'Software', 'Security', 'Automated', 'Tests', 'ObjectOriented', 'Programming', 'C++', 'Python', 'Continuous', 'Integration', 'Git', 'Jenkins', 'Unit', 'Testing', 'Agile', 'Development', 'Industrial', 'Protocols', 'Common', 'Industrial', 'Protocol', '(CIP)', 'IEC', '61508', 'IEC', '62443'], ['Cloud', 'AI', 'Machine', 'Learning', 'IoT', '5G', 'Quantum', 'Computing', 'RPA', 'BluePrism', 'Automation', 'Anywhere', 'UiPath', 'WorkFusion', 'SQL'], 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'Application', 'Frameworks', '.NET', 'Core', '.NET', 'Framework', \"Bachelor's\", 'degree', 'in', 'Computer', 'Science', 'or', 'Information', 'Systems', 'Agile', 'Experience', 'Enterprise', 'or', 'Solution', 'Architecture', 'Experience', 'P&C', 'Insurance', 'Industry', 'Experience', 'Duck', 'Creek', 'Core', 'Product', 'Suite'], ['Software', 'Testing', 'Embedded', 'Software', 'Development', 'Python', 'NUnit', 'GoogleTest', 'Parasoft', 'Visual', 'Studio', 'Oscilloscope', 'Logic', 'Analyzer', 'Six', 'Sigma', 'Jenkins', 'Jira', 'Confluence', 'Perforce', 'Git', 'DOORS', 'Jama', 'C', 'C++', 'C#', 'Continuous', 'Integration/Continuous', 'Deployment', '(CI/CD)', 'Agile', 'BehaviorDriven', 'Development', '(BDD)', 'DevOps', 'IEC', '62304', 'ISO', '13485', 'FDAâ€™s', 'General', 'Principles', 'of', 'Software', 'Validation', 'TIR45'], ['Linux', 'ROS', '/', 'ROS2', '/', 'MicroROS', 'C++', 'Rust', 'Object', 'Oriented', 'Design', 'Realtime', 'embedded', 'operating', 'systems', 'Electrical', 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'Programming', 'Languages', 'Operating', 'Systems', 'Databases'], ['Python', 'Django', 'JavaScript', 'React', 'GCP', 'AWS', 'SaaS', 'Agile', 'Leadership'], ['SQL', 'Server', 'C#', 'Java', 'AWS', 'Databricks', 'JavaScript', 'TypeScript', 'Python', 'MATLAB', 'R', 'Azure', 'Pipelines', 'Ansible', 'Terraform', 'Pulumi'], ['C#', 'Appium', 'Selenium', 'Visual', 'Studio', 'USB', 'ObjectOriented', 'Programming', '(OOP)', 'Source', 'Control', 'Software', 'Development', 'Process', 'Functional', 'Testing', 'ProblemSolving', 'RootCause', 'Analysis'], ['Software', 'Development', 'C++', 'HTML5', 'JavaScript', 'Databases', 'Operating', 'Systems', 'Email', 'Systems', 'Microsoft', 'Office', 'Sec+', 'Certification', 'SECRET', 'SECURITY', 'CLEARANCE'], ['Scala', 'Play', 'React', 'Java', 'Node', 'Python', 'Relational', 'database', 'NOSQL', 'ESB/API', 'Gateways', 'Workflow', 'Engines', 'Rules', 'Engines', 'Authentication/Authorization', 'Message/event', 'queues', 'GitHub', 'Actions', 'CircleCI', 'Scrum', 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'Network', 'Protocols', 'Computer', 'Architecture', 'Network', 'Security'], ['Java', 'Spring', 'Framework', 'Spring', 'Boot', 'Microservices', 'AWS', 'Kafka', 'Docker', 'JSP', 'Hibernate', 'Web', 'Services', 'Maven', 'Unit', 'Testing', 'JUnit', 'MySQL', 'Oracle', 'Jenkins', 'Sonar', 'Data', 'engineering', 'Data', 'architecture', 'Middleware', 'frameworks', 'Kafka', 'connect', 'frameworks', 'Data', 'infrastructure', 'Data', 'integrations', 'Data', 'warehouse', 'Snowflake', 'Redshift', 'Database', 'design', 'PostgresDB', 'DB2', 'Business', 'requirements', 'Micro', 'services', 'APIs', 'AWSâ€“AppFlow', 'engine', 'Airflow', 'ETL', 'integrations', 'Data', 'extraction', 'Data', 'transforming', 'Data', 'loading', 'Kafka', 'streaming', 'Data', 'quality', 'Data', 'validation', 'BI', 'solutions', 'Kubernetes', 'CI/CD', 'Gitops', 'Enterprise', 'Development', 'Event', 'driven', 'framework', 'SSO', 'Testing', 'Documentation', 'Monitoring', 'REST', 'API', 'services', 'Kafka', 'Development', 'Confluent', 'Vector', 'Kubernetes', 'APIGEE', 'API', 'products'], ['Cloud', 'computing', 'AWS', 'RESTFul', 'GraphQL', 'RDBMS', 'KeyValue', 'Stores', 'SearchIndex', 'Object', 'Storage', 'Unit', 'testing', 'Integration', 'testing', 'Endtoend', 'testing', 'DevSecOps', 'Continuous', 'integration', 'Continuous', 'delivery', 'CRM', 'ERP', 'IT', 'Service', 'Management', 'Data', 'Warehouse', 'Data', 'Lake', 'Data', 'Engineering', 'React', 'iOS', 'Android', 'Crossplatform', 'frameworks', 'JavaScript'], ['Python', 'Go', 'Java', 'Kotlin', 'Scala', 'Amazon', 'Web', 'Services', '(AWS)', 'Azure', 'Google', 'Cloud', 'Platform', '(GCP)', 'Terraform', 'Cloudformation', 'Pulumi', 'Kubernetes', 'Docker', 'gRPC', 'Istio', 'Envoy', 'NGINX'], ['C++', 'C#', 'Python', '.NET', 'UI/UX', 'OOP', 'Software', 'Development', 'Life', 'Cycle', 'Object', 'oriented', 'programming'], ['React.JS', 'Javascript', 'HTML', 'CSS/SASS', 'Jest', 'RestFul', 'APIs', 'Tailwind', 'CSS', 'React', 'query', 'React', 'testing', 'library', 'Federated', 'Applications', 'Module', 'Federation', 'React', 'Virtual', 'Table', 'Reactvirtuoso', 'ReactVirtual', 'PHP', 'Browser', 'resource', 'caching', 'CDN', 'caching', 'Slack', 'Google', 'Meet', 'Confluence', 'Jira', 'PPO', '401k', 'Profit', 'Share', 'Tuition', 'reimbursement', 'ShortTerm', 'Disability', 'Insurance', 'Life', 'Insurance', 'Supplemental', 'Benefits'], ['JavaScript', 'TypeScript', 'Python', 'React', 'REST', 'APIs', 'Apache', 'Spark', 'Mathematical', 'Modeling', 'Optimization', 'Algorithms', 'Software', 'Architecture', 'Cloud', 'Development', 'Environments', 'AWS', 'GCP', 'Azure', 'Internal', 'Developer', 'Tools', 'Agile', 'Development'], ['Frontend', 'development', 'UI/UX', 'design', 'ReactJS', 'JavaScript', 'HTML', 'CSS', 'Security', 'Identity', 'management', 'Data', 'protection', 'Privacy', 'Fraud', 'detection', 'Product', 'management', 'Data', 'science'], ['Software', 'Engineering', 'Programming', 'Software', 'Development', 'Software', 'Maintenance', 'Technical', 'Writing', 'Problem', 'Solving', 'System', 'Analysis', 'System', 'Integration', 'Software', 'Testing', 'Software', 'Design', 'Computer', 'Systems', 'Technical', 'Competency', 'Communication', 'Teamwork', 'Time', 'Management', 'Career', 'Motivation', 'Learning', 'Agility', 'Industry', 'Awareness'], ['Kubernetes', 'Octopus', 'Deploy', 'ADO', 'Pipelines', '.NET', 'Core', 'C#', 'Java', 'MS', 'SQL', 'Oracle', 'MongoDB', 'Elastic', 'Cosmos', 'HTTP', 'REST', 'GIT', 'GitHub', 'TFS', 'Kafka', 'ESB'], ['C++', 'QT', 'Slot/Signal', 'concepts', 'Open', 'Scene', 'Graph', 'Open', 'GL', 'Software', 'installation', 'Testing', 'Test', 'review', 'Documentation'], ['Software', 'development', 'Backend', 'systems', 'APIs', 'Cloud', 'computing', 'Message', 'queues', '(MQ)', 'Containerization', 'technologies', 'Web', 'development', 'Full', 'stack', 'development', 'CI/CD', 'pipelines', 'Deployment', 'pipelines', 'Software', 'engineering', 'System', 'operations', 'Distributed', 'systems', 'Communication', 'skills', 'Interpersonal', 'skills', 'Leadership', 'skills', 'Mentoring', 'skills'], ['C#', '.NET', 'Framework', '.NET', 'Core', 'Microservices', 'Docker', 'Kubernetes', 'REST', 'APIs', 'RabbitMQ', 'Angular', 'Unit', 'Testing', 'Agile', 'Scrum', 'SQL', 'VMware', 'Azure', 'DevOps', 'C++', 'DomainDriven', 'Design'], ['Linux', 'OpenStack', 'Kubernetes', 'Ceph', 'Python', 'Go', 'C', 'C++', 'Docker', 'LXC', 'LXD', 'OVS', 'OVN', 'Core', 'networking', 'Virtualization', 'KVM', 'Containerization', 'Bare', 'metal', 'Storage', 'Linux', 'filesystems', 'Networking', 'Git', 'GDB', 'Ubuntu', 'Debian', 'packaging', 'Postgresql', 'Mongo', 'QEMU', 'Distributed', 'systems'], ['.NET', 'SQL', 'API', 'Microservices', 'OAUTH', 'JWT', 'CLEAN', 'architecture', 'Microservices', 'Onion', 'architecture', 'Agile', 'Communication', 'Teamwork', 'Decisionmaking', 'Project', 'ownership', 'Task', 'completion', 'Team', 'environment', 'Backend', 'development'], ['TCP/UDP', 'C++14/17/20/23', 'Multicast', 'Low', 'Latency', 'Solar', 'Flare', '(Kernel', 'Bypass)', 'Trading', 'Shop', '/', 'Platform'], ['Software', 'Application', 'Development', 'C#', '.NET', 'ASP.NET', 'Javascript', 'HTML', 'CSS', 'Visual', 'Studio', 'Azure', 'DevOps', 'Azure', 'Pipelines', 'Windows', 'Server', 'Failover', 'Clustering', 'Dynatrace', 'Solarwinds', 'Splunk', 'SQL'], ['C++', 'FPGA', 'EDA', 'Verilog', 'SystemVerilog', 'Logic', 'simulation', 'Multithreading', 'Concurrent', 'programming', 'Objectoriented', 'programming', 'Machine', 'learning', 'Artificial', 'intelligence'], ['Scala', 'Java', 'Kotlin', 'Relational', 'databases', 'Caching', 'technologies', 'Message', 'brokers', 'Akka', 'technologies', 'NoSQL', 'databases', 'Kubernetes', 'Kustomization', 'Terraform', 'Infrastructure', 'tools', 'JVM', 'resource', 'management'], ['Linux', 'Embedded', 'systems', 'Open', 'source', 'software', 'Operating', 'systems', 'Kernel', 'Device', 'firmware', 'ARM', 'RISCV', 'X86', 'Boot', 'mechanisms', 'Bootloaders', 'Storage', 'partition', 'layout', 'Device', 'trees', 'Services', 'Applications', 'RESTful', 'APIs', 'Golang', 'C/C++', 'Shell', 'Systemd', 'Udev', 'Initrd', 'Graphics', 'OS', 'level', 'firmware', 'daemons', 'CLI', 'applications', 'Linux', 'security', 'implementations', 'TPM', 'FDE', 'LUKS', 'HSM', 'API', 'design', 'Development', 'REST', 'gRPC', 'Raspberry', 'Pi'], ['Ruby', 'on', 'Rails', 'Go', 'Rust', 'Elixir', 'Event', 'sourcing', 'gRPC', 'GraphQL', 'Docker', 'Kubernetes', 'Contextbound', 'services', 'Agile', 'Continuous', 'delivery'], ['Software', 'Testing', 'API', 'Embedded', 'Systems', 'Debugging', 'Test', 'Setup', 'Software', 'Development', 'Cloud', 'Computing', 'Security', 'Javascript', 'C++', 'Computer', 'Science', 'Design', 'Patterns', 'Databases', 'Storage', 'Services', 'RESTful', 'APIs'], ['Software', 'Engineering', 'Javascript', 'HTML', 'CSS', 'React', 'Next.js', 'AWS', 'AWS', 'Lambda', 'AWS', 'API', 'Gateway', 'AWS', 'DynamoDB', 'Version', 'Control', 'Git', 'RESTful', 'API', 'OAuth2', 'Unit', 'Testing', 'Integration', 'Testing', 'EndtoEnd', 'Testing', 'Serverless', 'Redux', 'Responsive', 'Design', 'Jest', 'React', 'Testing', 'Library', 'Agile', 'Scrum', 'Pair', 'Programming', 'Kanban'], ['Software', 'Deployment', 'Infrastructure', 'as', 'Code', 'Cloud', 'Operations', 'Platforms', 'Cloud', 'IaaS', 'Cloud', 'PaaS', 'Cloud', 'SaaS', 'Docker', 'Kubernetes', 'Ansible', 'Terraform', 'Puppet', 'Salt', 'SQL', 'Python', 'Java', 'JavaScript', 'HTML', 'CSS', 'Bash', 'Shell', 'Linux', 'OpenShift', 'RKE2', 'Tanzu', 'Software', 'Defined', 'Networking', '(SDN)', 'NSXT', 'Git', 'Jenkins', 'Artifactory', 'Server', 'Virtualization', 'Desktop', 'Virtualization', 'DevSecOps', 'VMware', 'Amazon', 'Web', 'Services', 'Microsoft', 'Azure', 'TCP/IP', 'DNS', 'Load', 'Balancing', 'Firewall', 'NetBIOS', 'Switching', 'Routing', 'VLANs'], ['Java', '8+', 'Gradle', 'Jersey', 'SQL', 'jOOQ', 'JNI', 'Agile', 'REST', 'Jenkins', 'SonarQube', 'Linux', 'Continuous', 'Integration', 'Web', 'Services', 'ObjectOriented', 'Design', 'Unit', 'Testing', 'TestDriven', 'Development'], ['Embedded', 'Software', 'Development', 'C/C++', 'Python', 'ROS', 'Linux', 'Kernel', 'Programming', 'Device', 'Trees', 'Driver', 'Writing', 'Interface', 'Debugging', 'Hardware', 'Interfacing', 'Nvidia', 'Jetson', 'Systems', 'Kernel', 'Mode', 'Programming', 'BareMetal', 'Programming', 'Camera', 'Systems', 'RTOS', 'Programming', 'Filesystems', 'Networking', 'Interprocess', 'Communication', 'Control', 'Theory', 'Drone/UAS', 'Wireless', 'Communication', 'Systems', 'Machine', 'Learning', 'GPS/GNSS', 'Positioning', 'Hardware', 'Rapid', 'Prototyping'], ['C', 'C++', 'Kernel', 'User', 'land', 'Profiling', 'Benchmarking', 'Microbenchmarking', 'System', 'Software', 'Engineering', 'Syscalls', 'Scheduler', 'Virtual', 'memory', 'Concurrent', 'programming', 'Memory', 'model', 'Barriers', 'Lockfree', 'data', 'structures', 'Atomics', 'Caching', 'MMIO', 'DMA', 'Hardware', 'devices', 'Dataplane', 'code', 'libibverbs', 'libfabric', 'DPDK', 'SPDK', 'eBPF', 'XDP', 'NCCL', 'pytorch', 'tensorflow', 'Kernel', 'code'], ['Embedded', 'Systems', 'ARM', 'microcontrollers', 'C++', 'Java', 'Softwaredefined', 'radios', 'Realtime', 'operating', 'systems', '(RTOS)', 'Device', 'drivers', 'Problemsolving', 'Analytical', 'skills', 'Written', 'communication', 'Verbal', 'communication', 'Teamwork', 'US', 'Citizen'], ['JavaScript', 'Java', 'HTML/CSS', 'TypeScript', 'SQL', 'Python', 'Go', 'NoSQL', 'databases', 'Docker', 'Kubernetes', 'Cloud', 'computing', '(AWS', 'Microsoft', 'Azure', 'Google', 'Cloud)', 'Agile', 'practices', 'Open', 'source', 'frameworks'], ['Go', 'Postgres', 'RDS', 'AWS', 'SQS', 'CircleCI', 'AWS', 'Lambdas'], ['Software', 'architecture', 'System', 'specifications', 'System', 'requirements', 'Software', 'component', 'interfaces', 'Process', 'sequences', 'Timing', 'behaviours', 'Software', 'testing', 'Requirements', 'mapping', 'Distributed', 'ecus', 'Software', 'engineering', 'Embedded', 'software', 'development', 'C/C++', 'MBD', 'processes', 'AUTOSAR', 'concepts', 'MATLAB/Simulink', 'Communication', 'protocols', 'CAN', 'LIN', 'Ethernet', 'I2C', 'SPI', 'RTOS', 'Software', 'task', 'timing', 'UML', 'Modelling', 'methods', 'Organizational', 'skills', 'Leadership', 'skills', 'Communication', 'skills', 'Presentation', 'skills'], ['C', 'C++', 'Python', 'Computer', 'Science', 'Software', 'Development', 'Software', 'Engineering', 'Design', 'Coding', 'Analysis'], ['Javascript', 'API', 'Integration', 'JSON'], ['Java', 'JavaScript', 'Spring', 'Spring', 'Boot', 'Node', 'Microservices', 'CI/CD', 'DevOps', 'GIT', 'Cypress', 'JUnit', 'GCP', 'Pair', 'Programming', 'TDD', 'BDD'], ['JavaScript', 'TypeScript', 'HTML5', 'CSS3', 'React.js', 'Express', 'SpringBoot', 'AWS', 'GCP', 'Azure', 'Docker', 'Kubernetes', 'CI/CD', 'SQL', 'CloudWatch', 'DataDog', 'New', 'Relic', 'Testing', 'methodologies', 'WCAG', '2.0', 'accessibility', 'HIPAA', 'PII', 'protections', 'Soft', 'realtime', 'requirements', 'Design', 'thinking'], ['Web', 'development', 'Mobile', 'development', 'Angular', 'React', 'Native', 'ASP.NET', 'ASP.NET', 'MVC', 'C#', 'SQL', 'Stored', 'procedures', 'HTML', 'Relational', 'database', 'design', 'Structured', 'methodology', 'Software', 'development', 'lifecycle', 'Programming', 'Database', 'integration', 'Browsers', 'Web', 'compatibility', 'Web', 'page', 'design', 'Web', 'technologies', 'Source', 'code', 'control', 'Version', 'control', 'Objectoriented', 'development', 'Unit', 'tests', 'Dependency', 'injection', 'Web', 'server', 'technology', 'Web', 'security', 'Web', 'statistics', 'Problem', 'solving', 'Team', 'work', 'Communication', 'Business', 'requirements', 'Web', 'design', 'Complex', 'analysis', 'Programming', 'Program', 'structures'], ['Python', 'Machine', 'learning', 'Statistics', 'Data', 'science', 'Autonomous', 'vehicles', 'Robotics', 'Data', 'analysis', 'Experiment', 'design', 'Communication', 'Mathematics', 'Physics', 'Computer', 'science', 'Julia', 'R'], ['Software', 'Engineering', 'Python', 'Kotlin', 'AWS', 'Distributed', 'Systems', 'Microservice', 'Architectures', 'Eventdriven', 'Architectures', 'Project', 'Management', 'Communication', 'Asynchronous', 'Communication', 'Tech', 'Specs', 'Wiki', 'Project', 'Plans', 'Mentoring', 'Team', 'Growth', 'Team', 'Efficiency', 'Product', 'Management', 'Multifunctional', 'Teams', 'Accounting', 'Auditing', 'Card', 'Networks', 'ACH', 'Systems'], ['Software', 'Engineering', 'React', 'Go', 'Kubernetes', 'GCP', 'Agile', 'SaaS', 'Cybersecurity'], ['Game', 'development', 'Unity', 'Mobile', 'game', 'design', 'Serverauthoritative', 'multiplayer', 'systems', 'Client', 'prediction', 'Git', '.NET', 'AWS'], ['Embedded', 'Software', 'DevSecOps', 'Linux', 'VxWorks', 'Python', 'MATLAB', 'Simulink', 'Agile', 'Modelbased', 'Engineering', 'UML', 'OOAD', 'OOP', 'MILSTD1553', 'Ethernet', 'Serial', 'PCIE', 'Git', 'ClearCase', 'ARM', 'FPGAs', 'SoCs'], ['Python', 'Typescript', 'React', 'Postgres', 'Kubernetes', 'Elasticsearch', 'ML', 'Data', 'engineering', 'DevOps', 'relational', 'databases', 'Backend', 'engineering'], ['Backend', 'Engineering', 'Go', '(GoLang)', 'Microservices', 'Kubernetes', 'ReSTful', 'Web', 'Services', 'Distributed', 'Systems', 'ReST', 'Protobufs/gRPC', 'NSQ', 'SQL', 'Public', 'Cloud', 'Services', 'GCP', 'Docker', 'Temporal', 'Service', 'Monitoring', 'Metrics', 'Alerting', 'Log', 'Aggregation', 'Tracing', 'Functional/Acceptance', 'Testing'], ['Test', 'Automation', 'tools', 'Test', 'plans', 'Test', 'cases', 'Functional', 'testing', 'Integration', 'testing', 'Functional', 'requirements', 'Technical', 'specifications', 'Data', 'comparison/validation', 'tools', 'SQL', 'ISTQB'], ['Java', 'Python', 'SQL', 'Node.js', 'Go', 'Scala', 'RDBMS', 'NoSQL', 'Docker', 'Kubernetes', 'AWS', 'Jenkins', 'Agile', 'Distributed', 'microservices', 'Full', 'stack', 'systems', 'Cloud', 'computing', 'Open', 'source', 'frameworks', 'Microservices', 'architecture', 'Agile', 'development', 'Software', 'engineering', 'DevOps', 'Version', 'control', 'Continuous', 'integration', 'Unit', 'testing', 'Refactoring', 'Debugging', 'Presentation', 'skills', 'Technical', 'writing', 'Problemsolving', 'Teamwork', 'Communication'], ['JavaScript', 'React', 'Ember', 'Angular', 'Typescript', 'Elm', 'Web', 'Components', 'Unit', 'testing', 'Integration', 'testing', 'Acceptance', 'testing', 'HIPAA', 'security', 'and', 'privacy', 'rules', 'Software', 'development', 'Frontend', 'development', 'Objectoriented', 'analysis', 'and', 'design', 'patterns', 'Scalability', 'Memory', 'management', 'Bandwidth', 'Latency', 'Automated', 'testing', 'Security', 'Compliance'], ['nan'], ['Software', 'Engineering', 'Scrum', 'Master', 'Microsoft', 'Azure', 'Data', 'Factory', 'Data', 'Flow', 'Data', 'Bricks', 'Azure', 'SQL', 'C#', '.NET', 'Azure', 'API', 'Azure', 'DevOps', 'Leadership', 'Agile', 'Methodology', 'Product', 'Management', 'Microsoft', 'Dynamics', 'Javascript'], ['Software', 'Development', 'Project', 'Leadership', 'C++', 'Python', 'HTML', 'Parallel', 'Processing', 'Threading', 'Process', 'Communication', 'Web', 'Development', 'Scripting', 'Languages', 'Database', 'Languages', 'Budget', 'Management', 'Presentation/Briefing', 'Communication', 'DoD', 'Secret', 'Security', 'Clearance', 'Computer', 'Science', 'Computer', 'Engineering', 'Engineering', 'Math', 'Physics'], ['.NET', 'Core', 'C#', 'LINQ', 'Rest', 'APIs', 'UWP', 'WinForms', 'Mobile', '(Android', 'iOS)', 'Enterprise', 'SingleSignOn', 'Azure', 'Active', 'Directory', 'App', 'Services', 'Push', 'Notifications', 'JSON', 'XML', 'ODATA', 'Visual', 'Studio', 'App', 'Center', 'Continuous', 'Integration', '(CI)', 'Continuous', 'Delivery', '(CD)', 'DevOps', 'Git', 'TFS', 'Visual', 'Studio', 'Team', 'Services', '(VSTS)', 'Agile', 'Methodology', 'Xamarin', 'Forms', 'Xamarin', 'Native', 'Development', 'Xamarin', 'iOS', 'Xamarin', 'Droid', 'Xamarin', 'Studio', 'XAML', 'Visual', 'Studio', 'Linux', 'Windows', 'TSQL', 'MongoDb', 'Entity', 'Framework', 'GMP', 'Manufacturing', 'Environment', 'CrossPlatform', 'App', 'Development', 'Lifecycle', 'User', 'Experiences', 'Roadmaps', 'Shared', 'Projects', 'Portable', 'Class', 'Library', '(PCL)', 'CrossPlatform', 'UX', 'Design', 'Xamarin', 'Binding', 'REST', 'API', 'Integration', 'FrontEnd', 'MultiPlatform', 'App', 'Development'], ['.NET', 'Framework', 'C#', 'JavaScript', 'Entity', 'Framework', 'MSSQL', 'RESTful', 'APIs', 'Unit', 'Tests', 'Authentication', 'mechanisms', 'OIDC', 'OAuth', 'SAML', 'Azure', 'Intra', 'Learning', 'Tools', 'Interoperability', 'LTI', 'API', '(xAPI)', 'Swagger', 'GitFlow', 'Trunk', 'Based', 'Development', 'Agile', 'Scrum'], ['Software', 'architecture', 'System', 'specifications', 'System', 'requirements', 'Software', 'component', 'interfaces', 'Process', 'sequences', 'Timing', 'behaviours', 'Software', 'testing', 'Requirements', 'mapping', 'Distributed', 'ecus', 'Software', 'engineering', 'Embedded', 'software', 'development', 'C/C++', 'MBD', 'processes', 'AUTOSAR', 'concepts', 'MATLAB/Simulink', 'Communication', 'protocols', 'CAN', 'LIN', 'Ethernet', 'I2C', 'SPI', 'RTOS', 'Software', 'task', 'timing', 'UML', 'Modelling', 'methods', 'Organizational', 'skills', 'Leadership', 'skills', 'Communication', 'skills', 'Presentation', 'skills'], ['AIenabled', 'business', 'applications', 'Java', 'C++', 'Python', 'Unix', 'shell(s)', 'JavaScript', 'Flex/Bison', 'CMake', 'RPM', 'Unix/Linux', 'OS', 'Windows', 'OS', 'AWS', 'Azure', 'Google', 'Cloud', 'Algorithms', 'Lowlevel', 'coding', 'Profiling', 'Debugging', 'Cloud', 'environments', 'DevOps', 'Security', 'Problem', 'solving', 'Prioritizing', 'Goal', 'oriented', 'Urgency', 'Resultsoriented'], ['C++', 'Python', 'Javascript', 'HTML', 'Network', 'management', 'System', 'management', 'Stage', 'or', 'set', 'workflows'], ['Software', 'Engineering', 'Agile', 'DevSecOps', 'C/C++/C#', 'Unit', 'testing', 'Test', 'planning', 'Systems', 'Engineering', 'Technical', 'writing', 'Troubleshooting', 'System', 'maintenance', 'Network', 'troubleshooting', 'Database', 'management', 'Scripting', 'languages', 'Test', 'Driven', 'Development', '(TDD)', 'GreenHills', 'VxWorks', 'Linux', 'Operating', 'Systems', 'Visual', 'Studio', 'Matlab', 'High', 'Performance', 'Computing'], ['C/C++', 'Java', 'JavaScript', 'Python', 'PHP', 'Perl', 'UNIX', 'shell', 'scripting', 'Linux', 'SQL', 'Oracle', 'CUDA', 'OpenCL', 'TS/SCI', 'clearance'], ['.NET', 'framework', 'C#', 'XAML', 'ASP.NET', 'JavaScript', 'TSQL', 'SQL', 'Server', 'PLC', 'systems', 'ERP', 'systems', 'MES', 'projects', 'Windows', 'mobile', 'applications', 'AngularJS', 'SQL', 'Server', 'Integration', 'Services', '(SSIS)'], ['Python', 'JSON', 'AWS', 'DynamoDB', 'NoSQL', 'SQL', 'Unit', 'testing', 'Agile', 'development', 'OpenSearch', 'RESTful', 'web', 'services', 'Data', 'structures', 'Algorithms', 'Continuous', 'delivery', 'Application', 'Lifecycle', 'Management', 'DevOps', 'Serverless', 'architecture', 'Cloud', 'automation'], ['Computer', 'Science', 'Data', 'Structures', 'Algorithms', 'Software', 'Development', 'Quality', 'Assurance', 'Code', 'Documentation', 'Code', 'Testing', 'Communication', 'Learning', 'and', 'Development', 'Operating', 'Systems'], ['Linux', 'Virtualization', 'Containerization', 'Ceph', 'Linux', 'filesystems', 'Networking', 'OpenStack', 'Kubernetes', 'Open', 'source', 'applications', 'Software', 'engineering', 'Computer', 'science', 'STEM', 'Python', 'Go', 'C', 'C++', 'Gdb', 'Git', 'Source', 'code', 'repositories', 'Ubuntu', 'Kernel', 'Userspace', 'QEMU/KVM', 'LXC/LXD', 'Postgresql', 'Mongo', 'Debian', 'packaging', 'Distributed', 'systems', 'Personal', 'learning', 'and', 'development', 'budget', 'Annual', 'compensation', 'review', 'Recognition', 'rewards', 'Annual', 'holiday', 'leave', 'Maternity', 'and', 'paternity', 'leave', 'Employee', 'Assistance', 'Programme', 'Priority', 'Pass', 'for', 'travel', 'and', 'travel', 'upgrades', 'Remotefirst', 'company'], ['Ruby', 'on', 'Rails', 'PostgreSQL', 'JavaScript', 'TypeScript', 'TypeORM', 'MikroORM', 'RESTful', 'APIs', 'Software', 'Development', 'Lifecycle', 'Mentorship', 'Collaboration', 'Communication', 'Problemsolving', 'Agile', 'Development', 'Testdriven', 'development', 'FinTech', 'infrastructure', 'FinTech', 'solutions'], ['Java', 'SE', 'Java', 'J2EE', 'Java', 'Agile', 'CI/CD', 'Jenkins', 'GitHub', 'Perforce', 'Eclipse', 'Eclipse', 'IDE', 'Artifactory', 'Ant', 'Gradle', 'Oracle', 'Weblogic', 'Server', 'Oracle', 'Database', '11g', 'Oracle', 'Database', '12c', 'Unix', 'Shell', 'Scripting', 'DevSecOps'], ['C#', 'JavaScript', 'TypeScript', 'SQL', 'Agile', 'Scrum', 'Kanban', 'Unit', 'testing', 'Refactoring', 'CI/CD', 'Azure', 'Google', 'Cloud', '.NetCore', 'Microservices'], ['Machine', 'Learning', 'Artificial', 'Intelligence', 'Go', 'Typescript', 'Microservices', 'Architecture', 'Backend', 'Development', 'Frontend', 'Development', 'RESTful', 'APIs', 'Cloud', 'Computing', 'DevOps', 'Git', 'Docker', 'Kubernetes', 'Continuous', 'Integration/Continuous', 'Delivery', '(CI/CD)', 'Software', 'Design', 'Software', 'Architecture', 'System', 'Design', 'Unit', 'Testing', 'Integration', 'Testing', 'EndtoEnd', 'Testing', 'Performance', 'Testing', 'Security', 'Testing', 'Scaling', 'High', 'Availability', 'Fault', 'Tolerance', 'Disaster', 'Recovery', 'Data', 'Analytics', 'Data', 'Visualization'], ['Data', 'engineering', 'Machine', 'learning', 'Distributed', 'systems', 'Cloud', 'computing', 'Kubernetes', 'Linux', 'Python', 'Java', 'C++', 'Scala', 'Golang', 'NoSQL', 'databases', 'Git', 'Continuous', 'integration/continuous', 'delivery', '(CI/CD)', 'Infrastructure', 'as', 'Code', '(IaC)', 'DevOps', 'Amazon', 'Web', 'Services', '(AWS)', 'Google', 'Cloud', 'Platform', '(GCP)', 'Microsoft', 'Azure'], ['Software', 'development', 'Product', 'management', 'Code', 'review', 'Coding', 'Optimization', 'Documentation', 'Product', 'requirements', 'Software', 'product', 'creation', 'Frameworks', 'Reference', 'architectures', 'Patterns', 'and', 'practices', 'Communication', 'Technical', 'writing', 'Domain', 'expertise', 'Mentoring'], ['Embedded', 'Software', 'Development', 'Firmware', 'Systems', 'Design', 'Product', 'Lifecycle', 'Management', 'Software', 'Quality', 'Improvement', 'Cost', 'Reduction', 'Technical', 'Support', 'C++', 'Linux', 'GNU', 'Tool', 'Chain', 'Electrical', 'Engineering', 'Computer', 'Engineering'], ['Software', 'Development', 'C', 'C++', 'C#', 'Embedded', 'Linux', 'X509', 'Certificates', 'TCP/IP', 'HTTPS', 'TLS', 'Yocto', 'Integrated', 'Development', 'Environments', '(IDEs)', 'Version', 'Control', 'Defect', 'Management', 'Continuous', 'Integration', 'Code', 'Analysis', 'Tools', 'Internet', 'of', 'Things', '(IoT)', 'Cloud', 'Connectivity'], ['Software', 'Engineering', 'Machine', 'Learning', 'Generative', 'AI', 'Large', 'Language', 'Models', 'C/C++', 'Python', 'CUDA', 'C/C++', 'Algorithms', 'Data', 'Structures', 'Parallel', 'Computing', 'System', 'Software', 'NVIDIA', 'GPU', 'Technology', 'DL', 'Software', 'Stack', 'NeMo', 'TensorRT', 'GPU', 'Architectures', 'GPU', 'Programming', 'Debuggers', 'Profilers'], ['Software', 'implementation', 'Customer', 'service', 'Training', 'Project', 'coordination/management', 'PC', 'networking', 'and', 'configuration', 'Windows', 'Microsoft', 'Office', 'products', 'Technical', 'communication', 'Troubleshooting'], ['Data', 'Engineering', 'Software', 'Engineering', 'Data', 'Pipelines', 'Big', 'Data', 'Spark', 'Hadoop', 'Pig', 'Scala', 'Python', 'SQL', 'Presto', 'Airflow', 'AWS', 'Java', 'Go', 'React', 'Scientific', 'Computing', 'Full', 'Stack', 'Development', 'CrossFunctional', 'Communication', 'Hybrid', 'Work', 'On', 'Target', 'Earnings', '(OTE)', 'Compensation', 'Equity', 'Company', 'Bonus', 'Sales', 'Commissions/Bonuses', 'Retirement', 'Plans', 'Health', 'Benefits', 'Wellness', 'Stipends'], ['Software', 'Design', 'C#', 'Communication', 'Skills', 'Interpersonal', 'Skills', 'Customer', 'Focus', 'Teamwork', 'Multisite', 'Collaboration', 'Multicountry', 'Collaboration', 'Learning', 'and', 'Development', 'Continuous', 'Learning', 'Latest', 'Technologies', 'Computer', 'Engineering', 'Computer', 'Science', 'Electrical', 'Engineering', 'Diversity', '&', 'Inclusion', 'Disability', 'Confident', 'Program', 'Competitive', 'Salary', 'Bonus', 'Scheme', 'Annual', 'Leave', 'Holiday', 'Buy', '&', 'Sell', 'Program', 'Pension', 'Scheme', 'Employee', 'Share', 'Ownership', 'Program', 'Health', '&', 'Wellbeing', 'Support', 'Gym', 'Flex', 'Open', 'Talent', 'Market', 'Global', 'Mobility', 'Mentorship', 'Learning', 'Portal', 'Digital', 'Transformation', 'Energy', 'Management', 'Automation', 'IoT', 'R&D'], ['AWS', 'Java', 'Spring', 'MongoDB', 'Couch', 'DynamoDB', 'Lambda', 'Serverless', 'S3', 'IAM', 'ECS', 'EKS', 'Dynamo', 'API', 'Gateway', 'Node.js', 'Python', 'Go', 'C#', 'Rust', 'React', 'Angular', 'Vue', 'Backbone', 'Ember', 'Docker', 'Kubernetes', 'Terraform', 'CloudFormation', 'Jenkins', 'Bamboo', 'GIT', 'Agile'], ['Software', 'Developer', 'Data', 'Acquisition', 'Systems', 'Design', 'Systems', 'Implementation', 'Systems', 'Maintenance', 'Python', 'Javascript', 'Rust', 'WebSockets', 'Communication', 'Protocols', 'Microservices', 'Message', 'Queuing', 'RESTful', 'APIs', 'Kafka', 'MongoDB', 'SQL', 'DevOps', 'AWS', 'Cloud', 'Platforms', 'Data', 'Warehousing', 'Data', 'Structures', 'Algorithms'], ['Python', 'REST', 'APIs', 'Streamlit', 'd3.js', 'vega', '(lite)', 'CI/CD', 'pipelines', 'Database', 'systems', 'AWS', 'EC2', 'AWS', 'S3', 'AWS', 'RDS'], ['Software', 'Engineering', 'Leadership', 'Frontend', 'Technology', 'HTML', 'CSS', 'JavaScript/TypeScript', 'Frameworks', 'Java', 'Objectoriented', 'Programming', 'Relational', 'Database', 'NoSQL', 'Database', 'Cloud', 'Computing', 'CI/CD', 'Tools', 'Software', 'Design', 'Patterns', 'Data', 'Modeling', 'Security', 'Frameworks', 'Unit', 'Testing', 'Functional', 'Testing', 'Destructive', 'Testing', 'Performance', 'Testing', 'Debugging', 'Root', 'Cause', 'Analysis', 'Version', 'Control', 'System', 'High', 'Availability', 'Disaster', 'Recovery', 'Performance', 'Efficiency', 'Security', 'Technical', 'Roadmaps', 'Work', 'Estimation', 'Refactoring', 'Modernization', 'Agile', 'Processes'], ['Software', 'Engineering', 'Product', 'Management', 'ERP', 'CustomerCentric', 'ProblemSolving', 'Programming', 'Languages', 'Autonomous', 'Work', 'Team', 'Leadership', 'Communication', 'Scalability', 'Performance', 'Code', 'Review', 'Flatiron', 'Equity', 'Health', 'and', 'Dental', 'Insurance'], ['Software', 'Development', 'Lifecycle', 'Data', 'engineering', 'Data', 'management', 'Microsoft', 'technologies', 'Cloud', 'technologies', 'Azure', 'Cloud', 'Service', 'Now', 'Ansible', 'Jenkins', 'VSTS', 'SAFe', 'Scrum', 'Kanban', 'Computer', 'Science', 'Object', 'Oriented', 'Design', 'Programming', 'C#', 'C++', 'Angular', 'Node.js', 'SQL', 'R', 'Java', 'JavaScript', 'Python', 'API', 'design', 'Modern', 'UI', 'Public', 'cloud', 'services', 'Infrastructure', 'as', 'Code', 'Systems', 'thinking', 'Strategic', 'thinking', 'Data', 'architectures', 'Machine', 'Learning', 'Artificial', 'Intelligence', 'Stream', 'processing', 'Real', 'time', 'analytics'], ['Software', 'Engineering', 'Go', 'PHP', 'JavaScript', 'Typescript', 'API', 'design', 'REST', 'RPC', 'protobuf', 'gRPC', 'OpenAPI', 'Microservices', 'Docker', 'AWS', 'Jenkins', 'MySQL', 'Redis', 'DynamoDB', 'S3', 'OpenSearch', 'Caching', 'Monitoring', 'Tracing', 'Eventual', 'consistency', 'Queues', 'Load', 'balancing', 'Circuit', 'breaking', 'Data', 'structures', 'Algorithms'], ['React', 'Ember', 'Angular', 'Typescript', 'Elm', 'Web', 'Components', 'Continuous', 'Deployment', 'Code', 'Reviews', 'Unit', 'Testing', 'Integration', 'Testing', 'Acceptance', 'Testing', 'Industry', 'Trends', 'HIPAA', 'Code', 'of', 'Conduct', 'JavaScript', 'ObjectOriented', 'Analysis', 'SQL', 'WorkLife', 'Balance', 'TimeOff', 'Policy', 'Flexible', 'Work', 'Schedule', 'Remote', 'Work', '401(k)', 'Matching', 'Adoption', 'Assistance', 'Fertility', 'Treatments'], ['Software', 'Development', 'Planning', 'Requirements', 'Gathering', 'Deployment', 'Software', 'Maintenance', 'Software', 'Testing', 'Unit', 'Testing', 'Agile', 'Development', 'REST', 'SOAP', 'XML', 'JSON', 'Javascript', 'Python', 'ERP', 'Pipelines', 'Mulesoft', 'Workato', 'Zapier', 'Quickbase', 'Snaplogic'], ['Azure', 'DevOps', 'Services', 'Docker', 'Kubernetes', 'AWS', 'EKS', 'ArgoCD', 'Azure', 'DevOps', 'MSBuild', 'YAML', 'Python', 'C#', 'JavaScript', 'PowerShell', 'SQL', 'Git', 'Continuous', 'Integration', 'Continuous', 'Delivery', 'Continuous', 'Deployment', 'Ansible', 'Terraform', 'CloudBees', 'CD', 'Consul', 'NuGet', 'Vault', 'Artifactory', 'Agile', 'development', 'Amazon', 'Web', 'Services', '(AWS)'], ['iOS', 'C', 'C++', 'Metal', 'Algorithm', 'Development', 'SDLC', 'Mathematics', 'Performance', 'Optimisation', 'Communication', 'Consensus', 'Building', 'Leadership', 'Teamwork', 'Collaboration', 'Creativity', 'Persistence', 'Quality', 'Assurance', 'Troubleshooting', 'Product', 'Roadmap', 'User', 'Experience', 'Software', 'Engineering', 'Software', 'Design', 'Software', 'Development', 'System', 'Engineering', 'System', 'Administration', 'System', 'Infrastructure', 'Software', 'Testing', 'Hardware'], ['Computer', 'Science', 'Computer', 'Engineering', 'Software', 'Engineering', 'C++', 'C#', 'Windows', '.NET', 'SCRUM', 'Software', 'Development', 'Linux', 'Windows'], ['Java', 'Spring', 'Tomcat', 'Nginx', 'Elastic', 'Search', 'RESTful', 'AWS', 'EC2', 'SQS', 'S3', 'Lambdas', 'DynamoDB', 'RDS', 'Cloudformation', 'Terraform', 'Jenkins', 'Gitlab', 'CICD', 'Docker', 'Linux', 'Git', 'SQL', 'NoSQL', 'Cloud', 'Computing', 'Microservices', 'Distributed', 'Systems', 'Big', 'Data', 'Data', 'Analytics', 'Machine', 'Learning', 'Artificial', 'Intelligence'], ['Software', 'Engineering', 'Data', 'Pipelines', 'Financial', 'Data', 'Data', 'Aggregation', 'Data', 'Analytics', 'Fund', 'Reconciliation', 'Microservices', 'Performance', 'Monitoring', 'Bottleneck', 'Relief', 'Unit/Integration/Component', 'Tests', 'Python', 'Java', 'Kotlin', 'JavaScript', 'TypeScript', 'HTML', 'CSS', 'React', 'Redux', 'SQL', 'NoSQL', 'Relational', 'Databases', 'MySQL', 'Postgres', 'Oracle', 'DynamoDB', 'MongoDB', 'Redis', 'Aurora', 'Lambda', 'S3', 'ECS', 'Fargate', 'ElastiCache', 'API', 'Gateway', 'AWS', 'ETL', 'Agile', 'Development', 'Economics', 'Business', 'Workato'], ['Power', 'distribution', 'Power', 'protection', 'Energy', 'storage', 'Software', 'design', 'Systems', 'development', 'lifecycle', 'Computer', 'networking', 'SysML/UML', 'Microsoft', 'Project', 'MS', 'Office', 'applications', 'Technical', 'requirements', 'VCRMs', 'Troubleshooting', 'Project', 'management', 'Data', 'Center', 'design', 'Telecommunication', 'installations', 'Power', 'electronics', 'Architecture', 'Electrical', 'Engineering', 'Computer', 'Science'], ['Node.js', 'Express.js', 'MongoDB', 'Microservices', 'React.js', 'REST', 'APIs', 'Web', 'applications', 'Frontend', 'development', 'Backend', 'development', 'Architecture', 'Collaboration', 'Product', 'management', 'Design', 'Problemsolving', 'Analytical', 'skills', 'Engineering', 'projects'], ['Java', 'Python', 'REST', 'Microservices', 'Spring', 'Boot', 'API', 'gateway', 'SQL', 'queries', 'Stored', 'procedures', 'Query', 'optimization', 'Performance', 'tuning', 'AWS', 'Azure', 'GCP', 'Snowflake', 'Spark', 'Git/GitHub', 'DevOps', 'Jira', 'Confluence', 'CI/CD', 'pipelines', 'Kafka', 'Queuing', 'technologies', 'Conceptual', 'data', 'models', 'Logical', 'data', 'models', 'Physical', 'data', 'models', 'Bloomberg', 'Markit', 'ICE/BAML', 'S&P', 'Moodys', 'Fitch', 'Russell', 'Intex', 'JPM', 'Factset', 'State', 'Street', 'CRD', 'Yieldbook', 'Distributed', 'systems', 'Largescale', 'data', 'processing', 'Fixed', 'income', 'analytics', 'Corporate', 'bonds', 'Treasuries', 'Derivatives', 'Sovereigns', 'Bank', 'Loans', 'MBS', 'ABS', 'CLO'], ['AI', 'Software', 'Engineering', 'Cloud', 'Technologies', 'ML', 'Deployment', 'LLM', 'Models', 'Langchain', 'Llamaindex', 'Framework', 'AI', 'Pipelines', 'Data', 'Processing', 'Machine', 'Learning', 'Models', 'Data', 'Flows', 'Resource', 'Allocation', 'Parallel', 'Processing', 'Load', 'Balancing', 'FrontEnd', 'Interfaces', 'UIs', 'API', 'Connections', 'UX/UI', 'Design', 'Economics', 'Mathematics', 'Computer', 'Science', 'Engineering', 'Operations', 'Research', 'Analytics', 'Docker', 'Kubernetes', 'Machine', 'Learning', 'Concepts', 'Cloud', 'Platforms', 'AWS', 'Azure', 'Gen', 'AI', 'Models', 'Scalability', 'Deployment', 'Containerization', 'Technologies'], ['TypeScript', 'React', 'Node.js', 'Express.js', 'MySQL', 'SaaS', 'Agile', 'MVP', 'Architecture', 'Product', 'sense', 'B2B', 'Hypergrowth', 'Compensation', 'Equity', 'Total', 'rewards', 'Performance', 'cycle', 'Meritbased', 'compensation', 'Pay', 'equity', 'Leveling', 'Interview', 'process', 'Candidate', 'resources', 'Diversity', 'and', 'inclusion'], ['React', 'Ember', 'Angular', 'Typescript', 'Elm', 'Web', 'Components', 'Continuous', 'Deployment', 'Code', 'Reviews', 'Unit', 'Testing', 'Integration', 'Testing', 'Acceptance', 'Testing', 'Industry', 'Trends', 'HIPAA', 'Code', 'of', 'Conduct', 'JavaScript', 'ObjectOriented', 'Analysis', 'SQL', 'WorkLife', 'Balance', 'TimeOff', 'Policy', 'Flexible', 'Work', 'Schedule', 'Remote', 'Work', '401(k)', 'Matching', 'Adoption', 'Assistance', 'Fertility', 'Treatments'], ['Robotics', 'Motion', 'Planning', 'Controls', 'Software', 'Development', 'C++', 'Python', 'Bazel', 'Git', 'Unit', 'Testing', 'CI/CD', 'Version', 'Control', 'Computer', 'Science', 'Data', 'Structures', 'Algorithms', 'Graph', 'Search', 'Geometry'], ['NoSQL', 'Cassandra', 'GCP', 'Azure', 'Data', 'modeling', 'Database', 'tuning', 'Performance', 'optimization', 'Backup', 'and', 'recovery', 'Migration', 'strategies', 'Data', 'architecture', 'Cost', 'optimization', 'Monitoring', 'Performance', 'tuning', 'Cassandra', 'clusters', 'Cassandra', 'design', 'principles', 'Cluster', 'connectivity', 'Security', 'Distributed', 'system', 'performance', 'Java', 'Python', 'Ruby', 'Shell', 'CQL/SQL', 'CI/CD'], ['Cloud', 'Computing', 'AWS', 'GCP', 'Software', 'Architecture', 'SOA', 'Microservices', 'Monolithic', 'Architecture', 'Kernel', 'NodeJS', 'Golang', 'Typescript', 'React', 'SQL', 'MySQL', 'PostgreSQL', 'NoSQL', 'Redis', 'Memcached', 'Gitlab', 'Kubernetes', 'Docker'], ['.NET', 'Core', 'JavaScript', 'frameworks', 'Agile', 'methodologies', 'Cloud', 'native', 'architectures', 'Software', 'deployment', 'AWS', 'Debugging', 'Critical', 'thinking', 'Communication', 'Software', 'development', 'principles', 'Software', 'programming', 'Scrum', 'Product', 'ownership'], ['C++', 'ObjectOriented', 'Programming', 'Agile', 'Methodology', 'SDLC', 'Qt', 'Framework', 'Linear', 'Algebra', '3D', 'Graphics', 'Computational', 'Geometry', 'Design', 'Patterns', 'Software', 'Modeling', 'Software', 'Development', 'Life', 'Cycle', 'Software', 'Engineering', 'Computer', 'Science', 'Data', 'Structures', 'Algorithms', 'Linux', 'Medical', 'Imaging', 'Image', 'Processing', 'Computer', 'Vision', 'ComputerAssisted', 'Surgery', 'Robotics', 'Biomedical', 'Software', 'Development'], ['Fullstack', 'development', 'J2EE', 'Java/J2EE', 'Spring', 'Framework', 'Web', 'Services', 'HTML5', 'JavaScript', 'CSS', 'ReactJS', 'Redux', 'AngularJS', 'Bootstrap', 'XML/XSL', 'GWT', 'JIRA', 'Cruise', 'Control', 'Jenkins', 'SQL', 'Database', 'design', 'Data', 'security', 'Scalability', 'Testdriven', 'development', 'SVN/GIT', 'Eclipse', 'Microsoft', 'Project', 'Professional', 'Opensource', 'libraries', 'ERP', 'systems', 'PLM', 'systems', 'BPM', 'libraries/tools', 'Technology', 'migration', 'BI', 'Tools', 'OLAP', 'technologies', 'ETL', 'tools'], ['Linux', 'SELinux', 'Linux', 'security', 'RMF', 'process', 'Bash', 'Python', 'Perl', 'Strace', 'Ltrace', 'Ftrace', 'GDB', 'Linux', 'Capabilities', 'Docker', 'Virtualization', 'Security', 'hardening', 'Atlassian', 'Bitbake', 'Yocto', 'VxWorks'], ['Customer', 'service', 'IT', 'support', 'Communication', 'System', 'learning', 'Numerical', 'analysis', 'Problem', 'solving', 'Selfmotivation', 'Initiative', 'Cando', 'attitude', 'Solution', 'finding', 'Microsoft', 'SQL', 'Microsoft', 'Server', 'platforms', 'Windows', 'operating', 'systems', 'Excel', 'Accounting', 'software', 'Construction', 'industry'], ['Software', 'Engineering', 'Software', 'Development', 'Problem', 'Solving', 'Java', 'Python', 'Eclipse', 'JUnit', 'Flask', 'Git/GitLab', 'Docker', 'MongoDB', 'Ant', 'Gradle', 'Maven', 'Repast', 'Simulation', 'Environment', 'SQL', 'Ruby', 'C++', 'HTML/CSS', 'JavaScript', 'Linux', 'Windows', 'R', 'Artificial', 'Intelligence', 'Machine', 'Learning', 'HighPerformance', 'Computing', '(HPC)', 'Container', 'Deployment', 'Simulator', 'Performance', 'Research', 'and', 'Development', 'Test', 'and', 'Deployment', 'Debugging', 'Maintenance', 'Software', 'Documentation', 'Software', 'Architecture', 'User', 'Feedback', 'Analysis', 'Research', 'Reports', 'Presentations', 'Collaboration', 'Communication', 'Version', 'Control', 'Continuous', 'Integration/Continuous', 'Deployment'], ['Cloud', 'Software', 'AWS', 'Cloud', 'Kubernetes', 'Docker', 'Terraform', 'Python', 'Bash', 'Go', 'Kubernetes', 'Backup', 'Kubernetes', 'Restoration', 'VSCode', 'Git', 'Software', 'solutions'], ['Java', 'PHP', 'C#', 'Node.js', 'HTML', 'CSS', 'JavaScript', 'Drupal', 'Oracle', 'DB', 'Git', 'Maven', 'Composer', 'NPM', 'AWS', 'Azure', 'GCS', 'JSON', 'XML', 'API', 'SQL', 'MariaDB', 'PostgreSQL', 'SQL', 'Server', 'Oracle', 'US', 'Citizen', 'Permanent', 'Resident', 'Secret', 'Clearance', 'GIAC', 'ISACA', 'ISC2', 'ECCouncil', 'CompTIA', 'Cisco'], ['Python', 'JavaScript', 'C++', 'Java', 'Microservices', 'MVC', 'RESTful', 'APIs', 'AWS', 'Azure', 'Google', 'Cloud', 'Agile', 'methodologies', 'Project', 'management', 'tools', 'SQL', 'NoSQL', 'Data', 'warehousing', 'Data', 'mining', 'Machine', 'learning', 'Artificial', 'intelligence', 'Cloud', 'computing', 'DevOps', 'Software', 'architecture', 'Software', 'design', 'Software', 'development', 'Software', 'testing', 'Software', 'maintenance', 'Software', 'deployment', 'Software', 'configuration', 'management', 'Software', 'project', 'management', 'Software', 'quality', 'assurance', 'Software', 'engineering', 'Computer', 'science', 'Engineering'], ['Software', 'engineering', 'Firmware', 'architecture', 'Control', 'software', 'System', 'integration', 'Risk', 'management', 'Verification', 'and', 'validation', 'Documentation', 'FMEA', 'Physician', 'feedback', 'Clinical', 'results', 'Continuous', 'improvement', 'Physician', 'and', 'patient', 'experiences', 'Team', 'leadership', 'Design'], ['Software', 'Development', 'Kanban', 'Unix', 'Windows', 'Oracle', 'Agile', 'Database', 'Transcend', 'Leadership', 'Estimation', 'Magic'], ['AWS', 'Python', 'MongoDB', 'Angular', 'ProblemSolving', 'Code', 'Review', 'Collaboration', 'Communication', 'Remote', 'Work', 'Computer', 'Science', 'Engineering'], ['Embedded', 'Software', 'Development', 'C/C++', 'Python', 'ROS', 'Linux', 'Kernel', 'Programming', 'Device', 'Trees', 'Driver', 'Writing', 'Interface', 'Debugging', 'Hardware', 'Interfacing', 'Nvidia', 'Jetson', 'Systems', 'Kernel', 'Mode', 'Programming', 'BareMetal', 'Programming', 'Camera', 'Systems', 'RTOS', 'Programming', 'Filesystems', 'Networking', 'Interprocess', 'Communication', 'Control', 'Theory', 'Drone/UAS', 'Wireless', 'Communication', 'Systems', 'Machine', 'Learning', 'GPS/GNSS', 'Positioning', 'Hardware', 'Rapid', 'Prototyping'], ['Java', '.NET', 'C#', 'API', 'development', 'Android', 'Windows', '10', 'Software', 'release', 'control', 'Software', 'configuration', 'management', 'Software', 'development', 'Systems', 'Analysis', 'Systems', 'Architecture', 'Systems/Equipment', 'Support', 'Test', 'and', 'Evaluation', 'Logistics', 'C4ISR', 'requirements', 'ATAK', 'Linux'], ['C', 'Configuration', 'management', 'tools', 'Activity', 'management', 'tools', 'Embedded', 'software', 'Realtime', 'debugging', 'Static', 'analysis', 'Data', 'acquisition', 'systems', 'CAN', 'UDS', 'J1939', 'MATLAB', 'Simulink/Stateflow', 'PERL/Python', 'AutoSAR', 'ASPICE', 'V3.0', 'ISO26262', 'Multicore', 'Agile', 'V', 'cycle', 'MISRA', 'Lauterbach', 'IBM', 'Rational', 'ClearCASE', 'Unity', 'Plastic', 'SCM', 'QAC', 'INCA', 'ATi', 'ClearQUEST', 'Jira'], ['PHP', 'JavaScript', 'jQuery', 'HTML', 'MySQL', 'CSS', 'API', 'Symfony', 'Composer', 'OpenAPI', 'Refactoring', 'Objectoriented', 'design', 'patterns', 'MVC', 'Architecture', 'RESTful', 'APIs', 'REST', 'Integration', 'development', 'Technical', 'Lead', 'Team', 'Lead', 'Remote', 'Teams', 'Technical', 'Lead', 'Team', 'Lead', 'Thirdparty', 'applications', 'Complex', 'concepts', 'Analytical', 'skills', 'Conceptual', 'skills', 'Problemsolving', 'skills', 'Attention', 'to', 'detail', 'Personal', 'growth', 'High', 'integrity', 'Strong', 'work', 'ethic', 'TCP', 'Aladtec', 'product', 'Aladtec', 'Rotational', 'scheduling'], ['C#', '.NET', 'Framework', 'SQL', 'Microsoft', 'SQL', 'Server', 'Windows', 'Presentation', 'Framework', 'Scalable', 'Application', 'Design', 'Python', 'Java', 'JavaScript', 'XML', 'HTML', 'CSS', 'Git', 'TFS', 'Analytical', 'Skills', 'ProblemSolving', 'Skills', 'Communication', 'Skills'], ['Software', 'Systems', 'Implementation', 'Coding', 'Testing', 'Debugging', 'Documentation', 'Client/ServerBased', 'Systems', 'WebBased', 'Applications', \"API's/Microservices\", 'eCommerce', 'Platforms', 'Relational', 'Databases', 'C#', 'PHP', 'HTML', 'CSS', 'JavaScript', 'Git', 'SQL', 'MVC', 'Frameworks', 'eCommerce', 'Web', 'Applications', 'Azure', 'PaaS', 'Offerings'], ['EFT', 'payment', 'processing', 'ASP.NET', 'MVC', '.NET', 'Core', 'Bootstrap', 'SQL', 'Server', 'Azure', 'SQL', 'Azure', 'Cosmos', 'DB2', 'Redis', 'Cache', '.NET', 'Framework', '4.7+', '.Net', '6+', 'C#', 'JS/jQuery', 'Objectoriented', 'design', 'Software', 'Architecture', 'Document', 'Change', 'requests', 'Software', 'project', 'scoping', 'Requirements', 'Gathering', 'and', 'Analysis', 'Impact', 'Analysis', 'Software', 'architecture', 'design', 'and', 'development', 'ObjectOriented', 'development', 'concepts', 'SDLC', 'TestDriven', 'Development', 'Vendor', 'management']]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "hitRateList = []\n",
        "for i in range(len(bigger_ans_list)):\n",
        "  Intersection = set(bigger_ans_list[i]).intersection(set(listofAnswers[i]))\n",
        "  hitRate = round(len(Intersection) / len(listofAnswers[i]) * 100, 2)\n",
        "  hitRateList.append(hitRate)\n",
        "\n",
        "print(len(hitRateList), \"\\n\", hitRateList)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YqXen2yAzV4d",
        "outputId": "9e6e1382-96a2-427d-bb8c-b54c4636d261"
      },
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "198 \n",
            " [0.0, 1.41, 0.0, 0.0, 4.35, 6.25, 0.0, 0.0, 0.0, 0.0, 4.35, 0.0, 0.0, 4.65, 0.0, 0.0, 4.17, 9.52, 0.0, 3.12, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 10.0, 0.0, 1.47, 2.63, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 3.12, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 3.57, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 11.11, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.2, 0.0, 0.0, 0.0, 0.0, 0.0, 1.82, 0.0, 0.0, 0.0, 0.0, 0.0, 2.0, 0.0, 0.0, 2.25, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 5.71, 0.0, 0.0, 4.35, 0.0, 0.0, 0.0, 0.0, 3.77, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 2.38, 8.33, 0.0, 0.0, 5.77, 0.0, 0.0, 0.0, 0.0, 3.03, 0.0, 0.0, 0.0, 7.14, 0.0, 7.14, 0.0, 0.0, 2.22, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 3.85, 0.0, 0.0, 0.0, 0.0, 4.17, 0.0, 0.0, 3.03, 0.0, 0.0, 0.0, 0.0, 0.0, 11.54, 0.0, 0.0, 0.0, 5.56, 0.0, 1.41, 0.0, 0.0, 5.88, 0.0, 0.0, 1.64, 2.86, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 8.11, 0.0, 0.0, 0.0, 3.23, 0.0, 0.0, 0.0, 0.0, 4.17, 0.0, 2.0, 4.35, 6.67, 0.0, 0.0, 0.0, 0.0, 3.57, 0.0, 0.0, 0.0, 3.33, 4.65, 1.75, 0.0, 0.0, 9.43]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "meanSeed2 = round(np.mean(hitRateList), 2)\n",
        "stdSeed2 = round(np.std(hitRateList), 2)\n",
        "varianceSeed2 = round(np.var(hitRateList), 2)\n",
        "\n",
        "\n",
        "\n",
        "meanList.append(meanSeed2)\n",
        "print(\"mean: \", meanList)\n",
        "stdList.append(stdSeed2)\n",
        "print(\"stdList: \", stdList)\n",
        "varianceList.append(varianceSeed2)\n",
        "print(\"varianceList: \", varianceList)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5yp8yno5zZ2w",
        "outputId": "91221d96-b42b-43bb-f69e-96be03e5d5a3"
      },
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "mean:  [1.01, 1.1]\n",
            "stdList:  [2.59, 2.34]\n",
            "varianceList:  [6.71, 5.5]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Seed 3"
      ],
      "metadata": {
        "id": "stxB4zpMyq43"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Main execution\n",
        "file_path = \"dataset/fine_tuning_dataset_seed_3.csv\"\n",
        "df = pd.read_csv(file_path)\n",
        "df['context'] = df['context'].astype(str)\n",
        "df['answer'] = df['answer'].astype(str)\n",
        "\n",
        "dataset_dict = {\n",
        "    \"context\": df[\"context\"],\n",
        "    \"answer\": df[\"answer\"]\n",
        "}\n",
        "\n",
        "dataset = Dataset.from_dict(dataset_dict)\n",
        "\n",
        "# Split the dataset into training and testing sets\n",
        "splits = dataset.train_test_split(test_size=0.33, seed=3)\n",
        "\n",
        "generated_ans_list = []\n",
        "bigger_ans_list = []\n",
        "\n",
        "# # Keyword Extraction\n",
        "keywords_by_text = perform_keyword_extraction(splits['test']['context'])\n",
        "for index, keywords in keywords_by_text.items():\n",
        "    # print(f\"Text {index+1} \\n Keywords: {keywords}\")\n",
        "    for keyword in keywords:\n",
        "        generated_ans_list.append(keyword)\n",
        "    bigger_ans_list.append(generated_ans_list)\n",
        "    generated_ans_list = []\n",
        "\n",
        "print(bigger_ans_list)"
      ],
      "metadata": {
        "id": "5UMPfGERgMZB",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "80352314-d2d2-4ed2-80fb-c8557a30bb06"
      },
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/sklearn/feature_extraction/text.py:528: UserWarning: The parameter 'token_pattern' will not be used since 'tokenizer' is not None'\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[')', ',', '.', 'austin', 'code', 'connect', 'experience', 'ideal', 'people', '’'], [',', '.', ':', 'data', 'moore', 'nonprofit', 'python', 'software', 'work', '’'], ['(', ')', ',', '.', 'data', 'database', 'experience', 'relevant', 'software', 'years'], [',', '.', 'client', 'code', 'experience', 'hands-on', 'new', 'scala', 'skills', 'software'], ['$', ',', '.', 'design', 'development', 'experience', 'nvent', 'requirements', 'solutions', '’'], [',', '.', ':', 'data', 'engineering', 'focus', 'nlp', 'nlp-driven', 'software', 'strong'], [',', '.', 'development', 'mastercard', 'security', 'skills', 'solutions', 'strong', 'team', 'technical'], ['(', ')', ',', '.', 'engineer', 'engineering', 'experience', 'grumman', 'northrop', 'software'], [',', '.net', 'application', 'backend', 'business', 'decision-making', 'development', 'responsibilities', 'role', 'team'], ['(', ')', ',', '.', ':', 'components', 'development', 'requirements', 'software', 'systems'], ['(', ')', ',', '.', 'development', 'experience', 'knowledge', 'lululemon', 's', 'team'], ['required'], [',', '.', 'experience', 'iot', 'linux', 'platforms', 'server', 'technologies', 'ubuntu', 'work'], ['(', ',', '.', 'android', 'applications', 'development', 'experience', 'solutions', 'transportation', 'trimble'], [',', '.', ':', 'experience', 'insequence', 'software', 'technology', 'test', 'testing', 'tools'], [',', 'ability', 'engineering', 'lead', 'operational', 'practices', 'product', 'requirements', 'technical', 'work'], ['@', 'caroline.veillon', 'cybercoders.com'], [',', '.', 'engineering', 'equipment', 'experience', 'proficiency', 'software', 'test', 'testing', 'u.s.'], ['%', ',', '.', 'expereince', 'll', 'software', 'tech', 'work', 'working', '’'], [',', '.', ':', 'and/or', 'experience', 'needed', 'software', 'time', 'wellsky', 'work'], ['$', '(', ')', ',', '.', 'attachment', 'experience', 'smartsheet', 'work', 'years'], ['(', ',', '.', 'emergency', 'experience', 'expertise', 'role', 'team', 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'architecture', 'design', 'staffing', 'systems', 'technical'], ['*', ',', '.', 'curtiss-wright', 'development', 'experience', 'information', 'software', 'systems', 'test'], [',', '.', 'development', 'engineering', 'experience', 'product', 'security', 'software', 'test', 'tools'], ['$', ',', '.', 'framework', 'industry', 'management', 'ridgeline', 'team', 'ui', 'work'], ['&', ',', '.', 'build', 'deputy', 'design', 'experience', 'modern', 'product', 'use'], ['management', 'requirements'], [',', '.', 'ability', 'development', 'experience', 'nbcuniversal', 'proven', 'software', 'team', 'teams'], ['(', ')', ',', '.', 'experience', 'features', 'product', 'software', 'team', 'work'], [',', '.', ':', 'code', 'experience', 'preferred', 'problem-solving', 'skills', 'strong', 'work'], [',', '.', 'construction', 'customer', 'following', 'microsoft', 'skills', 'software', 'support', 'working'], [',', '.', 'data', 'experience', 'role', 'software', 'solutions', 'torch.ai', 'work', '’'], [',', '.', 'ai', 'analytics', 'data', 'development', 'experience', 'interfaces', 'work', 'working'], [',', '.', ':', 'experience', 'quality', 'roche', 'software', 'test', 'testing', 'tools'], ['(', ')', ',', '.', ':', 'experience', 'expertise', 'platforms', 'software', 'solutions'], ['#', ',', '.', ':', 'data', 'experience', 'manufacturing', 'systems', 'years', '’'], ['(', ')', ',', '.', 'experience', 'levels', 'software', 'team', 'travel', 'work'], ['&', 'base', 'bonus', 'competitive', 'package'], ['(', ')', ',', '.', 'e.g', 'employment', 'phinia', 'software', 'tools', 'using'], [',', '.', ':', 'c++', 'experience', 'management', 'national', 'project', 'software', 'team'], ['(', ')', ',', '.', ':', 'benefits', 'business', 'experience', 'team', 'walmart'], ['(', ')', ',', '.', 'development', 'engineering', 'experience', 'support', 'systems', 'technical'], ['-', 'caroline', 'cybercoders', 'lead', 'recruiter', 'veillon'], ['&', '(', ')', ',', '.', ':', 'clearlink', 'experience', 'work', '’'], ['!', '#', ',', '.', ':', 'apply', 'email', 'engineer', 'experience', 'looking'], [',', '.', 'canonical', 'device', 'experience', 'high', 'linux', 'operating', 'security', 'software'], [',', '.', ':', 'application', 'aws', 'development', 'front-end', 'serverless', 'software', 'web'], [',', '.', ':', 'experience', 'groups360', 'help', 's', 'team', 'work', '’'], [',', '.', 'ability', 'design', 'development', 'embedded', 'experience', 'job', 'knowledge', 'software'], [',', '.', 'architecture', 'cloud', 'development', 'experience', 'ncr', 'software', 'teams', 'working'], [',', '.', '@', 'apply', 'caroline.veillon', 'cybercoders.com', 'email', 'embedded', 'engineer', 'experience'], ['(', ')', ',', '.', 'base', 'experience', 'product', 'software', 'work', '’'], ['&', ',', '.', ':', 'analysis', 'capgemini', 'engineering', 'group', 'software', 'systems'], [',', '.', ':', 'color', 'data', 'experience', 'health', 'software', 'testing', '’'], ['doing'], ['(', ')', ',', '.', 'client', 'data', 'experience', 'models', 'science', 'solutions'], ['(', ')', ',', '.', 'complex', 'experience', 'management', 'product', 'tcp', 'team'], [',', '.', 'business', 'development', 'engineering', 'experience', 'platform', 'products', 'software', 'training'], [',', '.', 'developing', 'development', 'experience', 'improve', 'leading', 'software', 'testing', 'years'], [',', '.', ':', '?', 'engineer', 'lead', 'skills', 'software', 'staff', 'team'], [')', ',', '.', 'ability', 'channel', 'experience', 'factory', 'life', 'software', 'work'], [',', '.', ':', 'digital', 'engineer', 'information', 'innovation', 'leeds', 'personal', 'software'], ['(', ')', ',', '.', 'application', 'code', 'experience', 'information', 'software', 'systems'], [',', '.', 'develop', 'development', 'experience', 'integration', 'issues', 'proven', 'software', 'systems'], [',', '.', ':', 'billing', 'breezeline', 'integration', 'software', 'technologies', 'web', '’'], [',', '.', 'data', 'growth', 'pipelines', 'range', 'sales', 'stripe', 'teams', '’'], [',', '.', ':', 'embedded', 'experience', 'skills', 'software', 'systems', 'team', 'working'], ['$', ',', '-', '.', ':', 'affirm', 'experience', 'payments', 'team', '’'], ['14971', '62304', 'familiarity', 'iec', 'iso'], [',', '.', ':', 'desk', 'engineers', 'experience', 'processes', 'software', 'team', 'trade'], [',', '.', ':', 'best', 'grammarly', 'members', 'product', 's', 'team', '’'], [\"'s\", '(', ')', ',', '.', ':', 'expertise', 'low', 'software', 'working'], ['(', ')', ',', '.', 'experience', 'linux', 'open', 'source', 'team', 'work'], ['(', ')', ',', '.', 'blockchain', 'distributed', 'experience', 'open', 'source', 'technology'], ['&', '(', ')', ',', '.', ':', 'design', 'experience', 'software', 'systems'], [',', '.', 'customers', 'experience', 'kubernetes', 'open', 'solutions', 'source', 'support', 'technical']]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fullAnswers = list(splits['test']['answer'])\n",
        "print(fullAnswers)\n",
        "\n",
        "listofAnswers = []\n",
        "for answer in fullAnswers:\n",
        "    answer = answer.replace(',', ' ').split()\n",
        "    listofAnswers.append(answer)\n",
        "print(len(listofAnswers), \"\\n\", listofAnswers)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3brW8yKH0X6d",
        "outputId": "5ba444c8-39ee-473d-d8a7-5145a1ec2795"
      },
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "['Software Engineering, Data Engineering, SQL, Python, Cloud Environments, GCP, Microsoft Azure, AWS, MySQL, Oracle, PostgreSQL, DataStore, DynamoDB, MongoDB, BigQuery, Redshift, Snowflake', 'Python, SQL, Software Development, Software Architecture Design, Data Science, Data Transformation, ETL Processes, Data Analysis, Database Management, Database Optimization, AWS, Azure, GCP, Cloud Platforms, Version Control, Data Modeling, Schema Design', 'Software Development, Javascript, SQL, PostgreSQL, Mongo, ArcGIS, Cloud Computing, SIPRNet, System Design, Software Compliance, Testing, Maintenance, Decomposition, Sequencing, Scheduling, Integration, Reporting', 'Scala, Play Framework, AWS, Relational databases, Nonrelational databases, Aurora (Postgres), Redshift, Apache Spark, Circe, ZIO, Quill', 'Computer science, Electrical engineering, Power electronics, Software design, Power distribution, Power conversion, UML, SysML, System development lifecycle, Computer networking architectures, Microsoft Project, MS Office, VCRMs, Technical requirements', 'Software Engineering, Machine Learning, NLP, Data Analysis, Experimentation, Code Quality, Maintainability, Scalability, Pandas, NumPy, Seaborn, Scikitlearn, SQL, A/B Testing, Statistical Analysis, Applied ML Theory, Practice, AWS Data Services, Glue, Athena, QuickSight', 'Software development, Software design, Software architecture, Enterprisegrade software solutions, Java, JEE, Spring boot, Micro services, Application security, Information security principles, Web app security, OWASP, PCI DSS Compliance, Cryptographic Security, Cryptographic operations, Hardware Security Modules (HSMs), Linux, Shell scripting, CI/CD tooling, PCI, GLBA, SOX, Agile processes, Testdriven development', 'Software Engineering, Agile, DevSecOps, C/C++/C#, Unit testing, Test planning, Systems Engineering, Technical writing, Troubleshooting, System maintenance, Network troubleshooting, Database management, Scripting languages, Test Driven Development (TDD), GreenHills, VxWorks, Linux Operating Systems, Visual Studio, Matlab, High Performance Computing', '.NET, SQL, API, Microservices, OAUTH, JWT, CLEAN architecture, Microservices, Onion architecture, Agile, Communication, Teamwork, Decisionmaking, Project ownership, Task completion, Team environment, Backend development', 'Python, JSON, Docker, Kubernetes, Container, Rest API, JMS, Selenium, Unittest, Malware analysis, Software development, Software design, Software testing, System design, Hardware/software tradeoffs, Software reuse, Commercial Offtheshelf (COTS), Government Offtheshelf (GOTS), Requirements analysis, Software synthesis', 'Software Engineering, Software Architecture, Java, Spring Boot, Spring Cloud, Spring Data, BDD, Cucumber, Wire Mock, Pact, Kafka, SQS, Webhooks, AWS, EKS, S3, DynamoDB, SNS, CloudWatch, Reactive programming, Docker, Kubernetes, NoSQL, MongoDB, HTTP, SSL, Headers, Cookies, TCP, CI/CD, Analytics, New Relic, Agile', 'Java, Python, REST, Microservices, Spring Boot, API gateway, SQL queries, Stored procedures, Query optimization, Performance tuning, AWS, Azure, GCP, Snowflake, Spark, Git/GitHub, DevOps, Jira, Confluence, CI/CD pipelines, Kafka, Queuing technologies, Conceptual data models, Logical data models, Physical data models, Bloomberg, Markit, ICE/BAML, S&P, Moodys, Fitch, Russell, Intex, JPM, Factset, State Street, CRD, Yieldbook, Distributed systems, Largescale data processing, Fixed income analytics, Corporate bonds, Treasuries, Derivatives, Sovereigns, Bank Loans, MBS, ABS, CLO', 'Linux, Kernel, Networking, Virtualization, Graphics, Ubuntu, IoT, Server, PC, Debian, RPM, Yocto, C, C++, TCP/IP, DHCP, HTTP/REST, Docker, OCI, K8s, SoC, BMC, Bootloaders, Firmware', 'Android Software Engineering, Kotlin, Android Studio, Gradle, Kotlin Coroutines, Google Firestore, Git/GitHub, RESTful APIs, JSON/XML, JUnit, Espresso, TDD, CI/CD, JavaScript, Node.js, GoLang, Agile/Scrum, JIRA, Confluence, Firebase, GPS, Telematics, Cloud Computing, Data Analytics', 'Software testing, Test planning, Test execution, Test analysis, Test reporting, Web development, Build tools, Testing frameworks, Bug tracking, Test strategy, Test procedures, Version control systems, GitLab, Git Lab Runner, Jenkins, Selenium, Microsoft Office, Java, Typescript, JavaScript, ReactJS, Apache Tomcat, AWS services, EC2, S3, Gradle, Yarn, Git', 'Software development, Product management, Code review, Coding, Optimization, Documentation, Product requirements, Software product creation, Frameworks, Reference architectures, Patterns and practices, Communication, Technical writing, Domain expertise, Mentoring', 'Software Integration, Business requirements gathering, System analysis, Solution design, Development, MS SQL/TSQL, Stored procedures, User defined functions, Views, Tables, APIs, Middleware, ETL, EDI, Data mapping, Testing, Quality assurance, Monitoring, Maintenance, Documentation, Collaboration, Security, Compliance, Performance optimization, Troubleshooting, Training, Integration technologies, ESB, Web services, REST, SOAP, JSON, XML, Boomi, Mulesoft, Workato, JDE EnterpriseOne, Smart Factory equipment, Problemsolving, Analytical skills, Communication skills, JDE development, Cloud Inventory, Fast Forms, Core JDE development, JDE Orchestrator Studio, Application Interface Services, JDE Business Services', 'nan', 'Azure, Typescript, Node.js, GraphQL, Terraform, CosmosDB, REST APIs, TDD, Best Practices, Automated Build, Integration, Deployment', '.NET, .NET Core, Angular, JavaScript, TypeScript, SQL Server, Agile Scrum, NativeScript, HL7, Unit Testing, Automation Testing, Performance Testing, SDLC, Web Development, Application Development, Software Design, Software Architecture, Leadership, Mentoring, Communication, Problem Solving', 'Kotlin, Java, React, JavaScript, TypeScript, Node.js, HTML, CSS, AWS, Kubernetes, REST APIs, SOLID, TDD, Agile, Scrum, Gitlab, JIRA', 'Full Stack Web Development, Agile Development, Web Security, Identity Management, .NET Framework, Sitefinity, ASP.NET / C#, Angular, Azure, Web APIs, SQL Server, Cloud Native Application Development, TDD (Test Driven Development), DevOps, CICD Tools, Azure DevOps, Jenkins, Bamboo, Github actions, Agile Methodology', '.NET Core, C#, LINQ, Rest APIs, UWP, WinForms, Mobile (Android iOS), Enterprise SingleSignOn, Azure Active Directory, App Services, Push Notifications, JSON, XML, ODATA, Visual Studio App Center, Continuous Integration (CI), Continuous Delivery (CD), DevOps, Git, TFS, Visual Studio Team Services (VSTS), Agile Methodology, Xamarin Forms, Xamarin Native Development, Xamarin iOS, Xamarin Droid, Xamarin Studio, XAML, Visual Studio, Linux, Windows, TSQL, MongoDb, Entity Framework, GMP Manufacturing Environment, CrossPlatform App Development, Lifecycle, User Experiences, Roadmaps, Shared Projects, Portable Class Library (PCL), CrossPlatform UX Design, Xamarin Binding, REST API Integration, FrontEnd MultiPlatform App Development', 'Generative AI, Backend development, Enterprise software, Typescript, Node.js, Python, MySQL, Agile, Scrum, Vercel, Render, GPT4, PaLM, Langchain, Nocode platforms, Enterprise security', 'Python, Django, Django ORM, Data warehousing, Big data, Cloud computing, DevOps, Ansible, Azure Pipelines, Cloud Formation, Terraform, Microservices, MySQL, PostgreSQL, Celery, RabbitMQ, Redis, PHP, Docker, Kubernetes', 'Robotics, Motion Planning, Controls, Software Development, C++, Python, Bazel, Git, Unit Testing, CI/CD, Version Control, Computer Science, Data Structures, Algorithms, Graph Search, Geometry', '.NET Core, Docker, Kubernetes, React / Node.js, C#, ASP.NET Core, TDD, CI/CD automation, DDD, BDD, Integration Testing, Performance Testing, Nuget Package Management, JavaScript, SQL Server, MongoDB, Microsoft Azure, Java, C++', 'Software Quality Engineering, Six Sigma, Lean Manufacturing, FDA regulations, GMP, IEEE 1012, ISO 13485, Statistical analysis, Data analysis, Report writing, Information Technology, Data mining, ASQ CSQE certification, Multitasking, Prioritization, Time management, Organizational skills, Attention to detail, Travel readiness, Attendance management', 'Java, Linux, Agile, DevOps, Objectoriented software design and development, Perl, Python, Ansible, Jenkins, Containers, Spring Framework, Security+, Satellite communication systems and protocols, Secure coding practices', 'Linux, Virtualization, Containerization, Ceph, Linux filesystems, Networking, OpenStack, Kubernetes, Open source applications, Software engineering, Computer science, STEM, Python, Go, C, C++, Gdb, Git, Source code repositories, Ubuntu, Kernel, Userspace, QEMU/KVM, LXC/LXD, Postgresql, Mongo, Debian packaging, Distributed systems, Personal learning and development budget, Annual compensation review, Recognition rewards, Annual holiday leave, Maternity and paternity leave, Employee Assistance Programme, Priority Pass for travel and travel upgrades, Remotefirst company', 'Software Engineering, Agile, Scrum, Microservices, AWS, IAM, Angular, GraphQL, Java/Spring, Node.js, Python, PostgreSQL, MongoDB, Kafka, Kinesis, EventBridge, SNS, SQS, Problem Solving, Analysis, Design, Testing, Communication, Presentation, Teamwork, Industry Knowledge, Learning', 'BackEnd Web Development, FrontEnd Development, FullStack Development, Software Development, Cascading Style Sheets (CSS), C#, ASP.NET, Web API, .NET, SQL Server, AWS, Azure, Entity Framework Core, OOP, Unit Testing Strategies, Relational Databases, Webbased Application Development, Quality Control, Integration with Stakeholders, Thirdparty APIs, Release Schedules, Upgrades, Patches, Maintenance, Scalable Software Products, Microsoft (certification), AWS (certification), Azure (certification), Test Automation (certification), REST APIs, OAuth 2.0 Protocols, React, Angular, MVC Web Development, HTML/CSS, NoSQL Databases, Microsoft Azure, Amazon AWS, Jira, Confluence, SharePoint, React.js, Angular, HTML, MySQL, SQL Server, MongoDB, GitHub, Azure SQL Database, Legacy Methodologies', 'Android SDK, Appium, Eggplant, Selendroid, Kotlin, Java, JUnit, Espresso, TDD, Android Studio, Gradle, Git, GitHub, CI/CD, GCP, JavaScript, Node.js, GoLang, Agile, Scrum, JIRA, Confluence, Google Play Store, Firebase', 'Java, JavaScript, Spring, Spring Boot, Node, Microservices, CI/CD, DevOps, GIT, Cypress, JUnit, GCP, Pair Programming, TDD, BDD', 'C, Configuration management tools, Activity management tools, Embedded software, Realtime debugging, Static analysis, Data acquisition systems, CAN UDS J1939, MATLAB Simulink/Stateflow, PERL/Python, AutoSAR, ASPICE V3.0, ISO26262, Multicore, Agile, V cycle, MISRA, Lauterbach, IBM Rational ClearCASE, Unity Plastic SCM, QAC, INCA, ATi, ClearQUEST, Jira', \"C#, C++, VS Code, PowerShell, Bash, VB.NET, Python, Agile methodology, Security+, CISSP, CASP+, CE certification, Jira, Gitlabs, GitHub, SQL, MS Windows Server, Linux, VMWare ESXI hypervisor, PowerCLI, DISA Security Technical Implementation Guidelines (STIGs), Bachelor's degree in computer science, VMware ESXi, Microsoft Windows Server, Army tactical communications systems, Network Modernization systems\", 'AWS, TypeScript, MySQL, GraphQL, NoSQL, Node.JS, ETL, Data engineering', 'Software Engineering, Agile, Configuration Control, C++, Python, Java', 'C++, Digital Signal Processing, Software Development, Systems Engineering, LabVIEW, MATLAB, GreenHills MULTI Integrated Development Environment, DOORS, ClearCase, ClearQuest, TI DSPs, Code Composer Studio, Rhapsody', 'Software Engineering, Storage Systems, Device Drivers, Databases, Networking, Embedded Software/Firmware Development, Linux, C/C++, Agile Methodologies, Replication Technologies', 'Python, Java, AWS, Apache Spark, Apache Kafka, REST, CI/CD, Unit testing, Integration testing, Load testing, Serverless architectures, Lambda, Glue, Big Data, Streaming, SQL, Redshift, Vertica, Snowflake, Data processing, Data pipelines, Data engineering, Data science, Agile development, Source control, Analytics databases, Relational databases', 'Software engineering, Agile development, Cloud engineering, DevOps, QA, React Native, Expo, AWS, Serverless paradigm, MongoDB, Elasticsearch, React.js, Strapi, React Native Testing Library, Appium, Python, Java, C#/.NET, Go, JavaScript, TypeScript, SQL, Relational databases, Data structures, Algorithms, Design patterns, Agile development processes, Computer science concepts', 'Cloud Software Developer, Full Stack Development, C#, ASPX, AngularJS, Angular 7, .NET, SQL, NoSQL, Cosmos DB, MongoDB, Entity Framework, NHibernate, Microservice architecture, Message bus, Web API, AWS, Docker, Terraform, Jenkins, TFS, Jira, SOAP UI, Zigbee controllers, BLE', 'Frontend development, UI/UX design, ReactJS, JavaScript, HTML, CSS, Security, Identity management, Data protection, Privacy, Fraud detection, Product management, Data science', 'Java, SQL, Azure, Cloud, Kafka, Docker, Kubernetes, Dynatrace, NodeJS, Spring Boot, Azure SQL, Postgres, TDD, Agile, DevOps', 'Software Quality Assurance, Automation Engineer, RESTful APIs, SOAP Web Services, Web applications, Windows services, Automation techniques, Data validation, Troubleshooting queries, Test automation framework, Windows operating systems, Linux, Selenium, Junit, JMeter, Cloud technologies, AWS, Microservices, API testing, SDLC process, DevOps, Accounts Receivable, Collections, Docker, Kubernetes', 'Software engineering, Linux, Windows, Code reviews, Software development standards, Data modeling, Software testing, C/C++, Fortran 95/2003, Java, Python, C#/.NET, Source code version control systems, Microsoft Office, English, Communication skills, International teamoriented environment, Problemsolving, Regulated business industry, Team leadership, Organization, Selflearning, Nuclear engineering knowledge', \"Programming, Software design, Debugging, Documentation, Testing, Development, Bachelor's degree, Knowledge of standard concepts, Knowledge of practice, Knowledge of procedures\", 'HTML, CSS3, JavaScript, jQuery, PHP, Laravel Framework, Eloquent ORM, RDBMS, MySQL, MVC Framework', 'Software Development, Testing, Postman, RestAssured, Automation Framework, Java, OOP, Selenium, Cucumber, Jmeter, LoadRunner, XPath, DataDriven Testing', 'C language, Realtime operating systems, Processor architectures, Communication protocols, Device drivers, Communication buses, Software development, RTCA DO178, EN 50128, IEC 62304, Scripting languages, Python, Continuous integration, Continuous testing, Debugger probes, Software drivers, Protocols, PCIe, ST32 processor family, QorIQ processor family, Ethernet stack development, Network Interface Cards drivers development, ARINC429 adapter drivers development, CAN Bus drivers development', 'Software Development Lifecycle, Data engineering, Data management, Microsoft technologies, Cloud technologies, Azure Cloud, Service Now, Ansible, Jenkins, VSTS, SAFe, Scrum, Kanban, Computer Science, Object Oriented Design, Programming, C#, C++, Angular, Node.js, SQL, R, Java, JavaScript, Python, API design, Modern UI, Public cloud services, Infrastructure as Code, Systems thinking, Strategic thinking, Data architectures, Machine Learning, Artificial Intelligence, Stream processing, Real time analytics', 'Software Engineering, Python, AWS, Kubernetes, Payments Industry, Java, Code Review, Data Analysis, Leadership, Communication, Collaboration, API, Business Requirements, System Design, Service Oriented Architecture, Performance Development', 'C/C++, Embedded systems, Objectoriented programming, Computer vision, FPGA computing hardware, PCIe driver development, Highspeed data acquisition, Realtime closedloopcontrol systems, OS coding techniques, IP protocols, Linux OS, robotics, industrial automation systems', 'C/C++, Embedded Software, Software Development, Software Engineering, Software Framework, User Interface Design, Telematics, Satellite Radio, Internet Protocol, Communication Security, Linux, BLE, CAN, Java, HTTP, JSON, QT, Flutter, Rust, AUTOSTAR, Client/Server, IPC', 'Figma, FigJam, WebAssembly, React, Typescript, GraphQL, Livegraph, C++, Python, Java, ObjectiveC, Go, Rust, UX, UI, REST APIs', 'C++, C#, Python, .NET, UI/UX, OOP, Software Development Life Cycle, Object oriented programming', 'Software Engineering, Computer Engineering, DoD Acquisition, Agile Development, Continuous Delivery, Operating Systems, Software Languages, Computer Hardware, Cybersecurity, Field Programmable Gate Arrays (FPGA), Firmware Development, Hardware Development, System Design, Software Architecture, Interoperability, System Testing, Test Data Analysis, Communication Bus Architectures, Program Documentation, Proposal Evaluation, Systems Analysis, Technological TradeOff Studies, Configuration Management, Quality Assurance, SAP Eligibility, Software Integration, Software Configuration, Software Test and Evaluation, Software Certification, Software Development Methodology, Software Tools', 'Embedded Software Design, System Integration, Hardware, C++, OOA/OOD, Linux, Windows, MultiThreading, IP Socket Programming, UML Design Tools, Microsoft Visual Studio, Eclipse, Software Defined Radios, TDMA, CDMA', 'Python, Selenium, Postman, Jenkins, Unit testing, Shell scripting, Linux, Data analytics, Visualization, Embedded system testing, Troubleshooting, Database, Web application development, Communication, Interpersonal skills, Multisite team environment, Selfdriven, Selfmotivated, Computer Science, Engineering', 'Kotlin, Python, Java, JavaScript, Dataflow, Cloud AI Platform, KubeFlow, Spring, React, BigQuery, BigTable, Postgres, Google Cloud, Kubernetes, AI, Machine Learning, Data Science, Cloud Computing, Distributed Systems, Software Architecture, Software Design, Software Development, Software Engineering, Product Management, UI/UX Design, Computer Science, Software Engineering Principles, Empathy, Kindness, Positive Attitude, SelfAwareness', 'Linux system administration, Red Hat Enterprise Linux, Software testing, IT products, Security+ CE certification, CompTIA Security+ CE certification, DoD Secret Level Security Clearance, Network solutions, Test cases, Test reports, Software load plans, Documentation, Oral communication, Hardware specifications, Desktops, Laptops, Servers, Quality, IT industry, Navy IT21 networks, ADNS, CANES, Virtualization technologies, Red Hat Kernelbased Virtual Machine (KVM), VMWare virtualization products, TCP/IP networking fundamentals', 'Python, Typescript, React, Postgres, Kubernetes, Elasticsearch, ML, Data engineering, DevOps, relational databases, Backend engineering', 'C++, Python, Javascript, HTML, Network management, System management, Stage or set workflows', 'Software Architect, Software Engineer, Frontend Development, Backend Development, JavaScript, Flutter, React, Node.js, Rust, Golang, Visual Studio Code (VSCode), Codespaces, Open Source Contributions, GitHub, Scalability, Maintainability, Problem Solving, Troubleshooting, Communication, Collaboration, Computer Science', 'C#, C++, Unity, Unreal, Game Engines, Software Development, Simulation, Gaming, Virtual Reality, Lead Role, Technical Teams, Project Delivery, Planning, Designing, Testing, Implementation, Software Solutions, Customer Requirements, Design Constraints, Technical Innovations, Code Development, Team Performance, Customer Satisfaction, Continuous Learning, New Concepts, Computer Science', 'React, Node.js, JavaScript, TypeScript, State Management, Frontend UI technologies, Frontend architectures, Middleware architectures, Clean code, Cloudbased architecture, DevOps process, Source control (Github), CI/CD process, Test automation, Logging practices, Metrics dashboards, Agile teams, Crossfunctional teams, Design documents, New technologies, Emerging technologies', '.NET Core, JavaScript frameworks, Agile methodologies, Cloud native architectures, Software deployment, AWS, Debugging, Critical thinking, Communication, Software development principles, Software programming, Scrum, Product ownership', 'C, Engine Management, Automotive Powertrain, Powertrain Controls, Engine Controls, Transmission Control, Calibration, ECU, I/O, DoE, Combustion Engine', '.NET Core, C#, Angular, TypeScript, Cloud Platform, Microservices Architecture, Docker, Kubernetes, NoSQL Database, Azure DevOps, Cosmos, Containerization', 'JavaScript, TypeScript, Agile development, AWS, Containers, NoSQL, SQL, Unit testing, Peer review, Observability, System design, Problemsolving, Collaboration, Asynchronous programming, Distributed systems, Debugging, Incident resolution, RCA (root cause analysis), Security best practices, Software design, Web services, Tradeoffs, Design patterns', 'Python, React, Google Cloud Platform, Cloud Functions, Cloud Run, AI, Front End, Microservices, FinOps, Scrum, Sprint Planning, Daily Standup, Sprint Retrospective, Software Engineering, Research, Communication, Collaboration', '.NET Core, .NET Framework, C#, Python, Angular 14+, Typescript, Distributed systems, Microservices, Machine learning, Event streaming, Continuous Delivery & DevOps, Docker, Kubernetes, Serverless, Azure Search, PostgreSQL, Cosmos DB, Terraform, Azure Service Fabric, Azure Service Bus, Azure Event Hubs', '.NET, C#, F#, Functional programming, Objectoriented programming, API development, Agile methodologies, DevOps, Cloud development, Kanban, React, Embedded programming, Version control, Code analysis, Automated testing', 'Patent Attorney, Patent Agent, Computer Science, Computer Engineering, Software Engineering, Cryptography, Blockchain, Artificial Intelligence (AI), Machine Learning (ML), Enterprise and Mobile Applications, Databases and Data Structures, Web and Cloud Services, Virtualized Environments, Virtualization, Operating Systems, Software User Interfaces, Open Source, 3D Graphics, Digital Design, Grid Computing, Telecommunications, Computer Networking, Network Protocols, Computer Architecture, Network Security', 'Java, .NET, C#, API development, Android, Windows 10, Software release control, Software configuration management, Software development, Systems Analysis, Systems Architecture, Systems/Equipment Support, Test and Evaluation, Logistics, C4ISR requirements, ATAK, Linux', 'Cloud computing, AWS, RESTFul, GraphQL, RDBMS, KeyValue Stores, SearchIndex, Object Storage, Unit testing, Integration testing, Endtoend testing, DevSecOps, Continuous integration, Continuous delivery, CRM, ERP, IT Service Management, Data Warehouse, Data Lake, Data Engineering, React, iOS, Android, Crossplatform frameworks, JavaScript', 'JavaScript, React, TypeScript, Node.js, Agile, Scrum, Jira, Jenkins, Docker, AWS, S3, Kinesis, CloudWatch, ElasticSearch, Python, Java, GitHub', 'Python, SQL, Data Engineering, Business Intelligence, ETL, Airflow, Spark, AWS, EC2, S2, IAM, Kafka, Flink, Snowflake, Redshift, PostgreSQL, DBMS', 'Java, PHP, C#, Node.js, HTML, CSS, JavaScript, Drupal, Oracle DB, Git, Maven, Composer, NPM, AWS, Azure, GCS, JSON, XML, API, SQL, MariaDB, PostgreSQL, SQL Server, Oracle, US Citizen, Permanent Resident, Secret Clearance, GIAC, ISACA, ISC2, ECCouncil, CompTIA, Cisco', 'Azure DevOps Services, Docker, Kubernetes, AWS EKS, ArgoCD, Azure DevOps, MSBuild, YAML, Python, C#, JavaScript, PowerShell, SQL, Git, Continuous Integration, Continuous Delivery, Continuous Deployment, Ansible, Terraform, CloudBees CD, Consul, NuGet, Vault, Artifactory, Agile development, Amazon Web Services (AWS)', 'React.js, Webpack, Redux, Flux, JavaScript, CSS, HTML, Java Spring, HTML5, TypeScript, REST API, Relational DB, UML, Agile development methodology, Atlassian tools, JIRA, Bitbucket, Confluence, Browserbased debugging, Performance testing software, UI design principles', 'Software Engineering, Computer Science, Computer Engineering, Electrical Engineering, C Coding Language, Embedded Software Development, Verification, DO178, Model Based Development (DO331), Cybersecurity, MathWorks Tools, Generator and Bus Power Control, Cross Functional Team Collaboration', 'Software Engineering, Fraud Detection, Risk Management, Java, Python, JavaScript, R, SQL, NoSQL, AWS, GCP, Azure, Machine Learning, Data Mining, Data Analytics, Agile, Scrum, Kanban, Jira, Confluence, GitHub, Slack, Zoom', '.NET, JavaScript, React, Vue, Angular, ASP.NET Core, C#, Microsoft SQL Server, REST API, CI/CD, Test Driven Development, AWS', 'Linux, ROS / ROS2 / MicroROS, C++, Rust, Object Oriented Design, Realtime embedded operating systems, Electrical components, Code reviews, Unit testing, TDD, Embedded debugging tools, Hardware device drivers, Yocto SDK, Yocto Recipe, Layers, ROS planning modules, Visual odometry, Mapping, SLAM, GCC, Git, Python, BASH, J1939, TCP, UDP, Agile software development, Mechanical aptitude, Wiring harnesses, Soldering', 'EFT payment processing, ASP.NET MVC, .NET Core, Bootstrap, SQL Server, Azure SQL, Azure Cosmos, DB2, Redis Cache, .NET Framework 4.7+, .Net 6+, C#, JS/jQuery, Objectoriented design, Software Architecture Document, Change requests, Software project scoping, Requirements Gathering and Analysis, Impact Analysis, Software architecture design and development, ObjectOriented development concepts, SDLC, TestDriven Development, Vendor management', 'Software development, Troubleshooting, C, C++, C#, Java, XML, Communication busses, Protocols, Mobile applications, iOS, Android, Firmware, Embedded hardware, Architectures, Documentation, Writing, Microsoft Office, FDA, cGMP, ISO, Medical device regulatory requirements, Class II 510K medical devices, ISO 13485, Project documentation, Records, Teamwork, Communication', 'Python, C++, Machine Learning, TensorFlow, Object Oriented Programming, Linux, Microsoft Office, Data Analysis, Semiconductor Industry, Lithography, Optical Proximity Correction, GPU Programming', 'Software Engineering, Agile Development, .NET Framework, C#, F#, VB.NET, HTML, CSS, JavaScript, AJAX, SQL Server, REST, RPC, MVC, ASP.NET, Windows Services, Unit testing, Debugging, Troubleshooting, Communication, Teamwork, Analytical Skills, Problem Solving, Critical Thinking, Organizational Skills, Time Management, Selfmotivation, Flexibility, Innovation, Fastpaced Development', 'C++, Linux, Unix, Data Structures, Multithreading, Problem Solving, C++11, C++14, OS Concepts, Database', 'C++, C#, Java, Python, Objectoriented design (OOD), Objectoriented analysis (OOA), Agile methodology, PLC programming, Drives programming, Test driven development, Test automation, Build and configuration management, Industrial automation', 'AWS, SaaS, Automotive mobile data, Automotive analytics, Microsoft, Full Stack, ASP.NET, Entity Framework, RabbitMQ, Angular, Vue.js, React, HTML, JavaScript, CSS, .NET WebAPI, RESTful APIs, C#, Async technologies, Lambda, EC2, S3, DynamoDB, API Gateway, CloudWatch, Microservices, Terraform, CI/CD Pipeline, SOAP services integration, Serviceoriented architecture (SOA), Web Service Development, MS SQL Server, Agile scrum methodology, Communication skills, Project management skills, Collaboration skills, Mentorship skills', \"SAP ABAP, S/4 HANA, Fiori, OData, CDS, SAP Workflow, XML, JSON, SOAP, REST, EDI, ANSI X12, EDIFACT, HTML5, CSS, JavaScript, Web IDE, Software Engineering, Functional Design Analysis, Technical Design, Development, Unit Testing, Code/Design Reviews, ProblemSolving, Ingenuity, Innovation, Performance Tuning, Maintenance, Communication, Organization, Multitasking, Prioritization, Teamwork, Leadership, Bachelor's Degree in Computer Science or Information Systems, Programming Languages, Operating Systems, Databases\", 'PyTorch, AWS, Kubernetes, Slurm, Docker, Jenkins, AWS Sagemaker, Batch, Unit testing, ML automation, Data loop, Continuous training, Data selection, Training, Evaluation, Deployment, Machine Learning, Neural network, Data formats, Data loading, Model conversion, Embedded hardware, Python, MultiGPU', 'DevOps, Data management, Scalable solutions, Automation testing, Data analysis, Reporting, Release capabilities, Security best practices, Version management, Collaboration platforms, Guidance documents, Agile methodologies, Scrum methodologies, Software tracking tools, IT project management tools, Atlassian products, .NET, NodeJS, HTML, Javascript, Python, SQL, Azure DevOps, XML development, XSL(T), Business analysis, Process analysis', 'Software Testing, API, Embedded Systems, Debugging, Test Setup, Software Development, Cloud Computing, Security, Javascript, C++, Computer Science, Design Patterns, Databases, Storage Services, RESTful APIs', 'Software Architect, Automotive Systems, InVehicle User Interfaces, Infotainment Systems, Connected Services, User Experience Design, C/C++, Java, Python, Embedded Software Development, CANalyzer, CANoe, Diagnostic Tools, CAN/LIN/Ethernet, Multimedia Frameworks, Communication Protocols, Connectivity Technologies, ProblemSolving Skills, Creativity, Collaboration, Communication Skills, ISO 26262, Cybersecurity', 'Java, Linux, Agile, DevOps, Software Engineering, Software Design, Software Development, Software Testing, Systems Engineering, Hardware Design, Software Systems, Software Performance, Software Reliability, Software Scalability, Software Reviews, System Integration, Teamwork, Program Milestones, Project Milestones, Software Processes, Software Procedures, Software Development, Software Documentation, Software Maintenance, Software Management, Satellite Technology, Ansible, Jenkins, Containers, Spring Framework, Security+, Atlassian, Satellite Communication Systems, Satellite Protocols, Secure Coding, Defense, Aerospace', 'VR devices, APIs, Systemlevel framework, Crossfunctional teams, Application and Platform teams, OS internals, Coding and design skills, Clean readable code, Upfront debugability, Testability, Software frameworks, Interfaces, Design reviews, Code reviews, Computer Science, Computer Engineering, Software development, Desktop applications, Operating Systems, AOSP, Identity, Device management, iOS/Android, Device Security, Android Enterprise, Android internals, macOS internals, Windows internals, Frameworks services, C++, Java, Android SDK, Android NDK, Android JNI, Android IPC mechanisms, Linux OS development, Mobile platforms (Android/iOS), Android performance tools, Security models, Android UI frameworks, Services', 'Software Engineering, DevSecOps, Agile, C++, Linux, System Administration, Cybersecurity, HighPerformance Computing, Computer Science, Software Engineering, Windows, .NET, Java, Web Development, Mobile Development, Embedded Development, Cloud Computing, Data Engineering', 'C, C++, Embedded application development, Realtime application development, Flight simulator/avionics experience, C#, Python, Linux OS, Realtime Linux, ADA, FORTRAN, Computer Engineering, Computer Science, Electrical Engineering, Security + Certification', 'React, Ember, Angular, Typescript, Elm, Web Components, Continuous Deployment, Code Reviews, Unit Testing, Integration Testing, Acceptance Testing, Industry Trends, HIPAA, Code of Conduct, JavaScript, ObjectOriented Analysis, SQL, WorkLife Balance, TimeOff Policy, Flexible Work Schedule, Remote Work, 401(k) Matching, Adoption Assistance, Fertility Treatments', 'C++, FPGA, EDA, Verilog, SystemVerilog, Logic simulation, Multithreading, Concurrent programming, Objectoriented programming, Machine learning, Artificial intelligence', 'C++, Python, Linux, Linux Networking, Python Packaging, CMake, Jenkins, CI/CD Systems, Docker, CrossPlatform Development, Windows, macOS, Network Programming, Pybind11, Web Assembly, JavaScript, TypeScript, OpenGL, OpenSource Codebase, APIs, Lidar, Imaging, Sensors, Hardware Products, Security, Nvidia Jetson, QNX, DriveSmith', \"Java, Linux, Windows, ASP, Perl, C++, HTML5, JavaScript, CSS, ERP, Bachelor's degree, Testing, Maintenance\", 'Python, REST APIs, Streamlit, d3.js, vega (lite), CI/CD pipelines, Database systems, AWS EC2, AWS S3, AWS RDS', 'Agile, Software engineering, Geospatial processing systems, Unit testing, Software design, Product roadmap, Product development, Software implementation, Team leadership', 'Data engineering, Machine learning, Distributed systems, Cloud computing, Kubernetes, Linux, Python, Java, C++, Scala, Golang, NoSQL databases, Git, Continuous integration/continuous delivery (CI/CD), Infrastructure as Code (IaC), DevOps, Amazon Web Services (AWS), Google Cloud Platform (GCP), Microsoft Azure', 'Software Design, C#, Communication Skills, Interpersonal Skills, Customer Focus, Teamwork, Multisite Collaboration, Multicountry Collaboration, Learning and Development, Continuous Learning, Latest Technologies, Computer Engineering, Computer Science, Electrical Engineering, Diversity & Inclusion, Disability Confident Program, Competitive Salary, Bonus Scheme, Annual Leave, Holiday Buy & Sell Program, Pension Scheme, Employee Share Ownership Program, Health & Wellbeing Support, Gym Flex, Open Talent Market, Global Mobility, Mentorship, Learning Portal, Digital Transformation, Energy Management, Automation, IoT, R&D', 'C++, Python, Bash, SQL, Java, Perl, Linux, System Performance, Network Communication, Risk Management, Performance Tracking, Data Analysis, System Programming, Network Programming, Software Design, Debugging, Troubleshooting, Problem Solving, Latency Optimization', 'BMS, HVAC, IoT, Trend IQVision, Tridium, GDPR, BS, ISO, BCIA, M&E, SQL, LinkedIn, Oracle, Tableau', 'Java, Python, SQL, Node.js, Go, Scala, RDBMS, NoSQL, Docker, Kubernetes, AWS, Jenkins, Agile, Distributed microservices, Full stack systems, Cloud computing, Open source frameworks, Microservices architecture, Agile development, Software engineering, DevOps, Version control, Continuous integration, Unit testing, Refactoring, Debugging, Presentation skills, Technical writing, Problemsolving, Teamwork, Communication', '.NET, C#, ASP.NET, HTML, CSS, SQL, SQL Server, JavaScript, Azure, AWS, Microsoft Visual Studio, Agile, User Acceptance Testing, Software Development Life Cycle, API Development, Data Structures, Stored Procedures, Data Conversion, Debugging, Testing, Government Contracting', 'Software Architecture, Agile Development, Network Engineering, DevOps, Linux Administration, ObjectOriented Programming, Automation, Git, FullStack Development, Telecommunications, Network Management, Juniper Contrail, Ciena Blue Planet, Nokia NSP, Cisco NSO, OpenDaylight, ONOS, DPDK, vSwitch, SPLUNK, Netflow, Nagios, Cacti, PRTG, RANCID, Blue Planet ROA, Analytics, MCP+, Juniper, Cisco, Arista, Ciena, MRV, Nokia, Netcracker, OSPI, IQGeo', 'DevOps Engineering, Ansible, Kubernetes, Docker, AWS, Java, Python, SQL, Ruby, Go, Terraform, Agile Development Practices, Bash, Perl, JavaScript, Golang', 'C#, .Net, SQL, Angular UI, MySQL, MSSQL Server, SOX 404, FDA 21CFR Part 11 Validated Systems, MES, ERP', 'Cloud Software, AWS Cloud, Kubernetes, Docker, Terraform, Python, Bash, Go, Kubernetes Backup, Kubernetes Restoration, VSCode, Git, Software solutions', 'Data sharing, Searches, Suspense tracking, Document handling, Archived data, Records, Knowledge management enterprise systems technology, Intranet, Internet, Data query process, Software application, Databases, Web technologies, MS SharePoint, Software development, Web database systems, Encryption, Federal Information Protection Standards (FIPS), Microsoft .Net Framework (VB and C#), Microsoft SQL Server, Microsoft Excel, Microsoft Visual Basic, Microsoft Access, Entity Framework, JQury, Web services, SQL Server Reporting Services, Webbased applications, Database development, Microsoft SQL Server 2016 2022, Microsoft Access 20102019', 'Agile environment, Userfacing systems, HTML, CSS, Vue.js, TypeScript, Node.js, SQL/No SQL databases, SQL, MySQL/MariaDB, Redis, CI/CD, UI/UX design, Automated testing, Python, PHP, React, Angular, Mobile development', 'Python, Java, C++, JavaScript, Agile software development, Software architecture, Microservices, REST APIs, Software libraries, Fullstack web development, Testdriven development (TDD), Unit testing, Integration testing, System testing, CI/CD pipeline, Databases, JSON, XML, Analytical software, NoSQL, MongoDB, Docker, Scrum Master, Software team leadership.', '5G, LTE, VoLTE, Core Network, Transport Network, Access Network, System Integration, Performance Management, Network Management, IoT Technologies, 3GPP Standards, 5G Private Networks, IP Routing, Switching, MPLS, Layer 2 VPN, Layer 3 VPN, Secure Networks, Access Routing, Switching, CDMA, WCDMA, OFDM, UMTS, WiFi, IEEE802.11, IEEE802.15, SLA, NEF, Network Slicing, 5G Edge Enablement, Service Enablement Layers, Linux Open Source, 5GSuperBlueprints', 'Python, Java, Java/Spring, REST, Agile, Git, AWS, Kubernetes', 'Embedded Software Development, C++, Linux Operating Systems, Debian Distribution, Unit Testing, SDETs/QA, Lab Tools, Concurrency, Jenkins Continuous Integration, Make, Google Test, Python, Golang, Network Programming, TCP, UDP, Sockets, REST, Standard Bluetooth, BLE Bluetooth, WiFi, Linux Kernel Development, Device Trees, Driver Modification, Backporting, Bootloader Customization, Qt Stack, Agile Development', 'Software Developer, Data Acquisition, Systems Design, Systems Implementation, Systems Maintenance, Python, Javascript, Rust, WebSockets, Communication Protocols, Microservices, Message Queuing, RESTful APIs, Kafka, MongoDB, SQL, DevOps, AWS, Cloud Platforms, Data Warehousing, Data Structures, Algorithms', 'Java, C#, Python, JavaScript, Go, AWS, API, Software development, Distributed systems, System architecture, DevOps, Code review, Complex problem solving, Leadership, Communication, Collaboration, Engineering management, Scalability, Reliability, Performance', 'Embedded Software Engineering, Firmware Development, Communications, ARMbased microcontrollers, C Programming, Electrical Circuits, Troubleshooting, Git, Code Review, Analysis, Validation, Release, Workplace Safety, APIs, ADCs, CAN, SPI, UART, I2C, Ethernet, Realtime Operating Systems, JTAG Debugging, MISRAC, CERTC, Jenkins, Bamboo, Automated Testing, Static Analysis, Source Code Management, Electrical Schematics, Electromechanical Systems, Python, C++, Linux', 'Mobile engineering, Android, Kotlin, Android SDK, Java, Android studio, RXJava, Concurrency, Data structures, Algorithms', 'C/C++, Rust, Go, Lua, Nginx, Python, Typescript, JavaScript, ReactJS, Microservices, Computer Science, Engineering, Mathematics, Statistics, Critical thinking, Problemsolving, Curiosity, Empathy, Communication, Teamwork, Adaptability, Software development, Internet technologies, Cloud computing, Networking, Security, Data analysis', 'C, C++, Embedded application development, Realtime application development, Flight simulator/avionics experience, C#, Python, Linux OS, Realtime Linux, ADA, FORTRAN, Computer Engineering, Computer Science, Electrical Engineering, Security + Certification', 'Software Engineering, System Design, API Design, Cloud Computing (AWS), MultiCloud/MultiRegion Environments, Automation Tools/Technologies, Git, CI/CD, Testing Tools (Cypress Mocha Jasmine), Data Display and Visualization, Datatables, D3.js, Plotly.js, API Gateway, Service Mesh, Kubernetes, RateLimiting, CallerPays, SalesForce Integration, API Billing Implementations, DataDog, Gloo, CloudFlare, AngularJS, ReactJS', 'Agile Development, C130J, C5, Coding, Configuration Management, Highlevel Design, Integration, PM 4001, Requirements Analysis, Software Development, Systems Engineering, Testing', '.NET, .NET Framework, .NET Core, C#, TypeScript, JavaScript, Xamarin Forms, Blazor, ASP.NET, HTML, CSS, C++, WPF, Windows Forms', 'Open source software, Linux, Data centre automation, Python, Go, Metal As A Service, Networking, Storage, Usability, Continuous integration, Documentation, Technical communication, KVM, LXC, PXE, DHCP, TFTP, DNS, NTP, Baseboard Management Controllers, Redfish, IPMI, AMT, Launchpad, Debian packaging tools, APT, dpkg, snapcraft', 'Terraform, Ansible, DevOps, Cloudbased services, Infrastructureascode tools, Virtualization, Containerization, Networking, Azure, Security best practices, CMS/NIST quality and compliance standards, Data services, Technical depth interviews', 'Software QA, Agile, Software Engineering, Test plans, Test cases, Automated testing, Software quality, Defect tracking, Regression testing, Exploratory testing, Git, CI/CD, Appium, Selenium, Postman, MySQL, BDD, TDD, WCAG, APIs, Web applications, Functional testing, Nonfunctional testing', 'Backend development, Code review, Team management, Agile software development, Code optimization, Technical best practices, Python, FastAPI, Flask, Django, SQLAlchemy, Postgres, Alembic, Azure, IoT, React, REST APIs, WebSocket APIs, Microservices architecture, Team leadership', 'Salesforce, Field Service Lightning (FSL), Territory Management, Route Optimization, Health Cloud, Apex, SOAP/REST Integration Services, Lightning Web Components (LWC), Salesforce Integrations (API), Batch Processing, Bulk API, Cloud, On Prem SalesForce, API Integrations, Lightning Framework, VS Code, Git, GitHub, Gitlab, Salesforce DX, Salesforce CLI, UML, Unit Testing, Agile, System Architect, Source Control, Static Code Analysis, Security Reports', 'Software Development, DevOps, Continuous Integration, Continuous Delivery, Continuous Security, Agile Software Development, Agile Software Delivery, Unit Testing, Integration Testing, Cloud Solutions, Azure, C#, DOTNET, React, ASP.NET Core, Entity Framework Core, TypeScript', 'C#, .Net Framework, .Net Core, RDBMS, Cloud Native Applications, FrontEnd Frameworks, Container Orchestration, IEC 62304, ISO/IEC 12207, Medical Software Development, Design Control, Linear Algebra, Quaternions, Image Processing, OpenGL, Windows Presentation Foundation, Universal Windows Platform, C++, C, CI/CD, CloudBased Deployment, Windows Application Development, Tablet Application Development, Embedded Systems Development', 'Go, Postgres RDS, AWS SQS, CircleCI, AWS Lambdas', 'Software Engineering, Fullstack Development, ReactJS, NodeJS, Git, CI/CD, Jenkins, Containers, Docker, AWS, GCP, PostgreSQL, Mongo, TCP/IP, Agile Development, Shell Scripts, RESTful APIs, User Interface, Computer Architecture, AI, Autonomous Systems, Perception Systems, Controller Systems', 'Lead Software Engineer, Javascript/Typescript, React/Node.js, AWS, Agile methodologies, Web accessibility fundamentals', 'Java, REST, System Design, Coding Standards, Code Reviews, Source Control, Build Processes, Testing, Operations, Technical Communication, Architecture, Design Patterns, Reliability, Scaling, Software Development', 'Software Development, Realtime plant process monitoring, Nuclear power plants, C/C++/C#, Azure DevOps, Git, Microsoft Visual Studio, JavaScript, CSS, HTML, Oracle, SQL Server, Unit testing, System testing, Formal testing, Integration testing, Hardware integration', 'Software Development, Embedded Software Security, Automated Tests, ObjectOriented Programming, C++, Python, Continuous Integration, Git, Jenkins, Unit Testing, Agile Development, Industrial Protocols, Common Industrial Protocol (CIP), IEC 61508, IEC 62443', 'UI framework, DevOps, Webpack, ESBuild, Lambdas, S3, CDKTF, Docker, React, TypeScript, HTML, JavaScript, CSS, Node.js, Express, AWS, Agile', 'Software Engineering, Go, PHP, JavaScript, Typescript, API design, REST, RPC, protobuf, gRPC, OpenAPI, Microservices, Docker, AWS, Jenkins, MySQL, Redis, DynamoDB, S3, OpenSearch, Caching, Monitoring, Tracing, Eventual consistency, Queues, Load balancing, Circuit breaking, Data structures, Algorithms', 'C#, Java, Python, SQL, NoSQL, Docker, Kubernetes, Machine learning, Data visualization, Web development, REST, JavaScript, HTML, CSS, Containerization, Cluster management', 'CI/CD, Cloud computing, Devops, TypeScript, JavaScript, Terraform, CloudFormation, ARM, AWS, Lambda, ECS, F5 BIGIP, Agile, ALM, Unit testing, Static analysis', 'Backend Development, Software Development, FullStack Development, Ruby, Ruby on Rails, PostgreSQL, TypeORM, MikroORM, RESTful APIs, Software Development Life Cycle, TestDriven Development, Problem Solving, Communication, Collaboration, Team Player, Leadership, FinTech, Infrastructure', 'AWS, Python, MongoDB, Angular, ProblemSolving, Code Review, Collaboration, Communication, Remote Work, Computer Science, Engineering', 'Customer service, IT support, Communication, System learning, Numerical analysis, Problem solving, Selfmotivation, Initiative, Cando attitude, Solution finding, Microsoft SQL, Microsoft Server platforms, Windows operating systems, Excel, Accounting software, Construction industry', 'Apache NiFi, Spark, Data integration, Data streaming, Data processing, ETL workflows, Java, Scala, C++, C, Linux, AWS, GCE, Azure, Software Development Life Cycle (SDLC), GIT, TS/SCI, CI Poly', 'AI Software Engineering, Cloud Technologies, ML Deployment, LLM Models, Langchain, Llamaindex Framework, AI Pipelines, Data Processing, Machine Learning Models, Data Flows, Resource Allocation, Parallel Processing, Load Balancing, FrontEnd Interfaces, UIs, API Connections, UX/UI Design, Economics, Mathematics, Computer Science, Engineering, Operations Research, Analytics, Docker, Kubernetes, Machine Learning Concepts, Cloud Platforms, AWS, Azure, Gen AI Models, Scalability, Deployment, Containerization Technologies', 'Software Development, Test Automation, UI Testing, Database Testing, Cloud Computing, Web APIs, Java, JavaScript/TypeScript, Playwright, Cypress, Selenium, Cucumber, JUnit, TestNG, REST Assured, SOAP UI, JMeter, Git, GitHub, Jenkins, GitHub Actions, AWS, EC2, S3, Linux, Maven, Gherkin, Bioinformatics, Load and Performance Testing, Medical Device Software, Regulated Software', 'Cloud Computing, AWS, GCP, Software Architecture, SOA, Microservices, Monolithic Architecture, Kernel, NodeJS, Golang, Typescript, React, SQL, MySQL, PostgreSQL, NoSQL, Redis, Memcached, Gitlab, Kubernetes, Docker', '.NET framework, C#, XAML, ASP.NET, JavaScript, TSQL, SQL Server, PLC systems, ERP systems, MES projects, Windows mobile applications, AngularJS, SQL Server Integration Services (SSIS)', 'Ember.js, .NET, Swift, Kotlin, AWS, JavaScript, SQL, Databases, SPAs, iOS, Android', 'Electrical engineering, Computer engineering, Software engineering, Patent law, Patent drafting, Patent writing, Patent prosecution, Patent claims, Patent opinions, PTAB, USPTO, PTO, EPO, US patent, Software user interfaces', 'C, Configuration management tools, Activity management tools, Embedded software, Realtime debugging, Static analysis, Data acquisition systems, CAN UDS J1939, MATLAB Simulink/Stateflow, PERL/Python, AutoSAR, ASPICE V3.0, ISO26262, Multicore, Agile, V cycle, MISRA, Lauterbach, IBM Rational ClearCASE, Unity Plastic SCM, QAC, INCA, ATi, ClearQUEST, Jira', 'Software Development, Project Leadership, C++, Python, HTML, Parallel Processing, Threading, Process Communication, Web Development, Scripting Languages, Database Languages, Budget Management, Presentation/Briefing, Communication, DoD Secret Security Clearance, Computer Science, Computer Engineering, Engineering, Math, Physics', 'NoSQL, Cassandra, GCP, Azure, Data modeling, Database tuning, Performance optimization, Backup and recovery, Migration strategies, Data architecture, Cost optimization, Monitoring, Performance tuning, Cassandra clusters, Cassandra design principles, Cluster connectivity, Security, Distributed system performance, Java, Python, Ruby, Shell, CQL/SQL, CI/CD', 'Python, Linux, C/C++, JavaScript, Java, OOA/OOD, SQL, Jira, Confluence, GIT, DevSecOps, Agile, DoD 8570.01m IAT Level II, Microsoft Products (PowerPoint Word Excel Outlook Teams)', 'JavaScript, React, Ember, Angular, Typescript, Elm, Web Components, Unit testing, Integration testing, Acceptance testing, HIPAA security and privacy rules, Software development, Frontend development, Objectoriented analysis and design patterns, Scalability, Memory management, Bandwidth, Latency, Automated testing, Security, Compliance', 'PHP, Go, JavaScript, Vue.js, Laravel, MySql, Git, Docker, AWS, Serviceoriented architecture, Highavailability architecture, Microservices, Agile, Software development, Objectoriented programming, Design patterns, SQL, NoSQL, Data analysis, Machine learning, Artificial intelligence', 'C#, ASP.NET, REST APIs, WinForms, TSQL, jQuery, AJAX, CSS, HTML, Razor, React', 'Linux, Embedded systems, Open source software, Operating systems, Kernel, Device firmware, ARM, RISCV, X86, Boot mechanisms, Bootloaders, Storage partition layout, Device trees, Services, Applications, RESTful APIs, Golang, C/C++, Shell, Systemd, Udev, Initrd, Graphics, OS level firmware daemons, CLI applications, Linux security implementations, TPM, FDE, LUKS, HSM, API design, Development, REST, gRPC, Raspberry Pi', 'Software Engineering, Javascript, HTML, CSS, React, Next.js, AWS, AWS Lambda, AWS API Gateway, AWS DynamoDB, Version Control, Git, RESTful API, OAuth2, Unit Testing, Integration Testing, EndtoEnd Testing, Serverless, Redux, Responsive Design, Jest, React Testing Library, Agile, Scrum, Pair Programming, Kanban', 'Python, PostgreSQL, Agile, Scrum, Unit Testing, RESTful API, Design Patterns, ETL, CI/CD Pipeline, Microsoft Office 365 Suite, Communication Skills, Organizational Skills, Analytical Skills, Multitasking, ResultsDriven', 'C/C++, Microcontroller architectures, Firmware development, Realtime embedded systems, BSP, Embedded systems linux drivers, HMI tools, QT toolkit, RTOS embedded platforms, Software architecture, Peer design, Code reviews, Software testing, Software integration, Software validation, Embedded systems, Software development, Electronics engineering, Computer engineering', 'Software Architecture, Cloud Computing, Microservices, Docker, Kubernetes, Java, Spring, .NET Core, Agile, Scrum, Scaled Agile, SAFe, AWS, Azure, Google Cloud Platform, PCI, SOX, NonFunctional Requirements (NFRs), DevOps, SRE, Continuous Improvement, Analytic, ProblemSolving, Written Communication, Verbal Communication, Presentation Skills', 'C++, Embedded development, Realtime operating systems, Software engineering, Computer engineering, Computer science', 'Kubernetes, Octopus Deploy, ADO Pipelines, .NET Core, C#, Java, MS SQL, Oracle, MongoDB, Elastic, Cosmos, HTTP, REST, GIT, GitHub, TFS, Kafka, ESB', 'System engineering, System of systems, System Architect, Software engineering, System analysis, System Architect, Software Failure Modes and Effects Analysis (FMEA), Product Marketing, Development, Testing, Vmodel, Requirements analysis, Functional analysis, Functional requirements, Nonfunctional requirements, Component analysis, Systems modeling, ModelBased Systems Engineering (MBSE), SysML, IEC 62304, Software development, Cloud computing, Networking, Security, CISSP, CISA, IT engineering, Network engineering, Medical device software', 'Python, Django, AWS, SQL, React, HTML5, CSS3, ES6+, Kubernetes, Traefik, ArgoCD, Pants, CircleCI, Celery, Datadog, Honeycomb, GitHub', 'Java, HTML, CSS, JavaScript/TypeScript, Relational/NoSQL, Cloud Computing, CI/CD, Security Frameworks, Unit Testing, Functional Testing, Destructive Testing, Performance Testing, Debugging, Root Cause Analysis, Version Control', 'Software Development, Data Science, Cognitive AI, Technical Stacks, Stakeholder Management, Machine Learning, Natural Language Processing, Data Analytics, Python, Java, Groovy, AWS, GPT, Generative Pretrained Transformer', 'PHP, JavaScript, jQuery, HTML, MySQL, CSS, API, Symfony, Composer, OpenAPI, Refactoring, Objectoriented design patterns, MVC Architecture, RESTful APIs, REST, Integration development, Technical Lead, Team Lead, Remote Teams, Technical Lead, Team Lead, Thirdparty applications, Complex concepts, Analytical skills, Conceptual skills, Problemsolving skills, Attention to detail, Personal growth, High integrity, Strong work ethic, TCP Aladtec product, Aladtec, Rotational scheduling', 'Cloud, Web development, XR deployment, Security, Rolebased access control, Analytics harvesting, Accessibility, Visualizations, Efficiency, Safety, Accuracy, Training, Onboarding, Documentation, User experience, Office 365, Azure, PowerApps, Flow, Azure DevOps, Power BI, SharePoint, SQL, Dataverse, JavaScript, jQuery, Web Services, APIs, HTML, CSS, Microsoft Flow, Secret security clearance, Microsoft certifications, C5ISR engineering services, Cybersecurity, IT/IA innovative solutions, Virtual training, Simulation, Serious game development, Implementation', 'Software QA Testing, Python Development, Automated Test Systems, Software Development Lifecycles, Software Testing Practices, Hardware Testing', 'Python, Django, JavaScript, React, GCP, AWS, SaaS, Agile, Leadership', 'Software Engineering, Backend Development, Python, Django, SQL, PostgreSQL, MySQL, Elasticsearch, Redis, GitHub, Bitbucket, RESTful API, AWS, Unit Testing, Digital Adtech, Cloud Services, Agile Development, WorkLife Flexibility', 'C#, JavaScript, TypeScript, Angular, React, Vue, SQL, GIT, Azure', 'Software Application Development, C#, .NET, ASP.NET, Javascript, HTML, CSS, Visual Studio, Azure DevOps, Azure Pipelines, Windows Server Failover Clustering, Dynatrace, Solarwinds, Splunk, SQL', 'Software design, Software development, Software integration, Software testing, Software maintenance, Software integration frameworks, Git, Jenkins, Maven, Java, Python, .NET, C++, Agile software development, DEVOPS configuration management, MS Power BI, Power Automation, SNAP / TANF / LIHEAP Human Services Domains, Docker, Kubernetes, Information Security, NIST Secure Software Development Frameworks (SSDF), Hybrid cloud environments, DevSecOps, Project Management Professional (PMP) Certification', 'Software Integration, API Design, Billing System Integration, Web Stack Technologies, HTML, CSS, JavaScript, Java, Python, JSON, Elixir, Objectoriented Design, Software Architecture, RESTful, Web Services, Data Integration, ETL, SQL, Databases, Cloud Platforms, AWS, Azure, Problemsolving, Communication, Interpersonal Skills, Collaboration, Security, Compliance, 401(k), Employee Bonus Plan, Cogeco Stock Purchase Plan, Complimentary Services, Tuition Reimbursement, Headspace Membership, Betterhelp Membership, LinkedIn Learning', 'Data Engineering, Software Engineering, Data Pipelines, Big Data, Spark, Hadoop, Pig, Scala, Python, SQL, Presto, Airflow, AWS, Java, Go, React, Scientific Computing, Full Stack Development, CrossFunctional Communication, Hybrid Work, On Target Earnings (OTE), Compensation, Equity, Company Bonus, Sales Commissions/Bonuses, Retirement Plans, Health Benefits, Wellness Stipends', 'Embedded Software Development, C/C++, Python, ROS, Linux, Kernel Programming, Device Trees, Driver Writing, Interface Debugging, Hardware Interfacing, Nvidia Jetson Systems, Kernel Mode Programming, BareMetal Programming, Camera Systems, RTOS Programming, Filesystems, Networking, Interprocess Communication, Control Theory, Drone/UAS, Wireless Communication Systems, Machine Learning, GPS/GNSS Positioning, Hardware Rapid Prototyping', 'Software Engineering, Python, AWS, Kubernetes, Payments Industry Knowledge, Backend Development, Crossteam Communication, System Architecture, System Design, Product Management', '.NET, C#, Web API, WCF, SQL, MVC, HTML, CSS, JavaScript, JSON, XML, ObjectOriented design, Software design patterns, Visual Studio, SQL Server Management Studio, JIRA, Bitbucket, Azure, Bamboo, jQuery, AngularJS, Agile software development, Service Oriented Architecture (SOA), Java, J2EE, C++', 'Software engineering, Developer tooling, Development processes, Productivity, Platformwide technologies, Build performance, Code organization, Application monitoring, Alerting systems, Deployment frameworks, Modern software engineering, Developer experience, Engineering processes, Communication skills, Empathy, Advocacy, Design, Innovation, Learning, Problemsolving, Technical opportunity, Recruitment, Compensation, Benefits, Stockbased compensation, 401k plan, Disability coverage, Life insurance, Wellbeing benefits, Tuition reimbursement, Parental leave, Sick time, Vacation time, Paid holidays, Employee Stock Purchase Plan', 'Python, Software Engineering, Data Pipelines, AWS, Azure, GCE, Natural Language Processing, Machine Learning, Data Analysis, A/B Testing, System Evaluation, Quality Evaluation', 'TCP/UDP, C++14/17/20/23, Multicast, Low Latency, Solar Flare (Kernel Bypass), Trading Shop / Platform', 'Linux, OpenStack, Kubernetes, Ceph, Python, Go, C, C++, Docker, LXC, LXD, OVS, OVN, Core networking, Virtualization, KVM, Containerization, Bare metal, Storage, Linux filesystems, Networking, Git, GDB, Ubuntu, Debian packaging, Postgresql, Mongo, QEMU, Distributed systems', 'Artificial Intelligence, Blockchain, Ethereum, Distributed Applications, Smart Contracts, Software Development, Data, Server Side, UI, Open Source Software, Cloud Architecture, Scalable Solutions, Orchestration, Containers, Linux, Python, Golang, Java, GitHub, TDD, Continuous Learning', \"Software Systems Implementation, Coding, Testing, Debugging, Documentation, Client/ServerBased Systems, WebBased Applications, API's/Microservices, eCommerce Platforms, Relational Databases, C#, PHP, HTML, CSS, JavaScript, Git, SQL, MVC Frameworks, eCommerce, Web Applications, Azure PaaS Offerings\", 'Linux virtualisation, Libvirt/KVM, Containers, Kubernetes, TCP/IP networking, PostgreSQL, Corosync/Pacemaker, MongoDB, MySQL, Apache, OpenStack development, Kubernetes, Ceph, LXD, Snaps, MAAS, Juju, Ubuntu, Datacenter technologies, Cloudnative development']\n",
            "198 \n",
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'Development', 'Backend', 'Development', 'JavaScript', 'Flutter', 'React', 'Node.js', 'Rust', 'Golang', 'Visual', 'Studio', 'Code', '(VSCode)', 'Codespaces', 'Open', 'Source', 'Contributions', 'GitHub', 'Scalability', 'Maintainability', 'Problem', 'Solving', 'Troubleshooting', 'Communication', 'Collaboration', 'Computer', 'Science'], ['C#', 'C++', 'Unity', 'Unreal', 'Game', 'Engines', 'Software', 'Development', 'Simulation', 'Gaming', 'Virtual', 'Reality', 'Lead', 'Role', 'Technical', 'Teams', 'Project', 'Delivery', 'Planning', 'Designing', 'Testing', 'Implementation', 'Software', 'Solutions', 'Customer', 'Requirements', 'Design', 'Constraints', 'Technical', 'Innovations', 'Code', 'Development', 'Team', 'Performance', 'Customer', 'Satisfaction', 'Continuous', 'Learning', 'New', 'Concepts', 'Computer', 'Science'], ['React', 'Node.js', 'JavaScript', 'TypeScript', 'State', 'Management', 'Frontend', 'UI', 'technologies', 'Frontend', 'architectures', 'Middleware', 'architectures', 'Clean', 'code', 'Cloudbased', 'architecture', 'DevOps', 'process', 'Source', 'control', '(Github)', 'CI/CD', 'process', 'Test', 'automation', 'Logging', 'practices', 'Metrics', 'dashboards', 'Agile', 'teams', 'Crossfunctional', 'teams', 'Design', 'documents', 'New', 'technologies', 'Emerging', 'technologies'], ['.NET', 'Core', 'JavaScript', 'frameworks', 'Agile', 'methodologies', 'Cloud', 'native', 'architectures', 'Software', 'deployment', 'AWS', 'Debugging', 'Critical', 'thinking', 'Communication', 'Software', 'development', 'principles', 'Software', 'programming', 'Scrum', 'Product', 'ownership'], ['C', 'Engine', 'Management', 'Automotive', 'Powertrain', 'Powertrain', 'Controls', 'Engine', 'Controls', 'Transmission', 'Control', 'Calibration', 'ECU', 'I/O', 'DoE', 'Combustion', 'Engine'], ['.NET', 'Core', 'C#', 'Angular', 'TypeScript', 'Cloud', 'Platform', 'Microservices', 'Architecture', 'Docker', 'Kubernetes', 'NoSQL', 'Database', 'Azure', 'DevOps', 'Cosmos', 'Containerization'], ['JavaScript', 'TypeScript', 'Agile', 'development', 'AWS', 'Containers', 'NoSQL', 'SQL', 'Unit', 'testing', 'Peer', 'review', 'Observability', 'System', 'design', 'Problemsolving', 'Collaboration', 'Asynchronous', 'programming', 'Distributed', 'systems', 'Debugging', 'Incident', 'resolution', 'RCA', '(root', 'cause', 'analysis)', 'Security', 'best', 'practices', 'Software', 'design', 'Web', 'services', 'Tradeoffs', 'Design', 'patterns'], ['Python', 'React', 'Google', 'Cloud', 'Platform', 'Cloud', 'Functions', 'Cloud', 'Run', 'AI', 'Front', 'End', 'Microservices', 'FinOps', 'Scrum', 'Sprint', 'Planning', 'Daily', 'Standup', 'Sprint', 'Retrospective', 'Software', 'Engineering', 'Research', 'Communication', 'Collaboration'], ['.NET', 'Core', '.NET', 'Framework', 'C#', 'Python', 'Angular', '14+', 'Typescript', 'Distributed', 'systems', 'Microservices', 'Machine', 'learning', 'Event', 'streaming', 'Continuous', 'Delivery', '&', 'DevOps', 'Docker', 'Kubernetes', 'Serverless', 'Azure', 'Search', 'PostgreSQL', 'Cosmos', 'DB', 'Terraform', 'Azure', 'Service', 'Fabric', 'Azure', 'Service', 'Bus', 'Azure', 'Event', 'Hubs'], ['.NET', 'C#', 'F#', 'Functional', 'programming', 'Objectoriented', 'programming', 'API', 'development', 'Agile', 'methodologies', 'DevOps', 'Cloud', 'development', 'Kanban', 'React', 'Embedded', 'programming', 'Version', 'control', 'Code', 'analysis', 'Automated', 'testing'], ['Patent', 'Attorney', 'Patent', 'Agent', 'Computer', 'Science', 'Computer', 'Engineering', 'Software', 'Engineering', 'Cryptography', 'Blockchain', 'Artificial', 'Intelligence', '(AI)', 'Machine', 'Learning', '(ML)', 'Enterprise', 'and', 'Mobile', 'Applications', 'Databases', 'and', 'Data', 'Structures', 'Web', 'and', 'Cloud', 'Services', 'Virtualized', 'Environments', 'Virtualization', 'Operating', 'Systems', 'Software', 'User', 'Interfaces', 'Open', 'Source', '3D', 'Graphics', 'Digital', 'Design', 'Grid', 'Computing', 'Telecommunications', 'Computer', 'Networking', 'Network', 'Protocols', 'Computer', 'Architecture', 'Network', 'Security'], ['Java', '.NET', 'C#', 'API', 'development', 'Android', 'Windows', '10', 'Software', 'release', 'control', 'Software', 'configuration', 'management', 'Software', 'development', 'Systems', 'Analysis', 'Systems', 'Architecture', 'Systems/Equipment', 'Support', 'Test', 'and', 'Evaluation', 'Logistics', 'C4ISR', 'requirements', 'ATAK', 'Linux'], ['Cloud', 'computing', 'AWS', 'RESTFul', 'GraphQL', 'RDBMS', 'KeyValue', 'Stores', 'SearchIndex', 'Object', 'Storage', 'Unit', 'testing', 'Integration', 'testing', 'Endtoend', 'testing', 'DevSecOps', 'Continuous', 'integration', 'Continuous', 'delivery', 'CRM', 'ERP', 'IT', 'Service', 'Management', 'Data', 'Warehouse', 'Data', 'Lake', 'Data', 'Engineering', 'React', 'iOS', 'Android', 'Crossplatform', 'frameworks', 'JavaScript'], ['JavaScript', 'React', 'TypeScript', 'Node.js', 'Agile', 'Scrum', 'Jira', 'Jenkins', 'Docker', 'AWS', 'S3', 'Kinesis', 'CloudWatch', 'ElasticSearch', 'Python', 'Java', 'GitHub'], ['Python', 'SQL', 'Data', 'Engineering', 'Business', 'Intelligence', 'ETL', 'Airflow', 'Spark', 'AWS', 'EC2', 'S2', 'IAM', 'Kafka', 'Flink', 'Snowflake', 'Redshift', 'PostgreSQL', 'DBMS'], ['Java', 'PHP', 'C#', 'Node.js', 'HTML', 'CSS', 'JavaScript', 'Drupal', 'Oracle', 'DB', 'Git', 'Maven', 'Composer', 'NPM', 'AWS', 'Azure', 'GCS', 'JSON', 'XML', 'API', 'SQL', 'MariaDB', 'PostgreSQL', 'SQL', 'Server', 'Oracle', 'US', 'Citizen', 'Permanent', 'Resident', 'Secret', 'Clearance', 'GIAC', 'ISACA', 'ISC2', 'ECCouncil', 'CompTIA', 'Cisco'], ['Azure', 'DevOps', 'Services', 'Docker', 'Kubernetes', 'AWS', 'EKS', 'ArgoCD', 'Azure', 'DevOps', 'MSBuild', 'YAML', 'Python', 'C#', 'JavaScript', 'PowerShell', 'SQL', 'Git', 'Continuous', 'Integration', 'Continuous', 'Delivery', 'Continuous', 'Deployment', 'Ansible', 'Terraform', 'CloudBees', 'CD', 'Consul', 'NuGet', 'Vault', 'Artifactory', 'Agile', 'development', 'Amazon', 'Web', 'Services', '(AWS)'], ['React.js', 'Webpack', 'Redux', 'Flux', 'JavaScript', 'CSS', 'HTML', 'Java', 'Spring', 'HTML5', 'TypeScript', 'REST', 'API', 'Relational', 'DB', 'UML', 'Agile', 'development', 'methodology', 'Atlassian', 'tools', 'JIRA', 'Bitbucket', 'Confluence', 'Browserbased', 'debugging', 'Performance', 'testing', 'software', 'UI', 'design', 'principles'], ['Software', 'Engineering', 'Computer', 'Science', 'Computer', 'Engineering', 'Electrical', 'Engineering', 'C', 'Coding', 'Language', 'Embedded', 'Software', 'Development', 'Verification', 'DO178', 'Model', 'Based', 'Development', '(DO331)', 'Cybersecurity', 'MathWorks', 'Tools', 'Generator', 'and', 'Bus', 'Power', 'Control', 'Cross', 'Functional', 'Team', 'Collaboration'], ['Software', 'Engineering', 'Fraud', 'Detection', 'Risk', 'Management', 'Java', 'Python', 'JavaScript', 'R', 'SQL', 'NoSQL', 'AWS', 'GCP', 'Azure', 'Machine', 'Learning', 'Data', 'Mining', 'Data', 'Analytics', 'Agile', 'Scrum', 'Kanban', 'Jira', 'Confluence', 'GitHub', 'Slack', 'Zoom'], ['.NET', 'JavaScript', 'React', 'Vue', 'Angular', 'ASP.NET', 'Core', 'C#', 'Microsoft', 'SQL', 'Server', 'REST', 'API', 'CI/CD', 'Test', 'Driven', 'Development', 'AWS'], ['Linux', 'ROS', '/', 'ROS2', '/', 'MicroROS', 'C++', 'Rust', 'Object', 'Oriented', 'Design', 'Realtime', 'embedded', 'operating', 'systems', 'Electrical', 'components', 'Code', 'reviews', 'Unit', 'testing', 'TDD', 'Embedded', 'debugging', 'tools', 'Hardware', 'device', 'drivers', 'Yocto', 'SDK', 'Yocto', 'Recipe', 'Layers', 'ROS', 'planning', 'modules', 'Visual', 'odometry', 'Mapping', 'SLAM', 'GCC', 'Git', 'Python', 'BASH', 'J1939', 'TCP', 'UDP', 'Agile', 'software', 'development', 'Mechanical', 'aptitude', 'Wiring', 'harnesses', 'Soldering'], ['EFT', 'payment', 'processing', 'ASP.NET', 'MVC', '.NET', 'Core', 'Bootstrap', 'SQL', 'Server', 'Azure', 'SQL', 'Azure', 'Cosmos', 'DB2', 'Redis', 'Cache', '.NET', 'Framework', '4.7+', '.Net', '6+', 'C#', 'JS/jQuery', 'Objectoriented', 'design', 'Software', 'Architecture', 'Document', 'Change', 'requests', 'Software', 'project', 'scoping', 'Requirements', 'Gathering', 'and', 'Analysis', 'Impact', 'Analysis', 'Software', 'architecture', 'design', 'and', 'development', 'ObjectOriented', 'development', 'concepts', 'SDLC', 'TestDriven', 'Development', 'Vendor', 'management'], ['Software', 'development', 'Troubleshooting', 'C', 'C++', 'C#', 'Java', 'XML', 'Communication', 'busses', 'Protocols', 'Mobile', 'applications', 'iOS', 'Android', 'Firmware', 'Embedded', 'hardware', 'Architectures', 'Documentation', 'Writing', 'Microsoft', 'Office', 'FDA', 'cGMP', 'ISO', 'Medical', 'device', 'regulatory', 'requirements', 'Class', 'II', '510K', 'medical', 'devices', 'ISO', '13485', 'Project', 'documentation', 'Records', 'Teamwork', 'Communication'], ['Python', 'C++', 'Machine', 'Learning', 'TensorFlow', 'Object', 'Oriented', 'Programming', 'Linux', 'Microsoft', 'Office', 'Data', 'Analysis', 'Semiconductor', 'Industry', 'Lithography', 'Optical', 'Proximity', 'Correction', 'GPU', 'Programming'], ['Software', 'Engineering', 'Agile', 'Development', '.NET', 'Framework', 'C#', 'F#', 'VB.NET', 'HTML', 'CSS', 'JavaScript', 'AJAX', 'SQL', 'Server', 'REST', 'RPC', 'MVC', 'ASP.NET', 'Windows', 'Services', 'Unit', 'testing', 'Debugging', 'Troubleshooting', 'Communication', 'Teamwork', 'Analytical', 'Skills', 'Problem', 'Solving', 'Critical', 'Thinking', 'Organizational', 'Skills', 'Time', 'Management', 'Selfmotivation', 'Flexibility', 'Innovation', 'Fastpaced', 'Development'], ['C++', 'Linux', 'Unix', 'Data', 'Structures', 'Multithreading', 'Problem', 'Solving', 'C++11', 'C++14', 'OS', 'Concepts', 'Database'], ['C++', 'C#', 'Java', 'Python', 'Objectoriented', 'design', '(OOD)', 'Objectoriented', 'analysis', '(OOA)', 'Agile', 'methodology', 'PLC', 'programming', 'Drives', 'programming', 'Test', 'driven', 'development', 'Test', 'automation', 'Build', 'and', 'configuration', 'management', 'Industrial', 'automation'], ['AWS', 'SaaS', 'Automotive', 'mobile', 'data', 'Automotive', 'analytics', 'Microsoft', 'Full', 'Stack', 'ASP.NET', 'Entity', 'Framework', 'RabbitMQ', 'Angular', 'Vue.js', 'React', 'HTML', 'JavaScript', 'CSS', '.NET', 'WebAPI', 'RESTful', 'APIs', 'C#', 'Async', 'technologies', 'Lambda', 'EC2', 'S3', 'DynamoDB', 'API', 'Gateway', 'CloudWatch', 'Microservices', 'Terraform', 'CI/CD', 'Pipeline', 'SOAP', 'services', 'integration', 'Serviceoriented', 'architecture', '(SOA)', 'Web', 'Service', 'Development', 'MS', 'SQL', 'Server', 'Agile', 'scrum', 'methodology', 'Communication', 'skills', 'Project', 'management', 'skills', 'Collaboration', 'skills', 'Mentorship', 'skills'], ['SAP', 'ABAP', 'S/4', 'HANA', 'Fiori', 'OData', 'CDS', 'SAP', 'Workflow', 'XML', 'JSON', 'SOAP', 'REST', 'EDI', 'ANSI', 'X12', 'EDIFACT', 'HTML5', 'CSS', 'JavaScript', 'Web', 'IDE', 'Software', 'Engineering', 'Functional', 'Design', 'Analysis', 'Technical', 'Design', 'Development', 'Unit', 'Testing', 'Code/Design', 'Reviews', 'ProblemSolving', 'Ingenuity', 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'Software', 'tracking', 'tools', 'IT', 'project', 'management', 'tools', 'Atlassian', 'products', '.NET', 'NodeJS', 'HTML', 'Javascript', 'Python', 'SQL', 'Azure', 'DevOps', 'XML', 'development', 'XSL(T)', 'Business', 'analysis', 'Process', 'analysis'], ['Software', 'Testing', 'API', 'Embedded', 'Systems', 'Debugging', 'Test', 'Setup', 'Software', 'Development', 'Cloud', 'Computing', 'Security', 'Javascript', 'C++', 'Computer', 'Science', 'Design', 'Patterns', 'Databases', 'Storage', 'Services', 'RESTful', 'APIs'], ['Software', 'Architect', 'Automotive', 'Systems', 'InVehicle', 'User', 'Interfaces', 'Infotainment', 'Systems', 'Connected', 'Services', 'User', 'Experience', 'Design', 'C/C++', 'Java', 'Python', 'Embedded', 'Software', 'Development', 'CANalyzer', 'CANoe', 'Diagnostic', 'Tools', 'CAN/LIN/Ethernet', 'Multimedia', 'Frameworks', 'Communication', 'Protocols', 'Connectivity', 'Technologies', 'ProblemSolving', 'Skills', 'Creativity', 'Collaboration', 'Communication', 'Skills', 'ISO', '26262', 'Cybersecurity'], ['Java', 'Linux', 'Agile', 'DevOps', 'Software', 'Engineering', 'Software', 'Design', 'Software', 'Development', 'Software', 'Testing', 'Systems', 'Engineering', 'Hardware', 'Design', 'Software', 'Systems', 'Software', 'Performance', 'Software', 'Reliability', 'Software', 'Scalability', 'Software', 'Reviews', 'System', 'Integration', 'Teamwork', 'Program', 'Milestones', 'Project', 'Milestones', 'Software', 'Processes', 'Software', 'Procedures', 'Software', 'Development', 'Software', 'Documentation', 'Software', 'Maintenance', 'Software', 'Management', 'Satellite', 'Technology', 'Ansible', 'Jenkins', 'Containers', 'Spring', 'Framework', 'Security+', 'Atlassian', 'Satellite', 'Communication', 'Systems', 'Satellite', 'Protocols', 'Secure', 'Coding', 'Defense', 'Aerospace'], ['VR', 'devices', 'APIs', 'Systemlevel', 'framework', 'Crossfunctional', 'teams', 'Application', 'and', 'Platform', 'teams', 'OS', 'internals', 'Coding', 'and', 'design', 'skills', 'Clean', 'readable', 'code', 'Upfront', 'debugability', 'Testability', 'Software', 'frameworks', 'Interfaces', 'Design', 'reviews', 'Code', 'reviews', 'Computer', 'Science', 'Computer', 'Engineering', 'Software', 'development', 'Desktop', 'applications', 'Operating', 'Systems', 'AOSP', 'Identity', 'Device', 'management', 'iOS/Android', 'Device', 'Security', 'Android', 'Enterprise', 'Android', 'internals', 'macOS', 'internals', 'Windows', 'internals', 'Frameworks', 'services', 'C++', 'Java', 'Android', 'SDK', 'Android', 'NDK', 'Android', 'JNI', 'Android', 'IPC', 'mechanisms', 'Linux', 'OS', 'development', 'Mobile', 'platforms', '(Android/iOS)', 'Android', 'performance', 'tools', 'Security', 'models', 'Android', 'UI', 'frameworks', 'Services'], ['Software', 'Engineering', 'DevSecOps', 'Agile', 'C++', 'Linux', 'System', 'Administration', 'Cybersecurity', 'HighPerformance', 'Computing', 'Computer', 'Science', 'Software', 'Engineering', 'Windows', '.NET', 'Java', 'Web', 'Development', 'Mobile', 'Development', 'Embedded', 'Development', 'Cloud', 'Computing', 'Data', 'Engineering'], ['C', 'C++', 'Embedded', 'application', 'development', 'Realtime', 'application', 'development', 'Flight', 'simulator/avionics', 'experience', 'C#', 'Python', 'Linux', 'OS', 'Realtime', 'Linux', 'ADA', 'FORTRAN', 'Computer', 'Engineering', 'Computer', 'Science', 'Electrical', 'Engineering', 'Security', '+', 'Certification'], ['React', 'Ember', 'Angular', 'Typescript', 'Elm', 'Web', 'Components', 'Continuous', 'Deployment', 'Code', 'Reviews', 'Unit', 'Testing', 'Integration', 'Testing', 'Acceptance', 'Testing', 'Industry', 'Trends', 'HIPAA', 'Code', 'of', 'Conduct', 'JavaScript', 'ObjectOriented', 'Analysis', 'SQL', 'WorkLife', 'Balance', 'TimeOff', 'Policy', 'Flexible', 'Work', 'Schedule', 'Remote', 'Work', '401(k)', 'Matching', 'Adoption', 'Assistance', 'Fertility', 'Treatments'], ['C++', 'FPGA', 'EDA', 'Verilog', 'SystemVerilog', 'Logic', 'simulation', 'Multithreading', 'Concurrent', 'programming', 'Objectoriented', 'programming', 'Machine', 'learning', 'Artificial', 'intelligence'], ['C++', 'Python', 'Linux', 'Linux', 'Networking', 'Python', 'Packaging', 'CMake', 'Jenkins', 'CI/CD', 'Systems', 'Docker', 'CrossPlatform', 'Development', 'Windows', 'macOS', 'Network', 'Programming', 'Pybind11', 'Web', 'Assembly', 'JavaScript', 'TypeScript', 'OpenGL', 'OpenSource', 'Codebase', 'APIs', 'Lidar', 'Imaging', 'Sensors', 'Hardware', 'Products', 'Security', 'Nvidia', 'Jetson', 'QNX', 'DriveSmith'], ['Java', 'Linux', 'Windows', 'ASP', 'Perl', 'C++', 'HTML5', 'JavaScript', 'CSS', 'ERP', \"Bachelor's\", 'degree', 'Testing', 'Maintenance'], ['Python', 'REST', 'APIs', 'Streamlit', 'd3.js', 'vega', '(lite)', 'CI/CD', 'pipelines', 'Database', 'systems', 'AWS', 'EC2', 'AWS', 'S3', 'AWS', 'RDS'], ['Agile', 'Software', 'engineering', 'Geospatial', 'processing', 'systems', 'Unit', 'testing', 'Software', 'design', 'Product', 'roadmap', 'Product', 'development', 'Software', 'implementation', 'Team', 'leadership'], ['Data', 'engineering', 'Machine', 'learning', 'Distributed', 'systems', 'Cloud', 'computing', 'Kubernetes', 'Linux', 'Python', 'Java', 'C++', 'Scala', 'Golang', 'NoSQL', 'databases', 'Git', 'Continuous', 'integration/continuous', 'delivery', '(CI/CD)', 'Infrastructure', 'as', 'Code', '(IaC)', 'DevOps', 'Amazon', 'Web', 'Services', '(AWS)', 'Google', 'Cloud', 'Platform', '(GCP)', 'Microsoft', 'Azure'], ['Software', 'Design', 'C#', 'Communication', 'Skills', 'Interpersonal', 'Skills', 'Customer', 'Focus', 'Teamwork', 'Multisite', 'Collaboration', 'Multicountry', 'Collaboration', 'Learning', 'and', 'Development', 'Continuous', 'Learning', 'Latest', 'Technologies', 'Computer', 'Engineering', 'Computer', 'Science', 'Electrical', 'Engineering', 'Diversity', '&', 'Inclusion', 'Disability', 'Confident', 'Program', 'Competitive', 'Salary', 'Bonus', 'Scheme', 'Annual', 'Leave', 'Holiday', 'Buy', '&', 'Sell', 'Program', 'Pension', 'Scheme', 'Employee', 'Share', 'Ownership', 'Program', 'Health', '&', 'Wellbeing', 'Support', 'Gym', 'Flex', 'Open', 'Talent', 'Market', 'Global', 'Mobility', 'Mentorship', 'Learning', 'Portal', 'Digital', 'Transformation', 'Energy', 'Management', 'Automation', 'IoT', 'R&D'], ['C++', 'Python', 'Bash', 'SQL', 'Java', 'Perl', 'Linux', 'System', 'Performance', 'Network', 'Communication', 'Risk', 'Management', 'Performance', 'Tracking', 'Data', 'Analysis', 'System', 'Programming', 'Network', 'Programming', 'Software', 'Design', 'Debugging', 'Troubleshooting', 'Problem', 'Solving', 'Latency', 'Optimization'], ['BMS', 'HVAC', 'IoT', 'Trend', 'IQVision', 'Tridium', 'GDPR', 'BS', 'ISO', 'BCIA', 'M&E', 'SQL', 'LinkedIn', 'Oracle', 'Tableau'], ['Java', 'Python', 'SQL', 'Node.js', 'Go', 'Scala', 'RDBMS', 'NoSQL', 'Docker', 'Kubernetes', 'AWS', 'Jenkins', 'Agile', 'Distributed', 'microservices', 'Full', 'stack', 'systems', 'Cloud', 'computing', 'Open', 'source', 'frameworks', 'Microservices', 'architecture', 'Agile', 'development', 'Software', 'engineering', 'DevOps', 'Version', 'control', 'Continuous', 'integration', 'Unit', 'testing', 'Refactoring', 'Debugging', 'Presentation', 'skills', 'Technical', 'writing', 'Problemsolving', 'Teamwork', 'Communication'], ['.NET', 'C#', 'ASP.NET', 'HTML', 'CSS', 'SQL', 'SQL', 'Server', 'JavaScript', 'Azure', 'AWS', 'Microsoft', 'Visual', 'Studio', 'Agile', 'User', 'Acceptance', 'Testing', 'Software', 'Development', 'Life', 'Cycle', 'API', 'Development', 'Data', 'Structures', 'Stored', 'Procedures', 'Data', 'Conversion', 'Debugging', 'Testing', 'Government', 'Contracting'], ['Software', 'Architecture', 'Agile', 'Development', 'Network', 'Engineering', 'DevOps', 'Linux', 'Administration', 'ObjectOriented', 'Programming', 'Automation', 'Git', 'FullStack', 'Development', 'Telecommunications', 'Network', 'Management', 'Juniper', 'Contrail', 'Ciena', 'Blue', 'Planet', 'Nokia', 'NSP', 'Cisco', 'NSO', 'OpenDaylight', 'ONOS', 'DPDK', 'vSwitch', 'SPLUNK', 'Netflow', 'Nagios', 'Cacti', 'PRTG', 'RANCID', 'Blue', 'Planet', 'ROA', 'Analytics', 'MCP+', 'Juniper', 'Cisco', 'Arista', 'Ciena', 'MRV', 'Nokia', 'Netcracker', 'OSPI', 'IQGeo'], ['DevOps', 'Engineering', 'Ansible', 'Kubernetes', 'Docker', 'AWS', 'Java', 'Python', 'SQL', 'Ruby', 'Go', 'Terraform', 'Agile', 'Development', 'Practices', 'Bash', 'Perl', 'JavaScript', 'Golang'], ['C#', '.Net', 'SQL', 'Angular', 'UI', 'MySQL', 'MSSQL', 'Server', 'SOX', '404', 'FDA', '21CFR', 'Part', '11', 'Validated', 'Systems', 'MES', 'ERP'], ['Cloud', 'Software', 'AWS', 'Cloud', 'Kubernetes', 'Docker', 'Terraform', 'Python', 'Bash', 'Go', 'Kubernetes', 'Backup', 'Kubernetes', 'Restoration', 'VSCode', 'Git', 'Software', 'solutions'], ['Data', 'sharing', 'Searches', 'Suspense', 'tracking', 'Document', 'handling', 'Archived', 'data', 'Records', 'Knowledge', 'management', 'enterprise', 'systems', 'technology', 'Intranet', 'Internet', 'Data', 'query', 'process', 'Software', 'application', 'Databases', 'Web', 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'libraries', 'Fullstack', 'web', 'development', 'Testdriven', 'development', '(TDD)', 'Unit', 'testing', 'Integration', 'testing', 'System', 'testing', 'CI/CD', 'pipeline', 'Databases', 'JSON', 'XML', 'Analytical', 'software', 'NoSQL', 'MongoDB', 'Docker', 'Scrum', 'Master', 'Software', 'team', 'leadership.'], ['5G', 'LTE', 'VoLTE', 'Core', 'Network', 'Transport', 'Network', 'Access', 'Network', 'System', 'Integration', 'Performance', 'Management', 'Network', 'Management', 'IoT', 'Technologies', '3GPP', 'Standards', '5G', 'Private', 'Networks', 'IP', 'Routing', 'Switching', 'MPLS', 'Layer', '2', 'VPN', 'Layer', '3', 'VPN', 'Secure', 'Networks', 'Access', 'Routing', 'Switching', 'CDMA', 'WCDMA', 'OFDM', 'UMTS', 'WiFi', 'IEEE802.11', 'IEEE802.15', 'SLA', 'NEF', 'Network', 'Slicing', '5G', 'Edge', 'Enablement', 'Service', 'Enablement', 'Layers', 'Linux', 'Open', 'Source', '5GSuperBlueprints'], ['Python', 'Java', 'Java/Spring', 'REST', 'Agile', 'Git', 'AWS', 'Kubernetes'], ['Embedded', 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'TypeScript', 'JavaScript', 'Terraform', 'CloudFormation', 'ARM', 'AWS', 'Lambda', 'ECS', 'F5', 'BIGIP', 'Agile', 'ALM', 'Unit', 'testing', 'Static', 'analysis'], ['Backend', 'Development', 'Software', 'Development', 'FullStack', 'Development', 'Ruby', 'Ruby', 'on', 'Rails', 'PostgreSQL', 'TypeORM', 'MikroORM', 'RESTful', 'APIs', 'Software', 'Development', 'Life', 'Cycle', 'TestDriven', 'Development', 'Problem', 'Solving', 'Communication', 'Collaboration', 'Team', 'Player', 'Leadership', 'FinTech', 'Infrastructure'], ['AWS', 'Python', 'MongoDB', 'Angular', 'ProblemSolving', 'Code', 'Review', 'Collaboration', 'Communication', 'Remote', 'Work', 'Computer', 'Science', 'Engineering'], ['Customer', 'service', 'IT', 'support', 'Communication', 'System', 'learning', 'Numerical', 'analysis', 'Problem', 'solving', 'Selfmotivation', 'Initiative', 'Cando', 'attitude', 'Solution', 'finding', 'Microsoft', 'SQL', 'Microsoft', 'Server', 'platforms', 'Windows', 'operating', 'systems', 'Excel', 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'Typescript', 'Elm', 'Web', 'Components', 'Unit', 'testing', 'Integration', 'testing', 'Acceptance', 'testing', 'HIPAA', 'security', 'and', 'privacy', 'rules', 'Software', 'development', 'Frontend', 'development', 'Objectoriented', 'analysis', 'and', 'design', 'patterns', 'Scalability', 'Memory', 'management', 'Bandwidth', 'Latency', 'Automated', 'testing', 'Security', 'Compliance'], ['PHP', 'Go', 'JavaScript', 'Vue.js', 'Laravel', 'MySql', 'Git', 'Docker', 'AWS', 'Serviceoriented', 'architecture', 'Highavailability', 'architecture', 'Microservices', 'Agile', 'Software', 'development', 'Objectoriented', 'programming', 'Design', 'patterns', 'SQL', 'NoSQL', 'Data', 'analysis', 'Machine', 'learning', 'Artificial', 'intelligence'], ['C#', 'ASP.NET', 'REST', 'APIs', 'WinForms', 'TSQL', 'jQuery', 'AJAX', 'CSS', 'HTML', 'Razor', 'React'], ['Linux', 'Embedded', 'systems', 'Open', 'source', 'software', 'Operating', 'systems', 'Kernel', 'Device', 'firmware', 'ARM', 'RISCV', 'X86', 'Boot', 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'innovative', 'solutions', 'Virtual', 'training', 'Simulation', 'Serious', 'game', 'development', 'Implementation'], ['Software', 'QA', 'Testing', 'Python', 'Development', 'Automated', 'Test', 'Systems', 'Software', 'Development', 'Lifecycles', 'Software', 'Testing', 'Practices', 'Hardware', 'Testing'], ['Python', 'Django', 'JavaScript', 'React', 'GCP', 'AWS', 'SaaS', 'Agile', 'Leadership'], ['Software', 'Engineering', 'Backend', 'Development', 'Python', 'Django', 'SQL', 'PostgreSQL', 'MySQL', 'Elasticsearch', 'Redis', 'GitHub', 'Bitbucket', 'RESTful', 'API', 'AWS', 'Unit', 'Testing', 'Digital', 'Adtech', 'Cloud', 'Services', 'Agile', 'Development', 'WorkLife', 'Flexibility'], ['C#', 'JavaScript', 'TypeScript', 'Angular', 'React', 'Vue', 'SQL', 'GIT', 'Azure'], ['Software', 'Application', 'Development', 'C#', '.NET', 'ASP.NET', 'Javascript', 'HTML', 'CSS', 'Visual', 'Studio', 'Azure', 'DevOps', 'Azure', 'Pipelines', 'Windows', 'Server', 'Failover', 'Clustering', 'Dynatrace', 'Solarwinds', 'Splunk', 'SQL'], ['Software', 'design', 'Software', 'development', 'Software', 'integration', 'Software', 'testing', 'Software', 'maintenance', 'Software', 'integration', 'frameworks', 'Git', 'Jenkins', 'Maven', 'Java', 'Python', '.NET', 'C++', 'Agile', 'software', 'development', 'DEVOPS', 'configuration', 'management', 'MS', 'Power', 'BI', 'Power', 'Automation', 'SNAP', '/', 'TANF', '/', 'LIHEAP', 'Human', 'Services', 'Domains', 'Docker', 'Kubernetes', 'Information', 'Security', 'NIST', 'Secure', 'Software', 'Development', 'Frameworks', '(SSDF)', 'Hybrid', 'cloud', 'environments', 'DevSecOps', 'Project', 'Management', 'Professional', '(PMP)', 'Certification'], ['Software', 'Integration', 'API', 'Design', 'Billing', 'System', 'Integration', 'Web', 'Stack', 'Technologies', 'HTML', 'CSS', 'JavaScript', 'Java', 'Python', 'JSON', 'Elixir', 'Objectoriented', 'Design', 'Software', 'Architecture', 'RESTful', 'Web', 'Services', 'Data', 'Integration', 'ETL', 'SQL', 'Databases', 'Cloud', 'Platforms', 'AWS', 'Azure', 'Problemsolving', 'Communication', 'Interpersonal', 'Skills', 'Collaboration', 'Security', 'Compliance', '401(k)', 'Employee', 'Bonus', 'Plan', 'Cogeco', 'Stock', 'Purchase', 'Plan', 'Complimentary', 'Services', 'Tuition', 'Reimbursement', 'Headspace', 'Membership', 'Betterhelp', 'Membership', 'LinkedIn', 'Learning'], ['Data', 'Engineering', 'Software', 'Engineering', 'Data', 'Pipelines', 'Big', 'Data', 'Spark', 'Hadoop', 'Pig', 'Scala', 'Python', 'SQL', 'Presto', 'Airflow', 'AWS', 'Java', 'Go', 'React', 'Scientific', 'Computing', 'Full', 'Stack', 'Development', 'CrossFunctional', 'Communication', 'Hybrid', 'Work', 'On', 'Target', 'Earnings', '(OTE)', 'Compensation', 'Equity', 'Company', 'Bonus', 'Sales', 'Commissions/Bonuses', 'Retirement', 'Plans', 'Health', 'Benefits', 'Wellness', 'Stipends'], ['Embedded', 'Software', 'Development', 'C/C++', 'Python', 'ROS', 'Linux', 'Kernel', 'Programming', 'Device', 'Trees', 'Driver', 'Writing', 'Interface', 'Debugging', 'Hardware', 'Interfacing', 'Nvidia', 'Jetson', 'Systems', 'Kernel', 'Mode', 'Programming', 'BareMetal', 'Programming', 'Camera', 'Systems', 'RTOS', 'Programming', 'Filesystems', 'Networking', 'Interprocess', 'Communication', 'Control', 'Theory', 'Drone/UAS', 'Wireless', 'Communication', 'Systems', 'Machine', 'Learning', 'GPS/GNSS', 'Positioning', 'Hardware', 'Rapid', 'Prototyping'], ['Software', 'Engineering', 'Python', 'AWS', 'Kubernetes', 'Payments', 'Industry', 'Knowledge', 'Backend', 'Development', 'Crossteam', 'Communication', 'System', 'Architecture', 'System', 'Design', 'Product', 'Management'], ['.NET', 'C#', 'Web', 'API', 'WCF', 'SQL', 'MVC', 'HTML', 'CSS', 'JavaScript', 'JSON', 'XML', 'ObjectOriented', 'design', 'Software', 'design', 'patterns', 'Visual', 'Studio', 'SQL', 'Server', 'Management', 'Studio', 'JIRA', 'Bitbucket', 'Azure', 'Bamboo', 'jQuery', 'AngularJS', 'Agile', 'software', 'development', 'Service', 'Oriented', 'Architecture', '(SOA)', 'Java', 'J2EE', 'C++'], ['Software', 'engineering', 'Developer', 'tooling', 'Development', 'processes', 'Productivity', 'Platformwide', 'technologies', 'Build', 'performance', 'Code', 'organization', 'Application', 'monitoring', 'Alerting', 'systems', 'Deployment', 'frameworks', 'Modern', 'software', 'engineering', 'Developer', 'experience', 'Engineering', 'processes', 'Communication', 'skills', 'Empathy', 'Advocacy', 'Design', 'Innovation', 'Learning', 'Problemsolving', 'Technical', 'opportunity', 'Recruitment', 'Compensation', 'Benefits', 'Stockbased', 'compensation', '401k', 'plan', 'Disability', 'coverage', 'Life', 'insurance', 'Wellbeing', 'benefits', 'Tuition', 'reimbursement', 'Parental', 'leave', 'Sick', 'time', 'Vacation', 'time', 'Paid', 'holidays', 'Employee', 'Stock', 'Purchase', 'Plan'], ['Python', 'Software', 'Engineering', 'Data', 'Pipelines', 'AWS', 'Azure', 'GCE', 'Natural', 'Language', 'Processing', 'Machine', 'Learning', 'Data', 'Analysis', 'A/B', 'Testing', 'System', 'Evaluation', 'Quality', 'Evaluation'], ['TCP/UDP', 'C++14/17/20/23', 'Multicast', 'Low', 'Latency', 'Solar', 'Flare', '(Kernel', 'Bypass)', 'Trading', 'Shop', '/', 'Platform'], ['Linux', 'OpenStack', 'Kubernetes', 'Ceph', 'Python', 'Go', 'C', 'C++', 'Docker', 'LXC', 'LXD', 'OVS', 'OVN', 'Core', 'networking', 'Virtualization', 'KVM', 'Containerization', 'Bare', 'metal', 'Storage', 'Linux', 'filesystems', 'Networking', 'Git', 'GDB', 'Ubuntu', 'Debian', 'packaging', 'Postgresql', 'Mongo', 'QEMU', 'Distributed', 'systems'], ['Artificial', 'Intelligence', 'Blockchain', 'Ethereum', 'Distributed', 'Applications', 'Smart', 'Contracts', 'Software', 'Development', 'Data', 'Server', 'Side', 'UI', 'Open', 'Source', 'Software', 'Cloud', 'Architecture', 'Scalable', 'Solutions', 'Orchestration', 'Containers', 'Linux', 'Python', 'Golang', 'Java', 'GitHub', 'TDD', 'Continuous', 'Learning'], ['Software', 'Systems', 'Implementation', 'Coding', 'Testing', 'Debugging', 'Documentation', 'Client/ServerBased', 'Systems', 'WebBased', 'Applications', \"API's/Microservices\", 'eCommerce', 'Platforms', 'Relational', 'Databases', 'C#', 'PHP', 'HTML', 'CSS', 'JavaScript', 'Git', 'SQL', 'MVC', 'Frameworks', 'eCommerce', 'Web', 'Applications', 'Azure', 'PaaS', 'Offerings'], ['Linux', 'virtualisation', 'Libvirt/KVM', 'Containers', 'Kubernetes', 'TCP/IP', 'networking', 'PostgreSQL', 'Corosync/Pacemaker', 'MongoDB', 'MySQL', 'Apache', 'OpenStack', 'development', 'Kubernetes', 'Ceph', 'LXD', 'Snaps', 'MAAS', 'Juju', 'Ubuntu', 'Datacenter', 'technologies', 'Cloudnative', 'development']]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "hitRateList = []\n",
        "for i in range(len(bigger_ans_list)):\n",
        "  Intersection = set(bigger_ans_list[i]).intersection(set(listofAnswers[i]))\n",
        "  hitRate = round(len(Intersection) / len(listofAnswers[i]) * 100, 2)\n",
        "  hitRateList.append(hitRate)\n",
        "\n",
        "print(len(hitRateList), \"\\n\", hitRateList)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "347oxGyL0bbt",
        "outputId": "cbc23cfe-a9f6-4e29-8f8c-22721d79c526"
      },
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "198 \n",
            " [0.0, 0.0, 0.0, 0.0, 11.11, 0.0, 6.38, 0.0, 4.35, 2.94, 0.0, 0.0, 0.0, 0.0, 4.35, 11.54, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 4.76, 0.0, 0.0, 0.0, 0.0, 4.0, 3.03, 0.0, 0.0, 0.0, 0.0, 4.65, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 2.33, 0.0, 0.0, 0.0, 4.55, 4.65, 5.26, 0.0, 0.0, 3.57, 1.64, 0.0, 3.33, 0.0, 0.0, 0.0, 0.0, 0.0, 6.45, 0.0, 0.0, 7.14, 0.0, 0.0, 0.0, 2.5, 4.17, 0.0, 0.0, 2.63, 0.0, 0.0, 0.0, 0.0, 3.33, 0.0, 0.0, 0.0, 0.0, 0.0, 6.25, 0.0, 0.0, 0.0, 1.82, 9.43, 7.14, 0.0, 0.0, 0.0, 3.7, 0.0, 0.0, 2.78, 4.08, 0.0, 0.0, 0.0, 1.2, 0.0, 7.14, 0.0, 0.0, 0.0, 0.0, 5.88, 11.11, 0.0, 1.41, 0.0, 0.0, 2.22, 0.0, 0.0, 0.0, 0.0, 0.0, 2.67, 0.0, 4.88, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 2.44, 4.17, 0.0, 3.12, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 5.56, 2.86, 5.0, 0.0, 0.0, 0.0, 6.67, 0.0, 0.0, 0.0, 0.0, 4.17, 0.0, 0.0, 4.65, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 3.77, 0.0, 0.0, 7.5, 0.0, 0.0, 0.0, 6.78, 0.0, 0.0, 0.0, 1.75, 6.56, 0.0, 0.0, 0.0, 0.0, 0.0, 5.17, 0.0, 0.0, 0.0, 0.0, 0.0, 4.76, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "meanSeed3 = round(np.mean(hitRateList), 2)\n",
        "stdSeed3 = round(np.std(hitRateList), 2)\n",
        "varianceSeed3 = round(np.var(hitRateList), 2)\n",
        "\n",
        "\n",
        "\n",
        "meanList.append(meanSeed3)\n",
        "print(\"mean: \", meanList)\n",
        "stdList.append(stdSeed3)\n",
        "print(\"stdList: \", stdList)\n",
        "varianceList.append(varianceSeed3)\n",
        "print(\"varianceList: \", varianceList)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "x7g6CRHf0hUz",
        "outputId": "0dc4b756-34fb-4203-a491-d162dcbf91f5"
      },
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "mean:  [1.01, 1.1, 1.29]\n",
            "stdList:  [2.59, 2.34, 2.44]\n",
            "varianceList:  [6.71, 5.5, 5.97]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Seed 4"
      ],
      "metadata": {
        "id": "auwHiiKBy2ZT"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Main execution\n",
        "file_path = \"dataset/fine_tuning_dataset_seed_4.csv\"\n",
        "df = pd.read_csv(file_path)\n",
        "df['context'] = df['context'].astype(str)\n",
        "df['answer'] = df['answer'].astype(str)\n",
        "\n",
        "dataset_dict = {\n",
        "    \"context\": df[\"context\"],\n",
        "    \"answer\": df[\"answer\"]\n",
        "}\n",
        "\n",
        "dataset = Dataset.from_dict(dataset_dict)\n",
        "\n",
        "# Split the dataset into training and testing sets\n",
        "splits = dataset.train_test_split(test_size=0.33, seed=4)\n",
        "\n",
        "generated_ans_list = []\n",
        "bigger_ans_list = []\n",
        "\n",
        "# # Keyword Extraction\n",
        "keywords_by_text = perform_keyword_extraction(splits['test']['context'])\n",
        "for index, keywords in keywords_by_text.items():\n",
        "    # print(f\"Text {index+1} \\n Keywords: {keywords}\")\n",
        "    for keyword in keywords:\n",
        "        generated_ans_list.append(keyword)\n",
        "    bigger_ans_list.append(generated_ans_list)\n",
        "    generated_ans_list = []\n",
        "\n",
        "print(bigger_ans_list)"
      ],
      "metadata": {
        "id": "PtxpKC-fgMh5",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "bc62368c-c004-4074-a4d6-7813abaa8440"
      },
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/sklearn/feature_extraction/text.py:528: UserWarning: The parameter 'token_pattern' will not be used since 'tokenizer' is not None'\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[',', '.', 'experience', 'iot', 'platforms', 'server', 'software', 'technologies', 'ubuntu', 'work'], ['(', ')', ',', ';', 'ability', 'experience', 'salesforce', 'software', 'team', 'technical'], [',', '.', 'lexisnexis', 'php', 'risk', 'software', 'solutions', 'team', 'technology', 'women'], [',', '.', 'ability', 'business', 'energy', 'experience', 'shell', 'solutions', 'work', 'working'], ['!', '(', ')', ',', '.', 'company', 'experience', 'work', 'working', '’'], ['(', ')', ',', '.', 'bruker', 'develop', 'products', 'software', 'work', 'year'], ['(', ',', 'development', 'devops', 'experience', 'management', 'skills', 'software', 'support', 'using'], [',', '.', ':', 'engineers', 'experience', 'industry', 'insurance', 'software', 'team', 'technology'], [',', '.', ':', 'application', 'candidate', 'experience', 'genesys', 'team', 'work', '’'], [',', '.', 'agile', 'automation', 'problem', 'rockwell', 's', 'work', 'world', '’'], ['&', '(', ')', ',', '.', 'business', 'delivery', 'engineering', 'experience', 'people'], [',', '.', ':', 'degree', 'engineering', 'looking', 'software', 'team', 'work', '’'], ['$', '.', '/', ':', 'clearance', 'experience', 'linux', 'security', 'software', 'years'], [',', '.', ':', 'data', 'engineering', 'focus', 'nlp', 'nlp-driven', 'software', 'strong'], [',', '-', '.', ':', 'capital', 'experience', 'individuals', 'job', 'open', 'years'], ['benefits'], [')', ',', '.', 'azure', 'bemo', 'development', 'experience', 'microsoft', 'team', '•'], [',', '-', '.', ':', 'best', 'engineering', 'experience', 'office', 'team', 'work'], ['$', '(', ')', ',', '.', 'core', 'enabling', 'experience', 'software', 'technologies'], ['(', ',', '.', '?', 'asos', 'best', 'people', 'support', 'want', '’'], [',', '.', ':', 'ad', 'devops', 'experience', 'hoc', 'services', 'work', '’'], ['!', '&', ',', 'control', 'principal', 'product', 'r', 'seeking', 'software', 'supporting'], [',', '.', ':', 'annuity', 'business', 'development', 'experience', 'product', 'products', 'working'], ['(', ')', '*', ',', '.', 'experience', 'semper', 'software', 'solutions', 'years'], [',', '.', 'architecture', 'company', 'experience', 'falls', 'fewer', 'national', 'safelyyou', '’'], [',', 'paid', 'relocation', 'upfront'], [',', '.', 'customer', 'following', 'microsoft', 'skills', 'software', 'support', 'systems', 'team'], [',', '.', ':', 'elevate', 'java', 'journey', 'opportunity', 'security', 'software', 'tools'], ['$', '(', ')', ',', '.', '/', ':', 'experience', 'security', 'software'], ['&', ',', '.', ':', 'design', 'diversity', 'electric', 'engineering', 'schneider', 'software'], [',', '.', ':', 'design', 'development', 'experience', 'issues', 'plus', 'services', 'skills'], [',', '.', 'banking', 'engineering', 'experience', 'group', 'lab', 'software', 'working', '’'], [\"'re\", ',', '.', ':', 'design', 'experience', 'react', 'team', 'work', 'working'], [',', '.', 'developer', 'experience', 'language', 'large', 'models', 'nvidia', 'science', 'tools'], ['(', ')', ',', '.', ':', 'experience', 'software', 'test', '·', '’'], ['!', ',', 'role', 'room', 'sensors', 'sit', 'smarter', 'speed', 'team', 'ui'], [',', '.', 'engineering', 'experience', 'linux', 'position', 'quality', 's', 'software', '’'], ['(', ')', ',', '.', 'development', 'engineering', 'experience', 'support', 'systems', 'technical'], ['(', ')', ',', '.', ':', 'components', 'design', 'development', 'requirements', 'software'], [',', '.', ':', 'experience', 'quality', 'roche', 'software', 'test', 'testing', 'tools'], ['#', ',', '.', 'c', 'developing', 'environment', 'experience', 'skills', 'software', 'web'], [',', '.', 'architect', 'open', 'software', 'solutions', 'source', 'strong', 'studio', 'team'], [',', '.', ':', 'android', 'benefits', 'experience', 'people', 'salesforce', 'slack', 'work'], ['(', ')', ',', '.', 'connaissance', 'des', 'et', 'knowledge', 'la', 'les'], ['$', ',', '.', 'design', 'experience', 'pay', 'power', 'requirements', 'solutions', '’'], [',', '.', 'annuity', 'benefits', 'business', 'development', 'experience', 'guardian', 'health', 'product'], ['*', ',', '.', 'curtiss-wright', 'development', 'experience', 'information', 'software', 'systems', 'test'], ['%', ',', '.', 'experience', 'java', 'remote', 'renowned', 'services', 'working', '|'], ['(', ')', ',', '.', 'engineers', 'experience', 'manager', 'service', 'services', 'weave'], ['&', '(', ')', ',', '.', 'equans', 'role', 'team', 'working', '’'], [',', '.', ':', 'embedded', 'engineering', 'experience', 'skills', 'systems', 'work', 'years'], ['(', ',', '.', ':', 'development', 'familiarity', 'health', 'recuro', 'software', 'technical'], [',', '.', ':', 'automation', 'days', 'industry', 'process', 'solutions', 'state', 'technology'], ['(', ')', ',', '.', 'architecture', 'developing', 'experience', 'months', 'using', 'web'], [',', '.', 'defence', 'l3harris', 'programs', 'role', 'software', 'technologies', 'technology', 'working'], [',', '.', 'applicants', 'authorized', 'employer', 'employment', 'experience', 'sponsor', 'time', 'work'], [',', '.', 'aws', 'design', 'engineering', 'experience', 'ridgeline', 'software', 'team', 'technical'], [',', '.', 'automation', 'experience', 'pseq', 'robotic', 'software', 'support', 'team', 'warehouse'], [',', '.', ':', 'bae', 'development', 'employees', 'experience', 'skills', 'software', 'systems'], [',', '.', ':', 'design', 'development', 'software', 'solutions', 'systems', 'technical', 'working'], [',', '.', ':', 'b.well', 'experience', 'health', 'software', 'strong', 'years', '’'], ['doing'], [',', '.', ';', 'covenant', 'experience', 'eyes', 'software', 'work', 'working', '’'], [',', '.', ':', 'ai', 'companies', 'product', 'recruiting', 'scratch', 'software', 'work'], ['*', ',', '.', ':', 'employees', 'position', 'siemens', 'software', 'status', 'tools'], ['(', ')', ',', '.', 'automotive', 'design', 'development', 'experience', 'lead', 'software'], ['(', ')', ',', '.', 'equivalent', 'experience', 'pcb', 'skills', 'software', 'using'], [',', '.', ':', 'benefits', 'development', 'experience', 'security', 'senior', 'software', 'work'], [',', '.', 'development', 'engineering', 'experience', 'product', 'security', 'software', 'test', 'tools'], ['&', ',', '.', 'build', 'deputy', 'design', 'experience', 'modern', 'product', 'use'], [',', '.', 'algorithms', 'audio', 'bose', 'create', 'knowledge', 'software', 'sound', 'team'], ['(', ')', ',', '.', 'applications', 'code', 'development', 'experience', 'practices', 'rest'], [\"'s\", '(', ')', ',', '.', ':', 'expertise', 'low', 'software', 'working'], ['(', ')', ',', '.', ':', 'affirm', 'engineering', 'experience', 'online', 'services'], [',', 'design', 'layer', 'plus', 'signal', 'software', 'systems', 'technical', 'view', 'wireless'], ['(', ')', ',', '.', 'architecture', 'experience', 'requirements', 'software', 'systems', 'work'], ['(', ')', ',', '.', 'experience', 'maas', 'server', 'software', 'technologies', 'ubuntu'], [',', '.', ':', ';', 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'existing', 'new', 'requirements', 'software', 'systems'], [',', '.', ':', 'experience', 'groups360', 'help', 's', 'team', 'work', '’'], [',', '.', ':', 'credit', 'email', 'experience', 'fintech', 'required', 'software', 'work'], ['14971', '62304', 'familiarity', 'iec', 'iso'], ['#', \"'ll\", '(', ',', '.', '.net', ':', 'c', 'sql', '·'], [',', '.', '3d', ':', 'develop', 'experience', 'printing', 'software', 'systems', 'work'], [',', '.', 'canonical', 'infrastructure', 'open', 'operations', 'software', 'source', 'team', 'work'], [',', '.', 'content', 'disney', 'entertainment', 'experience', 'media', 's', 'team', '’'], ['&', ',', '.', '/', 'capsen', 'experience', 'robot', 'robotics', 'software', 'vision'], [\"'ll\", ',', '.', '/', 'embedded', 'engineer', 'opportunity', 'potential', 'senior', 'software'], [',', '.', 'electrical', 'embedded', 'experience', 'firmware', 'indigo', 'software', 'systems', 'vehicle'], [',', '.', 'aaa', 'ai', 'code', 'design', 'experience', 'team', 'work', 'working'], ['(', ')', ',', '.', ':', 'build', 'developers', 'experience', 'front-end', 'legal'], [',', '.', 'development', 'mastercard', 'security', 'skills', 'solutions', 'strong', 'team', 'technical'], [',', '.', ':', 'architecture', 'design', 'development', 'embedded', 'experience', 'software', '’'], [',', '.', 'affirm', 'applicants', 'data', 'experience', 'product', 'systems', 'use', 'work'], [',', '.', ':', '?', 'engineer', 'lead', 'skills', 'software', 'staff', 'team'], [',', '.', 'customers', 'experience', 'kubernetes', 'open', 'solutions', 'source', 'support', 'technical'], [',', '7', 'experience', 'job', 'microsoft', 'required', 'software', 'test', 'working', 'years'], [',', '.', ':', 'azure', 'design', 'experience', 'software', 'training', 'work', 'years'], [',', '.', 'code', 'design', 'developer', 'development', 'java', 'surveillance', 'video', 'web'], ['(', ')', ',', '.', ':', 'experience', 'fun', 'game', 'games', 'status'], ['(', ')', ',', '.', 'candidate', 'control', 'development', 'mfc', 'software', 'systems'], [',', '-', '.', '/', ':', 'design', 'lead', 'role', 'software', 'team'], ['(', ',', '.', 'canonical', 'experience', 'open', 'source', 'travel', 'ubuntu', 'work'], ['&', '(', ',', '.', 'development', 'integration', 'services', 'state', 'street', 'technology'], ['&', ',', '.', ':', 'design', 'diversity', 'electric', 'engineering', 'schneider', 'software'], ['algorithm', 'implementation'], [',', '.', 'developing', 'development', 'experience', 'improve', 'leading', 'software', 'testing', 'years'], [',', '.', 'engineering', 'equipment', 'experience', 'proficiency', 'software', 'test', 'testing', 'u.s.'], ['$', '(', ')', ',', '.', 'eigenlabs', 'ethereum', 'experience', 'technical', 'technologies'], ['$', ',', '-', '.', ':', 'affirm', 'applicants', 'experience', 'payments', 'team'], ['$', ',', '.', 'design', 'experience', 'pay', 'power', 'requirements', 'solutions', '’'], [',', '.', ':', 'applicants', 'employment', 'job', 'pinterest', 'position', 'qualified', '’'], ['*', ',', '.', 'benefits', 'design', 'development', 'excellent', 'marietta', 'position', 'software'], ['(', ')', 'automation', 'build', 'ci/cd', 'knowledge', 'software'], [',', '.', ':', 'application', 'design', 'experience', 'qinetiq', 'software', 'working', '’'], ['$', '(', ')', ',', '.', ':', 'grammarly', 's', 'team', '’'], [',', '-', '.', ':', 'application', 'collaborate', 'development', 'required', 'software', 'support'], [',', '.', 'applications', 'cannabis', 'experience', 'skills', 'software', 'team', 'work', '–'], ['(', ')', ',', '.', 'e.g', 'employment', 'phinia', 'software', 'tools', 'using'], [',', '.', ':', 'background', 'employment', 'experience', 'insurance', 'offer', 'software', 'team'], ['(', 'angeles', 'employment', 'fair', 'hiring', 'histories', 'initiative', 'los', 'manner', 'ordinance'], ['management', 'requirements'], ['(', ')', ',', '.', 'applications', 'including', 'java', 'leave', 'role', 'work'], ['&', '(', ')', ',', '.', 'handling', 'insurance', 'kpi', 'software', 'solutions'], [',', '-', '.', ':', 'capital', 'employment', 'experience', 'position', 'status', 'years'], [',', '.', ':', 'benefits', 'development', 'experience', 'madhive', 'software', 'team', 'work'], [',', '.', 'canonical', 'device', 'experience', 'high', 'linux', 'operating', 'security', 'software'], [',', '.', '.net', ':', 'development', 'experience', 'requirements', 'software', 'work', '·'], [',', '.', ':', 'bands', 'compensation', 'employees', 'pave', 'planning', 'total', '’'], [',', '.', 'design', 'development', 'experience', 'product', 'security', 'software', 'test', 'tools'], ['(', ')', ',', '.', 'data', 'experience', 'ferguson', 'management', 'software', 'solutions'], ['(', ')', ',', '.', 'environment', 'experience', 'software', 'systems', 'triumph', '–'], ['c/c++', 'programming'], [',', '.', ':', 'design', 'experience', 'requirements', 'software', 'solutions', 'systems', 'team'], ['(', ')', ',', '.', 'e.g', 'employment', 'phinia', 'software', 'tools', 'using'], ['(', ')', ',', '.', 'benefits', 'business', 'data', 'employees', 'include', 'sony'], ['(', ')', ',', '.', ':', 'business', 'development', 'experience', 'quality', 'solutions'], ['(', ')', ',', '.', 'android', 'capital', 'experience', 'information', 'team', 'years'], ['(', ')', ',', '.', 'experience', 'linux', 'open', 'source', 'team', 'work'], [',', '.', 'experience', 'iot', 'platforms', 'server', 'software', 'technologies', 'ubuntu', 'work'], ['design', 'real-time'], ['(', ',', '.', ':', 'computer', 'engineering', 'patent', 'science', 'software', 'work'], [',', '.', ':', 'deployment', 'development', 'process', 'requirements', 'software', 'solutions', 'technical']]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fullAnswers = list(splits['test']['answer'])\n",
        "print(fullAnswers)\n",
        "\n",
        "listofAnswers = []\n",
        "for answer in fullAnswers:\n",
        "    answer = answer.replace(',', ' ').split()\n",
        "    listofAnswers.append(answer)\n",
        "print(len(listofAnswers), \"\\n\", listofAnswers)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OhVhlMpN0zLO",
        "outputId": "77acb3c3-8fb4-4fa9-bd8f-5dd824fc77ce"
      },
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "['Linux, Kernel, Networking, Virtualization, Graphics, Ubuntu, IoT, Server, C, C++, Debian, RPM, Yocto, Open source, Docker, K8s, TCP/IP, DHCP, HTTP/REST, Security, Board and SoC, BMCs, Bootloaders, Firmware, Apps, Services', 'Salesforce, Field Service Lightning (FSL), Territory Management, Route Optimization, Health Cloud, Apex, SOAP/REST Integration Services, Lightning Web Components (LWC), Salesforce Integrations (API), Batch Processing, Bulk API, Cloud, On Prem SalesForce, API Integrations, Lightning Framework, VS Code, Git, GitHub, Gitlab, Salesforce DX, Salesforce CLI, UML, Unit Testing, Agile, System Architect, Source Control, Static Code Analysis, Security Reports', 'PHP, Docker, PHP 7, PHP 8, Laravel, HPCC, Playwright, Cypress, Postman, GitLab, GitHub, MySQL, Software Development Tools, SOA, APIs, Agile, CI/CD', 'Software Engineering, Debugging, Frontend development, Software Integration, Unit testing, RESTful APIs, UI/UX development, Problemsolving, Time management, Teamwork, Agile development, Microsoft Office, Continuous improvement', '.NET Framework, C#, JavaScript, Entity Framework, MSSQL, RESTful APIs, Unit Tests, Authentication mechanisms, OIDC, OAuth, SAML, Azure Intra, Learning Tools Interoperability, LTI, API (xAPI), Swagger, GitFlow, Trunk Based Development, Agile, Scrum', 'C++11, Windows, Visual Studio, Linux, Java, NetBeans IDE, .NET, Qt, Boost, Ethernet, RS232, USB, SQL, ISO/IEC', 'DevOps, Data management, Scalable solutions, Automation testing, Data analysis, Reporting, Release capabilities, Security best practices, Version management, Collaboration platforms, Guidance documents, Agile methodologies, Scrum methodologies, Software tracking tools, IT project management tools, Atlassian products, .NET, NodeJS, HTML, Javascript, Python, SQL, Azure DevOps, XML development, XSL(T), Business analysis, Process analysis', 'Kotlin, Python, Java, JavaScript, Dataflow, Cloud AI Platform, KubeFlow, Spring, React, BigQuery, BigTable, Postgres, Google Cloud, Kubernetes, AI, Machine Learning, Data Science, Cloud Computing, Distributed Systems, Software Architecture, Software Design, Software Development, Software Engineering, Product Management, UI/UX Design, Computer Science, Software Engineering Principles, Empathy, Kindness, Positive Attitude, SelfAwareness', 'React, Ember, Angular, Typescript, Elm, Web Components, Continuous Deployment, Code Reviews, Unit Testing, Integration Testing, Acceptance Testing, Industry Trends, HIPAA, Code of Conduct, JavaScript, ObjectOriented Analysis, SQL, WorkLife Balance, TimeOff Policy, Flexible Work Schedule, Remote Work, 401(k) Matching, Adoption Assistance, Fertility Treatments', 'C++, C#, Java, Python, Objectoriented design (OOD), Objectoriented analysis (OOA), Agile methodology, PLC programming, Drives programming, Test driven development, Test automation, Build and configuration management, Industrial automation', 'Leadership, Software Engineering, Coaching, Technical Capabilities, Project Management, Project Lifecycles, Process Improvement, KPI Alignment, Agile Development, Software Quality Assurance, Embedded Systems, Software Testing, Product Development, Software Architecture, Documentation, Communication, Budgeting, Risk Management, Vendor Management, Stakeholder Management, Negotiation, Security Clearance', 'Software Engineering, Product Management, ERP, CustomerCentric, ProblemSolving, Programming Languages, Autonomous Work, Team Leadership, Communication, Scalability, Performance, Code Review, Flatiron, Equity, Health and Dental Insurance', 'Linux Administration, Scripting, Automation, Integration, Security Clearance, Top Secret / SCI U.S. Government, Polygraph, Computer Science, Software Engineering', 'nan', 'JavaScript, Java, HTML/CSS, TypeScript, SQL, Python, Go, AWS, Docker, Kubernetes, Cloud Computing, Open Source Frameworks, Agile, People Management', 'C#, C++, Unity, Unreal, Game Engines, Software Development, Simulation, Gaming, Virtual Reality, Lead Role, Technical Teams, Project Delivery, Planning, Designing, Testing, Implementation, Software Solutions, Customer Requirements, Design Constraints, Technical Innovations, Code Development, Team Performance, Customer Satisfaction, Continuous Learning, New Concepts, Computer Science', 'Principal Software Developer, Scrum, Azure DevOps, C#, ASP.NET, REST API, Microsoft Azure Sentinel, Microsoft Defender, Microsoft Partner Center, Azure Active Directory, Microsoft 365, Microsoft Intune, Microsoft Lighthouse, Microsoft Copilot, Microsoft Azure, GitHub, Unit testing, Integration testing, Regression testing, Automated testing, Testdriven development, Database design, Data management, Artificial intelligence, Machine learning', 'Engineering Management, Product Management, Software Development, System Architecture, Distributed Systems, Cloud Infrastructure, Leadership, Communication, Team Collaboration, Problem Solving, Scalability, Reliability, Performance, Java, C#, Python, JavaScript, Go, AWS, API Design, Code Review, Data Analysis, Machine Learning, AI', '.NET Core, ASP.NET Core, C#, Azure cloud services, Docker, Kubernetes (AKS), Microservices, API Gateway, Service Mesh (Istio LinkerD Kuma), Networking concepts and protocols, SQL Server, Oracle, Redis, NoSQL document database (MongoDB Cosmos DB Raven DB), Messaging (Kafka)', '.NET Core, Docker, Kubernetes, React / Node.js, C#, ASP.NET Core, TDD, CI/CD automation, DDD, BDD, Integration Testing, Performance Testing, Nuget Package Management, JavaScript, SQL Server, MongoDB, Microsoft Azure, Java, C++', 'Terraform, Ansible, DevOps, Cloudbased services, Infrastructureascode tools, Virtualization, Containerization, Networking, Azure, Security best practices, CMS/NIST quality and compliance standards, Data services, Technical depth interviews', 'Software Engineering, Embedded Systems, TestDriven Development, Software Integration, Test Case Development, Formal Acceptance Testing, Requirements Analysis, Architecture Design, Software Implementation, Cost and Schedule Management, Team Collaboration', 'Software Development, Kanban, Unix, Windows, Oracle, Agile, Database, Transcend, Leadership, Estimation, Magic', 'C#, C++, VB.NET, Python, Bash, PowerShell, SQL, Jira, GitLab, GitHub, Notepad++, Atom, VMWare ESXI, PowerCLI, PortGroups, VSwitches, Data Storage, Security+, Network+, CISSP, CASP+, DISA Security Technical Implementation Guidelines (STIGs), Agile methodology, DevOps, Configuration management, Unit testing, Peer testing, System testing, Scrum Master, Microsoft Windows Server, Active Directory, DNS, Group Policy, User Management, Replication of Sites & Services, Linux, bash, User management, Service management, File management, Expertlevel', 'Machine Learning, Artificial Intelligence, Go, Typescript, Microservices Architecture, Backend Development, Frontend Development, RESTful APIs, Cloud Computing, DevOps, Git, Docker, Kubernetes, Continuous Integration/Continuous Delivery (CI/CD), Software Design, Software Architecture, System Design, Unit Testing, Integration Testing, EndtoEnd Testing, Performance Testing, Security Testing, Scaling, High Availability, Fault Tolerance, Disaster Recovery, Data Analytics, Data Visualization', 'Software Engineering, Debugging, Frontend development, Software Integration, Unit testing, RESTful APIs, UI/UX development, Problemsolving, Time management, Teamwork, Agile development, Microsoft Office, Continuous improvement', 'Customer service, IT support, Communication, System learning, Numerical analysis, Problem solving, Selfmotivation, Initiative, Cando attitude, Solution finding, Microsoft SQL, Microsoft Server platforms, Windows operating systems, Excel, Accounting software, Construction industry', 'Java, IntelliJ, JUnit, Mockito, AWS, Computer Science, Software Engineering, Web Security Testing, EnterpriseLevel Solutions, Desktop Solutions, Agile Development, TestDriven Development, Version Control Systems', 'Javascript, API Integration, JSON', 'Software Design, C#, Communication Skills, Interpersonal Skills, Customer Focus, Teamwork, Multisite Collaboration, Multicountry Collaboration, Learning and Development, Continuous Learning, Latest Technologies, Computer Engineering, Computer Science, Electrical Engineering, Diversity & Inclusion, Disability Confident Program, Competitive Salary, Bonus Scheme, Annual Leave, Holiday Buy & Sell Program, Pension Scheme, Employee Share Ownership Program, Health & Wellbeing Support, Gym Flex, Open Talent Market, Global Mobility, Mentorship, Learning Portal, Digital Transformation, Energy Management, Automation, IoT, R&D', 'ASP.NET, JavaScript, CSS, jQuery, C#, HTML, UI/UX, LINQ, IIS, MS SQL, TFS, Git, Team Foundation Server, VSTS, Agile, Scrum, PowerShell, Microsoft .Net 4.0+, EF, RESTful, Swagger, Service Oriented Architecture, WCF, Object Oriented', 'Java, JavaScript, Spring, Spring Boot, Node, Microservices, CI/CD, DevOps, GIT, Cypress, JUnit, GCP, Pair Programming, TDD, BDD', 'JavaScript, TypeScript, React, React Native, Agile Programming, REST API, Unit Testing, Integration Testing, EndtoEnd Testing, Cypress, Componentbased Framework, Crossplatform, Mobile Development, Backend Programming Language, Go, Ruby, Node.js, Java, Python', 'Software Engineering, Machine Learning, Generative AI, Large Language Models, C/C++, Python, CUDA C/C++, Algorithms, Data Structures, Parallel Computing, System Software, NVIDIA GPU Technology, DL Software Stack, NeMo, TensorRT, GPU Architectures, GPU Programming, Debuggers, Profilers', 'C/C++, Python, Linux, Buildroot, Yocto, Embedded Systems, FPGA, RealTime Operating Systems (RTOS), FreeRTOS, Boot Loaders, UBoot, Barebox, Satellite Subsystems, ADCS, GPS, Radios, Reaction Wheels, Magnetic Torquers, Thrusters, Sun Sensors, Optical Payloads, SoftwareintheLoop (SWIL) Testing, HardwareintheLoop (HWIL) Testing, Test Automation, Cryptography, SpaceWire', 'Vue.js, Vuetify, Bootstrap.js, PostgreSQL, Amazon Aurora, Python, Airflow, Docker, Kubernetes, Redis, Snowflake, Confluent, Cognito, Cloudfront, S3, API Gateway, Lambda, Amazon Serverless Architecture, HTML, CSS, JavaScript, Node.js, Java, Scala, C#, C++, Go, JVM, AWS, Azure, GCP, SQL, Electronic Health Records, Clinical data', 'C/C++, Embedded Linux Systems, RTOS, Yocto Linux, Agile, Continuous Integration, Deployment, Linux Configuration, Optimization, MultiCore MicroControllers, Memory, Peripherals, Schematics, Oscilloscopes, Logic Analyzers, Portable Software, Windows, RTOSes, MultiCore, MultiThreaded, Distributed Applications, Software Debugger, OnTarget Debugger', 'Python, Linux, C/C++, JavaScript, Java, OOA/OOD, SQL, Jira, Confluence, GIT, DevSecOps, Agile, DoD 8570.01m IAT Level II, Microsoft Products (PowerPoint Word Excel Outlook Teams)', 'Python, JSON, Docker, Kubernetes, Container, Rest API, JMS, Selenium, Unittest, Malware analysis, Software development, Software design, Software testing, System design, Hardware/software tradeoffs, Software reuse, Commercial Offtheshelf (COTS), Government Offtheshelf (GOTS), Requirements analysis, Software synthesis', 'Software Development, Test Automation, UI Testing, Database Testing, Cloud Computing, Web APIs, Java, JavaScript/TypeScript, Playwright, Cypress, Selenium, Cucumber, JUnit, TestNG, REST Assured, SOAP UI, JMeter, Git, GitHub, Jenkins, GitHub Actions, AWS, EC2, S3, Linux, Maven, Gherkin, Bioinformatics, Load and Performance Testing, Medical Device Software, Regulated Software', 'C#, .NET Framework, .NET Core, Microservices, Docker, Kubernetes, REST APIs, RabbitMQ, Angular, Unit Testing, Agile, Scrum, SQL, VMware, Azure DevOps, C++, DomainDriven Design', 'Software Architect, Software Engineer, Frontend Development, Backend Development, JavaScript, Flutter, React, Node.js, Rust, Golang, Visual Studio Code (VSCode), Codespaces, Open Source Contributions, GitHub, Scalability, Maintainability, Problem Solving, Troubleshooting, Communication, Collaboration, Computer Science', 'Mobile engineering, Android, Kotlin, Android SDK, Java, Android studio, RXJava, Concurrency, Data structures, Algorithms', 'Cloud Software Developer, Full Stack Development, C#, ASPX, AngularJS, Angular 7, .NET, SQL, NoSQL, Cosmos DB, MongoDB, Entity Framework, NHibernate, Microservice architecture, Message bus, Web API, AWS, Docker, Terraform, Jenkins, TFS, Jira, SOAP UI, Zigbee controllers, BLE', 'Systems Engineering, Software Engineering, Computer Science, Electrical Engineering, Power Electronics, Architecture, UML/SysML, Microsoft Project, MS Office, Power Distribution, Power Conversion, Computer Networking, Project Management, Technical Writing, ProblemSolving, Troubleshooting, Requirements Engineering, Verification and Validation, Data Center Infrastructure, Telecommunications, Electromechanical Solutions, Software Tools, Peripherals, Product Lifecycle Management', 'nan', 'Software Development, Realtime plant process monitoring, Nuclear power plants, C/C++/C#, Azure DevOps, Git, Microsoft Visual Studio, JavaScript, CSS, HTML, Oracle, SQL Server, Unit testing, System testing, Formal testing, Integration testing, Hardware integration', 'Java, Microservices, AWS, Spring Boot, Docker, Kubernetes, TDD, SDLC', 'Backend Engineering, Go (GoLang), Microservices, Kubernetes, ReSTful Web Services, Distributed Systems, ReST, Protobufs/gRPC, NSQ, SQL, Public Cloud Services, GCP, Docker, Temporal, Service Monitoring, Metrics, Alerting, Log Aggregation, Tracing, Functional/Acceptance Testing', 'BMS, HVAC, IoT, Trend IQVision, Tridium, GDPR, BS, ISO, BCIA, M&E, SQL, LinkedIn, Oracle, Tableau', 'Embedded Systems, ARM microcontrollers, C++, Java, Softwaredefined radios, Realtime operating systems (RTOS), Device drivers, Problemsolving, Analytical skills, Written communication, Verbal communication, Teamwork, US Citizen', 'Agile, Angular, Authentication, Backend, Caching, Code Review, Data Storage, Debugging, Frontend, HIPAA, HL7, ICD10, Integration, Leadership, NoSQL, Node, OAuth, Object Oriented Programming, Performance Monitoring, Problem Solving, Project Management, React, Redux, Refactoring, RESTful APIs, SAML, Scalability, Scrum, Security, Software Development, SQL, Waterfall', 'Cloud, AI, Machine Learning, IoT, 5G, Quantum Computing, RPA, BluePrism, Automation Anywhere, UiPath, WorkFusion, SQL', 'Software Architecture, Technical Standards, Software Coding Standards, Microsoft ASP.Net Web Forms, C#, Node.js, Bootstrap Framework, Microsoft ASP.Net (or ASP.Net Core) MVC, MVP, MVVM, Web API, SQL Server, SQL Programming, ObjectOriented Analysis, ObjectOriented Design, ObjectOriented Programming, ServiceOriented Architecture, NTier Architecture, HTML5, CSS, JavaScript, JSON, Responsive Web Applications, Mobile Development, Java Web Services, REST, SOAP', 'C#, .NET, Network layer technologies, Application layer technologies, Databases, Scripting, Embedded programming, Cloud technologies, Defence Security Clearance, Agile, Software Engineering', '.NET Core, C#, RESTful API, Python, AWS, MySQL, Dynamo, Azure DevOps, Pipelines, Microservices, Application development lifecycle, Eventdriven, Asynchronous architecture, Objectoriented design, Git, Coding standards, Secure coding, Analytical skills, Problemsolving skills, Innovation, Customer needs', 'Kotlin, Node.js, Typescript, Serverless frameworks, AWS services, AWS certifications, API gateways, SLAs, Monitoring APIs, Automated tests, Cloud networking, CIDR, Routing, Problem solving, Communication, Computer Science, Go, Jest, Pytest, Cypress, Product design, Crossplatform constraints, Web', 'C#, Windows Service, Dependency Injection, RabbitMQ, Kubernetes, Matlab, Computer Science, Electrical Engineering, Robotics, Palletizing, Depalletizing, ObjectOriented Programming, Design Patterns, Microservices, Warehouse Automation', 'C++, Linux, Java, Windows, Jenkins, Gitlab, CMake, Clang, Ant, MATLAB, OPENCL, CUDA, Docker, Kubernetes, Harbor, Helm, Software Architecture, DSP, Embedded Systems, Realtime Systems, Distributed Systems, Objectoriented Programming, Multithreaded Programming, RF, Radar, EO/IR, Electronic Warfare, Software Defined Radio', 'Software Design, Software Architecture, Software Development, Software Requirements, UML, SysML, AUTOSAR, POSIX, CAN, Ethernet, TCP/UDP, C, C++', 'Javascript, Typescript, AngularJS, React, HTML5, CSS3, Lit, Progressive Web Apps, Hybrid Apps, Agile Scrum, Unit Testing, Integration Testing, Code Reviews, Source Control, Continuous Integration, Continuous Delivery, REST APIs, GraphQL APIs, Unit Testing Frameworks, AWS, FHIR, HL7, Node.js, Web Components, Micro Frontends, Service Oriented Architecture, Microservices, WCAG Standards, iOS, Android, React Native', 'Java, HTML, CSS, JavaScript/TypeScript, Relational/NoSQL, Cloud Computing, CI/CD, Security Frameworks, Unit Testing, Functional Testing, Destructive Testing, Performance Testing, Debugging, Root Cause Analysis, Version Control', 'Agile environment, Userfacing systems, HTML, CSS, Vue.js, TypeScript, Node.js, SQL/No SQL databases, SQL, MySQL/MariaDB, Redis, CI/CD, UI/UX design, Automated testing, Python, PHP, React, Angular, Mobile development', 'Machine Learning, TensorFlow, PyTorch, Python, Java, C++, AWS, Azure, GCP, Deep Learning, AI Algorithms', 'Python, C++, Machine Learning, TensorFlow, Object Oriented Programming, Linux, Microsoft Office, Data Analysis, Semiconductor Industry, Lithography, Optical Proximity Correction, GPU Programming', 'Software Development, Firmware, Linux, Ubuntu, Yocto, C, Embedded Systems, Software Testing, Software Verification, Software Documentation, Cellular, Medical, Automotive, Cybersecurity, Ethernet, Version Control, Git, Jira, SafetyFocused QMS, Wireless Protocols, WiFi, BLE, Lora, Serial, USB, I2C, SPI, CAN, Static Code Analyzer, FreeRTOS, ThreadX, Wind River, LabVIEW, Visual Studio C#, Keil MDK, TI Code Composer, MPLAB, Eclipse, Visual Studio, Agile Software Development', 'C, C++, ARM Cortex M series, GNU toolchain, FreeRTOS, Seggar emWin, NXP LPC Open, SAE J1939, CAN Open, Revision control systems, Oscilloscopes, Multimeters, Incircuit debuggers, Soldering, Linux development, Raspberry Pi, Beagle, Unit testing, AT Command, LTE cellular, Bluetooth, BLE', 'C, C++, Python, Computer Science, Software Development, Software Engineering, Design, Coding, Analysis', 'Software Development, Embedded Software Security, Automated Tests, ObjectOriented Programming, C++, Python, Continuous Integration, Git, Jenkins, Unit Testing, Agile Development, Industrial Protocols, Common Industrial Protocol (CIP), IEC 61508, IEC 62443', 'Software Engineering, Go, PHP, JavaScript, Typescript, API design, REST, RPC, protobuf, gRPC, OpenAPI, Microservices, Docker, AWS, Jenkins, MySQL, Redis, DynamoDB, S3, OpenSearch, Caching, Monitoring, Tracing, Eventual consistency, Queues, Load balancing, Circuit breaking, Data structures, Algorithms', 'MATLAB, C, Simulink, Perl, Python, DSP, Communications, Adaptive filtering, Subband filtering', 'AWS, SpringBoot, Kotlin, XML/JSON, Data Conversion, Microservices Architecture, API Designs, REST, GraphQL, Unit Testing, Test Driven Development, React, Redux, CSS, Typescript, WebServices', 'TCP/UDP, C++14/17/20/23, Multicast, Low Latency, Solar Flare (Kernel Bypass), Trading Shop / Platform', 'Python, Go, Java, Kotlin, Scala, Amazon Web Services (AWS), Azure, Google Cloud Platform (GCP), Terraform, Cloudformation, Pulumi, Kubernetes, Docker, gRPC, Istio, Envoy, NGINX', 'Wireless Algorithms, Software Development, C/C++, PHY Layer, MAC Layer, Architecture Design, Code Reviews, Peer Feedback, Customer Field Trials, Wireless Research, Open Source Communities, Wireless Communication Systems, Digital Signal Processing, CarrierGrade Communication Systems, LTE/5G MAC, LTE/5G PHY, 3GPP Spec, Wireless Software Design, Debugging, Systems View, Detail View, Wireless Lab Equipment, SIMD Architecture, Signal Processing, Massive MIMO, CUDA/GPU Programming', 'System Engineering, Software Development, Software Architecture, Requirements Analysis, Technical Documentation, Cloud Computing, Big Data, NoSQL, MapReduce, Hadoop, Hive, Pig, Hadoop Distributed File System, Serialization, JSON, BSON, Computer Science, Software Engineering, System Integration, DoD Secret Clearance, TS/SCI Clearance', 'Python, Go, Linux, Virtualization, Containers, KVM, LXC, PXE, DHCP, TFTP, DNS, NTP, Baseboard Management Controllers, Redfish, IPMI, AMT, Networking, Storage, Cloud, Launchpad, Debian, APT, dpkg, Snapcraft', 'C++, Python, Linux, Linux Networking, Python Packaging, CMake, Jenkins, CI/CD Systems, Docker, CrossPlatform Development, Windows, macOS, Network Programming, Pybind11, Web Assembly, JavaScript, TypeScript, OpenGL, OpenSource Codebase, APIs, Lidar, Imaging, Sensors, Hardware Products, Security, Nvidia Jetson, QNX, DriveSmith', 'Software Engineering, Python, AWS, Kubernetes, Payments Industry Knowledge, Backend Development, Crossteam Communication, System Architecture, System Design, Product Management', 'Java, Scala, Hadoop, Spark, Flink, Hive, Kafka, Big Data, distributed systems, Kubernetes, AWS, Docker, Terraform, CloudFormation, CloudWatch, EC2, ECS, EKS, ELB, Fargate, IAM, Route53, S3, Metricstream, Fluent Bit, Service Discovery, API Gateway, Domain Driven Design, containers technology, agile, Redshift, Athena, EMR, Glue, Kinesis, ELK, Datadog, SaaS, PaaS, AI, ML', 'Software Integration, API Design, Billing System Integration, Web Stack Technologies, HTML, CSS, JavaScript, Java, Python, JSON, Elixir, Objectoriented Design, Software Architecture, RESTful, Web Services, Data Integration, ETL, SQL, Databases, Cloud Platforms, AWS, Azure, Problemsolving, Communication, Interpersonal Skills, Collaboration, Security, Compliance, 401(k), Employee Bonus Plan, Cogeco Stock Purchase Plan, Complimentary Services, Tuition Reimbursement, Headspace Membership, Betterhelp Membership, LinkedIn Learning', 'Computer science, Electrical engineering, Power electronics, Software design, Power distribution, Power conversion, UML, SysML, System development lifecycle, Computer networking architectures, Microsoft Project, MS Office, VCRMs, Technical requirements', 'Software Integration, Business requirements gathering, System analysis, Solution design, Development, MS SQL/TSQL, Stored procedures, User defined functions, Views, Tables, APIs, Middleware, ETL, EDI, Data mapping, Testing, Quality assurance, Monitoring, Maintenance, Documentation, Collaboration, Security, Compliance, Performance optimization, Troubleshooting, Training, Integration technologies, ESB, Web services, REST, SOAP, JSON, XML, Boomi, Mulesoft, Workato, JDE EnterpriseOne, Smart Factory equipment, Problemsolving, Analytical skills, Communication skills, JDE development, Cloud Inventory, Fast Forms, Core JDE development, JDE Orchestrator Studio, Application Interface Services, JDE Business Services', 'Web Application Development, Client/Server Applications, COTS (Commercial OfftheShelf) Products, Software Architecture, Software Design, Software Testing, Software Debugging, Software Security, Software Documentation, Data Architecture, Programming Languages, Software Development Tools, User Requirements Gathering, CostBenefit Analysis, Production Systems Coding, Production Systems Testing, Production Systems Deployment, Architecture and Development Standards, Visual Studio, .NET Framework, .NET Core, .NET MVC, Web Forms, C#, HTML, CSS, Bootstrap, JavaScript, Microsoft DevOps, Business Requirements and Design Document Writing, SQL Server, Containerization, Docker, Kubernetes', 'SCADE Suite, Polarion, VxWorks, Jira, Confluence, Embedded Software, UAV and ground station, Modelbased software tools, Python, C++, DO178C, MILSTD, MILSTD software development, ARP4754, DO254, Aerospace, Automotive, Railway, Defense Industries', 'Java, React, Python, SQL, C/C++, Perl, Software Development, Automation, Software Engineering, Computer Science', 'Hadoop, Spark, Hive, Trino/PrestoSQL, Java, GNU/Linux OS, CI/CD, Computer Science, AI/Machine Learning, Data Analytics, Big Data, HighPerformance Computing, Distributed Computing, Software Development, System Architecture, API Design, NonFunctional Requirements, Performance Monitoring, Networking, Benchmarking, Operating Systems', 'Test Automation tools, Test plans, Test cases, Functional testing, Integration testing, Functional requirements, Technical specifications, Data comparison/validation tools, SQL, ISTQB', 'C++, Unreal Engine, Games Development, Leadership, Console Games, Mobile Games, Low Level Optimisation, Shader Programming, Physics, Mathematics, Managing Teams, Technical Leadership, Mentoring, Source Control, Asset Pipelines, Issue Tracking, QA, Localisation, C#, Unity', 'Control Algorithm Development, Software Architecture, Embedded Systems, Telematics, Cloud Applications, Body Feature Automation, Proximity Detection, Power Management, System Engineering, Software Functional Requirements Capture, Supplier Identification, Software Testing and Validation, Build Support and Debugging, New Feature Creation, Electrical Engineering, Controls Engineering, Electronics Engineering, Systems Engineering, Computer Science, ModelBased Languages, C/C++, Microsoft Office, Automotive SPICE, ISO 26262, Matlab/Simulink/Stateflow, Java, Linux, Software Testing and Validation, Simulation Analysis and Reporting, Cloud Computing, Software Architecture Design, Edge Computing, Controller Area Network (CAN), Vector CANalyzer', 'Software Engineering, React, Go, Kubernetes, GCP, Agile, SaaS, Cybersecurity', '.Net, C#, Microsoft Azure, Infrastructure, Xamarin, Agile Development, Software Development, Mobile Apps, Web Apps, Business Intelligence', 'Linux system administration, Red Hat Enterprise Linux, Software testing, IT products, Security+ CE certification, CompTIA Security+ CE certification, DoD Secret Level Security Clearance, Network solutions, Test cases, Test reports, Software load plans, Documentation, Oral communication, Hardware specifications, Desktops, Laptops, Servers, Quality, IT industry, Navy IT21 networks, ADNS, CANES, Virtualization technologies, Red Hat Kernelbased Virtual Machine (KVM), VMWare virtualization products, TCP/IP networking fundamentals', 'Mobile Development, Full Stack Development, React Native, React.js, Node.js, Redux, JavaScript, CSS, HTML, C#, .Net Core, RESTful, Microservices, Docker, Kubernetes, SQL Server, Oracle, Babel, Webpack, NPM, AWS, Azure, SDLC, CI/CD, Agile/Scrum, Next.js', 'Cloud computing, AWS, RESTFul, GraphQL, RDBMS, KeyValue Stores, SearchIndex, Object Storage, Unit testing, Integration testing, Endtoend testing, DevSecOps, Continuous integration, Continuous delivery, CRM, ERP, IT Service Management, Data Warehouse, Data Lake, Data Engineering, React, iOS, Android, Crossplatform frameworks, JavaScript', 'Python, Backend Development, Software Development, ObjectOriented Programming, Databases, SQL, Flask, Django, Scrum, Agile Methodologies, Analytical Skills, ProblemSolving Skills, Written Communication, Verbal Communication, Independent Work, Collaborative Work, Computer Science, Engineering, Javascript, HTMX', 'C#, ASP.Net MVC, React/Redux, SQL Server, TSQL, SSRS/Tableau/Power BI, DevOps, Azure, Mobile (Xamarin), Web Services, Objectoriented programming, DevOps, Agile development', \"Software Systems Implementation, Coding, Testing, Debugging, Documentation, Client/ServerBased Systems, WebBased Applications, API's/Microservices, eCommerce Platforms, Relational Databases, C#, PHP, HTML, CSS, JavaScript, Git, SQL, MVC Frameworks, eCommerce, Web Applications, Azure PaaS Offerings\", 'System engineering, System of systems, System Architect, Software engineering, System analysis, System Architect, Software Failure Modes and Effects Analysis (FMEA), Product Marketing, Development, Testing, Vmodel, Requirements analysis, Functional analysis, Functional requirements, Nonfunctional requirements, Component analysis, Systems modeling, ModelBased Systems Engineering (MBSE), SysML, IEC 62304, Software development, Cloud computing, Networking, Security, CISSP, CISA, IT engineering, Network engineering, Medical device software', 'Kotlin, Java, React, JavaScript, TypeScript, Node.js, HTML, CSS, AWS, Kubernetes, REST APIs, SOLID, TDD, Agile, Scrum, Gitlab, JIRA', '.NET Core, C#, LINQ, Rest APIs, UWP, WinForms, Mobile (Android iOS), Enterprise SingleSignOn, Azure Active Directory, App Services, Push Notifications, JSON, XML, ODATA, Visual Studio App Center, Continuous Integration (CI), Continuous Delivery (CD), DevOps, Git, TFS, Visual Studio Team Services (VSTS), Agile Methodology, Xamarin Forms, Xamarin Native Development, Xamarin iOS, Xamarin Droid, Xamarin Studio, XAML, Visual Studio, Linux, Windows, TSQL, MongoDb, Entity Framework, GMP Manufacturing Environment, CrossPlatform App Development, Lifecycle, User Experiences, Roadmaps, Shared Projects, Portable Class Library (PCL), CrossPlatform UX Design, Xamarin Binding, REST API Integration, FrontEnd MultiPlatform App Development', 'C, C++, Fortran, Computer architectures, Parallel architectures, Unix/Linux, Debuggers, Performance analysis tools, Opensource software, Bash, Python, Clear and concise language, Technical writing, Software testing, Scripting languages, Scientific calculations, Parallel programming, Software development life cycle, Processing technologies, Hardware, Algorithms', 'Software Engineering, Machine Learning, NLP, Data Analysis, Experimentation, Code Quality, Maintainability, Scalability, Pandas, NumPy, Seaborn, Scikitlearn, SQL, A/B Testing, Statistical Analysis, Applied ML Theory, Practice, AWS Data Services, Glue, Athena, QuickSight', 'JavaScript, React, TypeScript, Node.js, Agile, Scrum, Jira, Jenkins, Docker, AWS, S3, Kinesis, CloudWatch, ElasticSearch, Python, Java, GitHub', 'Software Testing, Missile Systems, Command and Launch Test & Evaluation, Strategic Ballistic Missile Programs, Complex Systems Engineering, Physics, Systems Engineering, Software Engineering, Math Principles, Missile Operations, ICBM Modeling, Flight Navigation, Flight Analysis, Safety and Security Requirements, Test & Evaluation Planning, DoD Acquisition Directives and Policies, ICBM Operational Software Program (IOSSP), Technical Support, Data Analysis, Report Writing, Project Management, Teamwork, Communication, Problem Solving, Critical Thinking, Attention to Detail, Collaboration', 'Software Engineering, Agile Development, .NET Framework, C#, F#, VB.NET, HTML, CSS, JavaScript, AJAX, SQL Server, REST, RPC, MVC, ASP.NET, Windows Services, Unit testing, Debugging, Troubleshooting, Communication, Teamwork, Analytical Skills, Problem Solving, Critical Thinking, Organizational Skills, Time Management, Selfmotivation, Flexibility, Innovation, Fastpaced Development', 'C++, FPGA, EDA, Verilog, SystemVerilog, Logic simulation, Multithreading, Concurrent programming, Objectoriented programming, Machine learning, Artificial intelligence', 'CloudNative Consultancy, Auth0, .NET, NodeJS, PHP, OAuth, OpenID, Tokenrelated queries, Identity and access management, Azure, AWS, Azure B2C, Azure AD/Entra, Identity Server, SAML', 'Software Quality Assurance, Automation Engineer, RESTful APIs, SOAP Web Services, Web applications, Windows services, Automation techniques, Data validation, Troubleshooting queries, Test automation framework, Windows operating systems, Linux, Selenium, Junit, JMeter, Cloud technologies, AWS, Microservices, API testing, SDLC process, DevOps, Accounts Receivable, Collections, Docker, Kubernetes', 'C++, Python, Algorithmic trading, Financial markets, Quantitative trading, Software development, Lowlatency trading, Quantitative research', 'Java, PHP, C#, Node.js, HTML, CSS, JavaScript, Drupal, Oracle DB, Git, Maven, Composer, NPM, AWS, Azure, GCS, JSON, XML, API, SQL, MariaDB, PostgreSQL, SQL Server, Oracle, US Citizen, Permanent Resident, Secret Clearance, GIAC, ISACA, ISC2, ECCouncil, CompTIA, Cisco', 'C#, JavaScript, TSQL, SQL', 'AWS, Java, Spring, MongoDB, Couch, DynamoDB, Lambda, Serverless, S3, IAM, ECS, EKS, Dynamo, API Gateway, Node.js, Python, Go, C#, Rust, React, Angular, Vue, Backbone, Ember, Docker, Kubernetes, Terraform, CloudFormation, Jenkins, Bamboo, GIT, Agile', 'Java, Go, Scala, Clojure, Lightweight M2M, CoAP, MQTT, OMADM, HTTP, DNS, SMS, MySql, Redis, DynamoDB, Apache Kafka, RabbitMQ, AWS, Kubernetes, GitHub Actions, Immutable infrastructure, Docker, Microservices, AWS Certifications, CoAP, Lightweight M2M, MQTT', 'AWS, SaaS, Automotive mobile data, Automotive analytics, Microsoft, Full Stack, ASP.NET, Entity Framework, RabbitMQ, Angular, Vue.js, React, HTML, JavaScript, CSS, .NET WebAPI, RESTful APIs, C#, Async technologies, Lambda, EC2, S3, DynamoDB, API Gateway, CloudWatch, Microservices, Terraform, CI/CD Pipeline, SOAP services integration, Serviceoriented architecture (SOA), Web Service Development, MS SQL Server, Agile scrum methodology, Communication skills, Project management skills, Collaboration skills, Mentorship skills', 'Python, JSON, AWS, DynamoDB, NoSQL, SQL, Unit testing, Agile development, OpenSearch, RESTful web services, Data structures, Algorithms, Continuous delivery, Application Lifecycle Management, DevOps, Serverless architecture, Cloud automation', 'Technical Lead, Full Stack, SaaS, Workforce Management, Hybrid Working, PHP, Go, Software Engineering, Leadership, Problem Solving, Collaboration, Communication, Open Culture, Share Options, Paternity/Maternity Leave, Flexible Work Policy, Hackathons, Awards, Social Events, Mental Health Support', 'Lead Software Engineer, Javascript/Typescript, React/Node.js, AWS, Agile methodologies, Web accessibility fundamentals', 'Web Architecture, Analytics, Dashboard, Python, Node.JS, HTML, CSS, JavaScript, Data Analytics, Statistical Analysis, Natural Language Processing, Sentiment Analysis, Machine Learning, Data Visualization, API, Metrics, Sprints', 'C++, Unreal Engine 5, Animation Blueprints, Motion Matching, Animation State Machines, Animation Systems, Skeletal Control Systems, Animation Blending, Inverse Kinematics, Rigs, Physics, Game Engines, Unity, IdTech, Decima', 'Software development, Software lifecycle, Microservices, Serverless architecture, Cloudbased platforms (AWS Azure GCP), Terraform/Cloud Formation, RESTful APIs, Objectoriented programming (C# Java Python), Code reviews, Source control management, Build processes, Testing, Operations, Communication skills', 'Agile, AI, AWS, Back End Development, Big Data, Cloud Computing, Containerization, Data Analytics, Data Labeling, Data Lake Infrastructure, Data Warehousing, Docker, Frontend development, Go, Java, Kubernetes, Machine Learning, Microservices, Node, NoSQL, NLP, Open Source, Python, RDBMS, React, Scala, SQL', 'Software Development, Java, Angular, MS SQL Server, JDBC, iBatis, Stored Procedures, Spring, Microservices, API Design, Enterprise Architecture, DevOps, Cloud Computing, Agile Methodology, Warehousing, Materials Handling, Automation, Robotics, Conveyor Systems, Sortation Systems, AGVs, ASRS, MES, ERP, Data Analytics, Machine Learning, AI', 'Software Architecture, Cloud Computing, Microservices, Docker, Kubernetes, Java, Spring, .NET Core, Agile, Scrum, Scaled Agile, SAFe, AWS, Azure, Google Cloud Platform, PCI, SOX, NonFunctional Requirements (NFRs), DevOps, SRE, Continuous Improvement, Analytic, ProblemSolving, Written Communication, Verbal Communication, Presentation Skills', 'Software Design, Software Architecture, Software Development, Software Requirements, UML, SysML, AUTOSAR, POSIX, CAN, Ethernet, TCP/UDP, C, C++', 'HTML, CSS3, JavaScript, jQuery, PHP, Laravel Framework, Eloquent ORM, RDBMS, MySQL, MVC Framework', 'APIs, Codebase, Communication, Data analysis, Data pipelines, External sources, Feature implementation, Infrastructure, Pandas, Product issues, Queries, React, SaaS, Scale, Stripe, Web app', 'DevOps, QA, Java, Cypress, Selenium, BDD Cucumber, REST Assured, Agile, Scrum, Test Driven Development, Continuous Integration, Continuous Delivery, OOPs, SQL, Functional Testing, Integration Testing, Regression Testing, Test Design, Test Case Writing, Test Automation, Test Analysis, ProblemSolving, Analytical Skills, Interpersonal Skills, Professionalism, Continuous Integration Tools, Protractor, Typescript, Python', 'Agile, Angular, AngularJS, ArcGIS, AWS, Bootstrap, C2 applications, C#, Common Operational Picture, DoD Security Clearance, Geospatial applications, Gradle, HTML5, Java, Java (78), J2EE, jQuery, JPS, JavaScript, Joint Planning Services, JPS, MSSQL, NoSQL databases, NPM, PowerShell, REST API, SCSS, Scrum, ServiceOriented Architecture, SitaWare HQ, SitaWare software products, SOAP, SQL Server, TeamCity, Windows Server 2016, XML', 'C++, C#, .Net, Software Development, Software Engineering, Software Testing, Unit Testing, Integration Testing, Software Quality, Localization, Product Design, Solution Adaptation', 'C, C++, C#, Java, ObjectOriented design, Windows, Linux, PetaLinux, VxWorks, Deos, Oscilloscope, Multimeter, Logic analyzer, JTAG probe', 'Software Testing, Embedded Software Development, Python, NUnit, GoogleTest, Parasoft, Visual Studio, Oscilloscope, Logic Analyzer, Six Sigma, Jenkins, Jira, Confluence, Perforce, Git, DOORS, Jama, C, C++, C#, Continuous Integration/Continuous Deployment (CI/CD), Agile, BehaviorDriven Development (BDD), DevOps, IEC 62304, ISO 13485, FDAâ€™s General Principles of Software Validation, TIR45', 'Software Development, Computer Engineering, DoD Acquisition, Agile Methodology, DoD Cybersecurity, SAP, Continuous Delivery, Operating Systems, Software Languages, Computer Hardware, SCI, FPGA, Firmware, Hardware Layer Development, Program and Contract Documentation, Contractor Proposals, Cybersecurity Considerations, System Test Plans, Configuration and Control Measures, Quality Accreditation, Contractor Design Changes, System Design Software, Interoperability Requirements, Test Data Analysis, Communication Bus Architectures, U.S. Citizenship, TopSecret Security Clearance', 'Programming languages, Software development, Software engineering, Java, C++, SQL, COTS, GOTS, Algorithms, Data visualization, Data management, Documentation, Software design, Testing, Debugging', 'Python, PostgreSQL, Agile, Scrum, Unit Testing, RESTful API, Design Patterns, ETL, CI/CD Pipeline, Microsoft Office 365 Suite, Communication Skills, Organizational Skills, Analytical Skills, Multitasking, ResultsDriven', 'AWS, TypeScript, MySQL, GraphQL, NoSQL, Node.JS, ETL, Data engineering', '.NET, C#, Web API, WCF, SQL, MVC, HTML, CSS, JavaScript, JSON, XML, ObjectOriented design, Software design patterns, Visual Studio, SQL Server Management Studio, JIRA, Bitbucket, Azure, Bamboo, jQuery, AngularJS, Agile software development, Service Oriented Architecture (SOA), Java, J2EE, C++', 'C#, .NET, JavaScript, SQL, ObjectOriented Design, Solid Practices, .NET Core, XHTML, CSS', 'Software Development, C/C++, Embedded Systems Design, RealTime Operating Systems, ObjectOriented Programming, Computer Science, Applied Mathematics, Engineering, Microcontrollers, FPGA Computing Hardware, PCIe Driver Development, High Speed Data Acquisition, Real Time ClosedLoopControl Systems, OS Coding Techniques, IP Protocols, Interfaces, Hardware Subsystems, Industrial Automation Systems, Robotics, Linux OS, FirstPrinciples Reasoning, Collaboration, Learning', 'Python, Golang, Linux, OpenStack, Kubernetes, DevOps, Cloud computing, Networking, Containers, Monitoring, Alerting, Infrastructure, Agile development, Software engineering, Design, Testing, Collaboration, Ubuntu', 'Java, Spring, Tomcat, Nginx, Elastic Search, RESTful, AWS, EC2, SQS, S3, Lambdas, DynamoDB, RDS, Cloudformation, Terraform, Jenkins, Gitlab CICD, Docker, Linux, Git, SQL, NoSQL, Cloud Computing, Microservices, Distributed Systems, Big Data, Data Analytics, Machine Learning, Artificial Intelligence', 'C++, Linux, 3D vision, Motion planning, Control algorithms, Robotics, Lowlevel software libraries, Hardware control, CUDA, Parallel computation, Multithreading, CAD, 6DOF robot arms, End effectors', 'Embedded C/C++, Baremetal, Bootloader, UBoot, RTOS, FreeRTOS', 'Embedded Software Engineering, Firmware Development, Communications, ARMbased microcontrollers, C Programming, Electrical Circuits, Troubleshooting, Git, Code Review, Analysis, Validation, Release, Workplace Safety, APIs, ADCs, CAN, SPI, UART, I2C, Ethernet, Realtime Operating Systems, JTAG Debugging, MISRAC, CERTC, Jenkins, Bamboo, Automated Testing, Static Analysis, Source Code Management, Electrical Schematics, Electromechanical Systems, Python, C++, Linux', 'AI, Game development, Unreal Engine 5, C++, Debugging, Optimization, Game design, Vehicle design, Code quality, Code reviews, Mentoring, Process improvement, Pipeline improvement, Career path development', 'Frontend Development, SPA Development, UI/UX Design, HTML5, CSS3, JavaScript, React, Angular, Vue.js, Webpack, Babel, ESLint, Web Performance Optimization, Accessibility Best Practices, ServerSide Rendering, Static Site Generation, GraphQL, Data Fetching, Testing Frameworks, Jest, Cypress, Clean Code, UserCentric Design, Continuous Learning', 'Software development, Software design, Software architecture, Enterprisegrade software solutions, Java, JEE, Spring boot, Micro services, Application security, Information security principles, Web app security, OWASP, PCI DSS Compliance, Cryptographic Security, Cryptographic operations, Hardware Security Modules (HSMs), Linux, Shell scripting, CI/CD tooling, PCI, GLBA, SOX, Agile processes, Testdriven development', 'Embedded Software Development, ARM Cortex M Series Processors, C, C++, Python, Yocto, Linux Development, Scripting Workflows, NXP Codewarrior Processors, MCU Architecture, Eclipse, MPLAB, IAR, Mbed Studio, Atmel Studio, Keil, Python, Ruby, Perl, BASH, Linux Kernel Module Development, Linux Kernel Driver Development, Buildroot, ProblemSolving Skills, Time Management, Creative Thinking in Design, Communication Skills, MATLAB, VHDL/Verilog Programming, FPGA/ASIC Development, Offline Storage, DDR, Threading, Performance Tuning, BLE, LEO Satellite Component Development, Satellite Design, InOrbit Activities', 'Software Engineering, Python, Kotlin, AWS, Distributed Systems, Microservice Architectures, Eventdriven Architectures, Project Management, Communication, Asynchronous Communication, Tech Specs, Wiki, Project Plans, Mentoring, Team Growth, Team Efficiency, Product Management, Multifunctional Teams, Accounting, Auditing, Card Networks, ACH Systems', 'Python, Django, JavaScript, React, GCP, AWS, SaaS, Agile, Leadership', 'Linux virtualisation, Libvirt/KVM, Containers, Kubernetes, TCP/IP networking, PostgreSQL, Corosync/Pacemaker, MongoDB, MySQL, Apache, OpenStack development, Kubernetes, Ceph, LXD, Snaps, MAAS, Juju, Ubuntu, Datacenter technologies, Cloudnative development', 'Unemployment Compensation Applications, Test Scripts, Use Case Scenarios, User Acceptance, Microsoft Test Manager Suite, Training and Standard Operating Procedures (SOP), Agile Methodology, Microsoft Viso, Project Software, Team Foundation Server (Dev Ops version), SOAP UI, Load UI/Load Testing Skills, SQL Server, LDAP, Microsoft SQL Reporting Services, Adobe RoboHelp, State Government Projects/Assignments', 'Microsoft D365, Azure DevOps, SQL Server, Azure Cloud, Power Platform, SharePoint, JavaScript, SSIS, Agile, Scrum, D365 software development, Power Platform, Azure data sources, Azure DevOps: CI/CD Pipelines, NuGet packages, Azure SQL, App Services, API Management, PowerBI, Data Factory, Container technologies (Docker), Microsoft Azure resources', 'Java 8+, Gradle, Jersey, SQL, jOOQ, JNI, Agile, REST, Jenkins, SonarQube, Linux, Continuous Integration, Web Services, ObjectOriented Design, Unit Testing, TestDriven Development', 'Game development, Unity, Mobile game design, Serverauthoritative multiplayer systems, Client prediction, Git, .NET, AWS', 'C/C++, Embedded Development, RealTime Operating System, Machine Learning, Artificial Intelligence, Quantum Computing, Enterprise Resource Planning (ERP), Business Intelligence, Robotics, Missile Combat Systems, Cyber Security, Cloud Computing, Virtual Reality', 'Software engineering, Firmware architecture, Control software, System integration, Risk management, Verification and validation, Documentation, FMEA, Physician feedback, Clinical results, Continuous improvement, Physician and patient experiences, Team leadership, Design', 'Linux, SoftwareDefined Infrastructure, Virtualization (KVM), Containerization (Docker/LXC/LXD), Storage (Ceph), Networking (OVS OVN Core networking), OpenStack, Kubernetes, Python, Go, C, C++, Git, Distributed Systems, Ubuntu, Kernel, QEMU/KVM, LXC/LXD, Postgresql, Mongo, Debian Packaging', 'Java, J2EE, RDBMS, ReactJS, jQuery, Angular, Kafka, Kafka Streams, Workflow engines, Microservices, Cloud native programming, Spring Boot, Docker, Kubernetes, UNIX, Shell scripting, Agile, Industrialized Agile', 'Software Design, C#, Communication Skills, Interpersonal Skills, Customer Focus, Teamwork, Multisite Collaboration, Multicountry Collaboration, Learning and Development, Continuous Learning, Latest Technologies, Computer Engineering, Computer Science, Electrical Engineering, Diversity & Inclusion, Disability Confident Program, Competitive Salary, Bonus Scheme, Annual Leave, Holiday Buy & Sell Program, Pension Scheme, Employee Share Ownership Program, Health & Wellbeing Support, Gym Flex, Open Talent Market, Global Mobility, Mentorship, Learning Portal, Digital Transformation, Energy Management, Automation, IoT, R&D', 'C#, JavaScript, TypeScript, SQL, Agile, Scrum, Kanban, Unit testing, Refactoring, CI/CD, Azure, Google Cloud, .NetCore, Microservices', 'Software QA Testing, Python Development, Automated Test Systems, Software Development Lifecycles, Software Testing Practices, Hardware Testing', 'Rust, C++, Python, C, GIT, MATLAB, Microcontrollers, DO254, Electronics, Agile', 'Backend Engineering, Distributed Systems, Node Operator Tools, Go, Cloud Technologies, Microservices, P2P Networks, Software Development, Smart Contracts, Liquid Staking, Node Operations, Cryptography, Polynomial Commitments, Signature Schemes, Hash Functions, Erasure Codes, Multithreading, Parallel Computing', 'Software Engineering, Python, AWS, Kubernetes, Payments Industry, Java, Code Review, Data Analysis, Leadership, Communication, Collaboration, API, Business Requirements, System Design, Service Oriented Architecture, Performance Development', 'Power Electronics, Systems Development Lifecycle, Computer Networking Architectures, Hardware, Software Design, Technical Requirements, Project Management, Microsoft Project, MS Office, Systems Modeling, SysML/UML, VCRMs, Troubleshooting, Power Distribution, Data Center, Power Conversion, Computer Science, Electrical Engineering', 'Computer Science, Data Structures, Algorithms, Software Development, Quality Assurance, Code Documentation, Code Testing, Communication, Learning and Development, Operating Systems', 'Agile Development, C130J, C5, Coding, Configuration Management, Highlevel Design, Integration, PM 4001, Requirements Analysis, Software Development, Systems Engineering, Testing', 'Software Engineer, Loans Platform, Product Management, Tech Leads, Deployment, Automated Testing Frameworks, System Design, Software Architecture, Product Development, Commercial Initiatives, HighQuality Code, CrossFunctional Collaboration, Engineering, Global Deployment, Scaling, Expansion, Inclusive Workplace, RemoteFirst Company, Remote Work, Employee Stock Purchase Plan (ESPP)', 'C#, C++, Visual Studio, .net, GUI development, Version control, Application software design, Application software test, Real time software design, Production of design records, Maintenance of design records, Fault diagnosis, Technical support, Continuous improvement program', 'Frontend engineering, Software development, Product management, Agile development, Crossfunctional collaboration, Technical decisionmaking, Business growth mindset, Modern frontend technologies, Rapid learning', 'Software Development, Planning, Organizational skills, Requirements Analysis, IT Specifications, Business Application Configuration, Software Integration, Network and System Landscape, Cloudbased Services, Webbased Application Development, Programming, Japanese skill', 'Java, RubyOnRails, Mobile Application Development, iOS, Android, Software Development Methodologies, Software Development Tools, Best Practices, Version Control Systems, Git, Issue Tracking Tools, Databases, Data Modeling, Communication, Teamwork, Backend Development, Frontend Development', 'C, Configuration management tools, Activity management tools, Embedded software, Realtime debugging, Static analysis, Data acquisition systems, CAN UDS J1939, MATLAB Simulink/Stateflow, PERL/Python, AutoSAR, ASPICE V3.0, ISO26262, Multicore, Agile, V cycle, MISRA, Lauterbach, IBM Rational ClearCASE, Unity Plastic SCM, QAC, INCA, ATi, ClearQUEST, Jira', 'Java, JavaScript, Spring Boot, Hibernate, AWS (S3 IAM SQS), React.js, Redux, TypeScript, Next.JS, Docker, Kubernetes, Statistical background, Machine Learning (ML), HL7, FHIR, Optimization techniques, Agile, Scrum, Unit testing, Integration testing, Endtoend testing, Asynchronous programming, Closures, ES6', 'Software Developer, Software Engineer, C, C#, .NET, Java, IIoT, Modbus, Graphical Interface Creation, Imagery Coding, IIOT System Development, Debugging, Coding, Databases, Modbus, Industrial IT protocols, Specification Requirement Analysis, Written Requirements Definition, Functional Design Specifications, Design, Creation, Testing, Documentation', 'C#, Java, Python, SQL, NoSQL, Docker, Kubernetes, Machine learning, Data visualization, Web development, REST, JavaScript, HTML, CSS, Containerization, Cluster management', 'Java SE, Java J2EE, Java, Agile, CI/CD, Jenkins, GitHub, Perforce, Eclipse, Eclipse IDE, Artifactory, Ant, Gradle, Oracle Weblogic Server, Oracle Database 11g, Oracle Database 12c, Unix Shell Scripting, DevSecOps', 'Software Development, Java, Angular, MS SQL Server, JDBC, iBatis, Stored Procedures, Spring, Microservices, API Design, Enterprise Architecture, DevOps, Cloud Computing, Agile Methodology, Warehousing, Materials Handling, Automation, Robotics, Conveyor Systems, Sortation Systems, AGVs, ASRS, MES, ERP, Data Analytics, Machine Learning, AI', 'JavaScript, Java, HTML/CSS, TypeScript, SQL, Python, Go, NoSQL databases, Docker, Kubernetes, Cloud computing (AWS Microsoft Azure Google Cloud), Agile practices, Open source frameworks', 'Agile, Software engineering, Software development, Coding standards, Software design patterns, API development, REST, gRPC, SQL, NoSQL, Cloud platforms, GCP, AWS, Azure, Authentication, Authorization, Golang, Adtech', 'Linux, Embedded systems, Open source software, Operating systems, Kernel, Device firmware, ARM, RISCV, X86, Boot mechanisms, Bootloaders, Storage partition layout, Device trees, Services, Applications, RESTful APIs, Golang, C/C++, Shell, Systemd, Udev, Initrd, Graphics, OS level firmware daemons, CLI applications, Linux security implementations, TPM, FDE, LUKS, HSM, API design, Development, REST, gRPC, Raspberry Pi', '.NET, SQL, Agile, PowerBuilder, Software development, Functional specifications, Design specifications, Validation support, Data management, Network engineering, Telecommunications, Team environment, Oncall support, Information systems', 'TypeScript, React, Node.js, Express.js, MySQL, SaaS, Agile, MVP, Architecture, Product sense, B2B, Hypergrowth, Compensation, Equity, Total rewards, Performance cycle, Meritbased compensation, Pay equity, Leveling, Interview process, Candidate resources, Diversity and inclusion', 'Software Development, Embedded Software Security, Automated Testing, Vulnerability Assessment, Risk Assessment, Threat Analysis, Security Code Reviews, C++, Python, ObjectOriented Programming, Continuous Integration, Development Tools, Industrial Protocols, Common Industrial Protocol, Safety Standards, IEC 61508, IEC 62443, Agile Development, Agile Project Tools, Git, Jenkins, Unit Testing, CppUnit, unittest, Continuous Integration Environments, Automated Test, Acceptance Testing', '.NET, Software Engineering, C#, Node.js, Azure, XML, JSON, Python, SQL, Git, Linux, Agile, Scrum, Data Solutions, Master Data Management, Enterprise Content Management, Digital Asset Management, Analytic Platforms, NoSQL Database, Mongo, Cosmos, Azure Cloud Methodology, SQL Data Warehouse, Blobs/Containers, Data Lake, Azure Data Factory, Integration Design, Standard Connectors, PublishSubscribe, Oracle, Salesforce CRM, PIM/MDM Solutions, Platform Authentication Patterns, SAML, SSO, OAuth, ETL Concepts', 'Software Engineering, Computer Science, Computer Engineering, Electrical Engineering, C Coding Language, Embedded Software Development, Verification, DO178, Model Based Development (DO331), Cybersecurity, MathWorks Tools, Generator and Bus Power Control, Cross Functional Team Collaboration', 'C#, Java, AWS, Azure, TestDriven Development (TDD), Agile methodologies, Enterprise Applications, RESTful web services security', 'Computer Science, Computer Engineering, Software Engineering, C++, C#, Windows .NET, SCRUM, Software Development, Linux, Windows', 'C, Configuration management tools, Activity management tools, Embedded software, Realtime debugging, Static analysis, Data acquisition systems, CAN UDS J1939, MATLAB Simulink/Stateflow, PERL/Python, AutoSAR, ASPICE V3.0, ISO26262, Multicore, Agile, V cycle, MISRA, Lauterbach, IBM Rational ClearCASE, Unity Plastic SCM, QAC, INCA, ATi, ClearQUEST, Jira', 'Cloud computing, AWS, RESTFul, GraphQL, RDBMS, KeyValue Stores, SearchIndex, Object Storage, Unit testing, Integration testing, Endtoend testing, DevSecOps, Continuous integration, Continuous delivery, CRM, ERP, IT Service Management, Data Warehouse, Data Lake, Data Engineering, React, iOS, Android, Crossplatform frameworks, JavaScript', 'Scala, Play, React, Java, Node, Python, Relational database, NOSQL, ESB/API Gateways, Workflow Engines, Rules Engines, Authentication/Authorization, Message/event queues, GitHub Actions, CircleCI, Scrum, Agile, Unit tests, Build Systems, Peer reviews, Automated functional tests, Docker, Kubernetes, AWS, Azure, AWS Lambda, AWS Fargate, Snowflake, Tableau, CRM platforms, Insurance domain, Call center Agency business', 'Android, Kotlin, Swift, iOS, Agile, Open source frameworks, Java, IntelliJ IDEA, Git, Eclipse, Android Studio, Xcode', 'Linux, OpenStack, Kubernetes, Ceph, Python, Go, C, C++, Docker, LXC, LXD, OVS, OVN, Core networking, Virtualization, KVM, Containerization, Bare metal, Storage, Linux filesystems, Networking, Git, GDB, Ubuntu, Debian packaging, Postgresql, Mongo, QEMU, Distributed systems', 'Linux, Virtualization, Graphics, Ubuntu, Networking, TCP/IP, DHCP, HTTP/REST, C, C++, Debian, RPM, Yocto, Open source communities, Docker, OCI containers, K8s, IoT, Embedded systems, Board and SoC, BMCs, Bootloaders, Firmware, OS, Apps, Services', 'Software Architect, Automotive Systems, InVehicle User Interfaces, Infotainment Systems, Connected Services, User Experience Design, C/C++, Java, Python, Embedded Software Development, CANalyzer, CANoe, Diagnostic Tools, CAN/LIN/Ethernet, Multimedia Frameworks, Communication Protocols, Connectivity Technologies, ProblemSolving Skills, Creativity, Collaboration, Communication Skills, ISO 26262, Cybersecurity', 'Computer Science, Computer Engineering, Artificial Intelligence, Machine Learning, Cryptography, Blockchain, Software Patents, Databases, Data Structures, Software User Interfaces, Open Source, 3D Graphics, Digital Design, Grid Computing, Computer Networking, Network Protocols, Computer Architecture, Network Security, Wireless Telecommunications, Operating Systems, Virtualization', 'Software Development, Planning, Requirements Gathering, Deployment, Software Maintenance, Software Testing, Unit Testing, Agile Development, REST, SOAP, XML, JSON, Javascript, Python, ERP, Pipelines, Mulesoft, Workato, Zapier, Quickbase, Snaplogic']\n",
            "198 \n",
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'Azure', 'GCP', 'SQL', 'Electronic', 'Health', 'Records', 'Clinical', 'data'], ['C/C++', 'Embedded', 'Linux', 'Systems', 'RTOS', 'Yocto', 'Linux', 'Agile', 'Continuous', 'Integration', 'Deployment', 'Linux', 'Configuration', 'Optimization', 'MultiCore', 'MicroControllers', 'Memory', 'Peripherals', 'Schematics', 'Oscilloscopes', 'Logic', 'Analyzers', 'Portable', 'Software', 'Windows', 'RTOSes', 'MultiCore', 'MultiThreaded', 'Distributed', 'Applications', 'Software', 'Debugger', 'OnTarget', 'Debugger'], ['Python', 'Linux', 'C/C++', 'JavaScript', 'Java', 'OOA/OOD', 'SQL', 'Jira', 'Confluence', 'GIT', 'DevSecOps', 'Agile', 'DoD', '8570.01m', 'IAT', 'Level', 'II', 'Microsoft', 'Products', '(PowerPoint', 'Word', 'Excel', 'Outlook', 'Teams)'], ['Python', 'JSON', 'Docker', 'Kubernetes', 'Container', 'Rest', 'API', 'JMS', 'Selenium', 'Unittest', 'Malware', 'analysis', 'Software', 'development', 'Software', 'design', 'Software', 'testing', 'System', 'design', 'Hardware/software', 'tradeoffs', 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'React', 'Node.js', 'Rust', 'Golang', 'Visual', 'Studio', 'Code', '(VSCode)', 'Codespaces', 'Open', 'Source', 'Contributions', 'GitHub', 'Scalability', 'Maintainability', 'Problem', 'Solving', 'Troubleshooting', 'Communication', 'Collaboration', 'Computer', 'Science'], ['Mobile', 'engineering', 'Android', 'Kotlin', 'Android', 'SDK', 'Java', 'Android', 'studio', 'RXJava', 'Concurrency', 'Data', 'structures', 'Algorithms'], ['Cloud', 'Software', 'Developer', 'Full', 'Stack', 'Development', 'C#', 'ASPX', 'AngularJS', 'Angular', '7', '.NET', 'SQL', 'NoSQL', 'Cosmos', 'DB', 'MongoDB', 'Entity', 'Framework', 'NHibernate', 'Microservice', 'architecture', 'Message', 'bus', 'Web', 'API', 'AWS', 'Docker', 'Terraform', 'Jenkins', 'TFS', 'Jira', 'SOAP', 'UI', 'Zigbee', 'controllers', 'BLE'], ['Systems', 'Engineering', 'Software', 'Engineering', 'Computer', 'Science', 'Electrical', 'Engineering', 'Power', 'Electronics', 'Architecture', 'UML/SysML', 'Microsoft', 'Project', 'MS', 'Office', 'Power', 'Distribution', 'Power', 'Conversion', 'Computer', 'Networking', 'Project', 'Management', 'Technical', 'Writing', 'ProblemSolving', 'Troubleshooting', 'Requirements', 'Engineering', 'Verification', 'and', 'Validation', 'Data', 'Center', 'Infrastructure', 'Telecommunications', 'Electromechanical', 'Solutions', 'Software', 'Tools', 'Peripherals', 'Product', 'Lifecycle', 'Management'], ['nan'], ['Software', 'Development', 'Realtime', 'plant', 'process', 'monitoring', 'Nuclear', 'power', 'plants', 'C/C++/C#', 'Azure', 'DevOps', 'Git', 'Microsoft', 'Visual', 'Studio', 'JavaScript', 'CSS', 'HTML', 'Oracle', 'SQL', 'Server', 'Unit', 'testing', 'System', 'testing', 'Formal', 'testing', 'Integration', 'testing', 'Hardware', 'integration'], ['Java', 'Microservices', 'AWS', 'Spring', 'Boot', 'Docker', 'Kubernetes', 'TDD', 'SDLC'], ['Backend', 'Engineering', 'Go', '(GoLang)', 'Microservices', 'Kubernetes', 'ReSTful', 'Web', 'Services', 'Distributed', 'Systems', 'ReST', 'Protobufs/gRPC', 'NSQ', 'SQL', 'Public', 'Cloud', 'Services', 'GCP', 'Docker', 'Temporal', 'Service', 'Monitoring', 'Metrics', 'Alerting', 'Log', 'Aggregation', 'Tracing', 'Functional/Acceptance', 'Testing'], ['BMS', 'HVAC', 'IoT', 'Trend', 'IQVision', 'Tridium', 'GDPR', 'BS', 'ISO', 'BCIA', 'M&E', 'SQL', 'LinkedIn', 'Oracle', 'Tableau'], ['Embedded', 'Systems', 'ARM', 'microcontrollers', 'C++', 'Java', 'Softwaredefined', 'radios', 'Realtime', 'operating', 'systems', '(RTOS)', 'Device', 'drivers', 'Problemsolving', 'Analytical', 'skills', 'Written', 'communication', 'Verbal', 'communication', 'Teamwork', 'US', 'Citizen'], ['Agile', 'Angular', 'Authentication', 'Backend', 'Caching', 'Code', 'Review', 'Data', 'Storage', 'Debugging', 'Frontend', 'HIPAA', 'HL7', 'ICD10', 'Integration', 'Leadership', 'NoSQL', 'Node', 'OAuth', 'Object', 'Oriented', 'Programming', 'Performance', 'Monitoring', 'Problem', 'Solving', 'Project', 'Management', 'React', 'Redux', 'Refactoring', 'RESTful', 'APIs', 'SAML', 'Scalability', 'Scrum', 'Security', 'Software', 'Development', 'SQL', 'Waterfall'], ['Cloud', 'AI', 'Machine', 'Learning', 'IoT', '5G', 'Quantum', 'Computing', 'RPA', 'BluePrism', 'Automation', 'Anywhere', 'UiPath', 'WorkFusion', 'SQL'], ['Software', 'Architecture', 'Technical', 'Standards', 'Software', 'Coding', 'Standards', 'Microsoft', 'ASP.Net', 'Web', 'Forms', 'C#', 'Node.js', 'Bootstrap', 'Framework', 'Microsoft', 'ASP.Net', '(or', 'ASP.Net', 'Core)', 'MVC', 'MVP', 'MVVM', 'Web', 'API', 'SQL', 'Server', 'SQL', 'Programming', 'ObjectOriented', 'Analysis', 'ObjectOriented', 'Design', 'ObjectOriented', 'Programming', 'ServiceOriented', 'Architecture', 'NTier', 'Architecture', 'HTML5', 'CSS', 'JavaScript', 'JSON', 'Responsive', 'Web', 'Applications', 'Mobile', 'Development', 'Java', 'Web', 'Services', 'REST', 'SOAP'], ['C#', '.NET', 'Network', 'layer', 'technologies', 'Application', 'layer', 'technologies', 'Databases', 'Scripting', 'Embedded', 'programming', 'Cloud', 'technologies', 'Defence', 'Security', 'Clearance', 'Agile', 'Software', 'Engineering'], ['.NET', 'Core', 'C#', 'RESTful', 'API', 'Python', 'AWS', 'MySQL', 'Dynamo', 'Azure', 'DevOps', 'Pipelines', 'Microservices', 'Application', 'development', 'lifecycle', 'Eventdriven', 'Asynchronous', 'architecture', 'Objectoriented', 'design', 'Git', 'Coding', 'standards', 'Secure', 'coding', 'Analytical', 'skills', 'Problemsolving', 'skills', 'Innovation', 'Customer', 'needs'], ['Kotlin', 'Node.js', 'Typescript', 'Serverless', 'frameworks', 'AWS', 'services', 'AWS', 'certifications', 'API', 'gateways', 'SLAs', 'Monitoring', 'APIs', 'Automated', 'tests', 'Cloud', 'networking', 'CIDR', 'Routing', 'Problem', 'solving', 'Communication', 'Computer', 'Science', 'Go', 'Jest', 'Pytest', 'Cypress', 'Product', 'design', 'Crossplatform', 'constraints', 'Web'], ['C#', 'Windows', 'Service', 'Dependency', 'Injection', 'RabbitMQ', 'Kubernetes', 'Matlab', 'Computer', 'Science', 'Electrical', 'Engineering', 'Robotics', 'Palletizing', 'Depalletizing', 'ObjectOriented', 'Programming', 'Design', 'Patterns', 'Microservices', 'Warehouse', 'Automation'], ['C++', 'Linux', 'Java', 'Windows', 'Jenkins', 'Gitlab', 'CMake', 'Clang', 'Ant', 'MATLAB', 'OPENCL', 'CUDA', 'Docker', 'Kubernetes', 'Harbor', 'Helm', 'Software', 'Architecture', 'DSP', 'Embedded', 'Systems', 'Realtime', 'Systems', 'Distributed', 'Systems', 'Objectoriented', 'Programming', 'Multithreaded', 'Programming', 'RF', 'Radar', 'EO/IR', 'Electronic', 'Warfare', 'Software', 'Defined', 'Radio'], ['Software', 'Design', 'Software', 'Architecture', 'Software', 'Development', 'Software', 'Requirements', 'UML', 'SysML', 'AUTOSAR', 'POSIX', 'CAN', 'Ethernet', 'TCP/UDP', 'C', 'C++'], ['Javascript', 'Typescript', 'AngularJS', 'React', 'HTML5', 'CSS3', 'Lit', 'Progressive', 'Web', 'Apps', 'Hybrid', 'Apps', 'Agile', 'Scrum', 'Unit', 'Testing', 'Integration', 'Testing', 'Code', 'Reviews', 'Source', 'Control', 'Continuous', 'Integration', 'Continuous', 'Delivery', 'REST', 'APIs', 'GraphQL', 'APIs', 'Unit', 'Testing', 'Frameworks', 'AWS', 'FHIR', 'HL7', 'Node.js', 'Web', 'Components', 'Micro', 'Frontends', 'Service', 'Oriented', 'Architecture', 'Microservices', 'WCAG', 'Standards', 'iOS', 'Android', 'React', 'Native'], ['Java', 'HTML', 'CSS', 'JavaScript/TypeScript', 'Relational/NoSQL', 'Cloud', 'Computing', 'CI/CD', 'Security', 'Frameworks', 'Unit', 'Testing', 'Functional', 'Testing', 'Destructive', 'Testing', 'Performance', 'Testing', 'Debugging', 'Root', 'Cause', 'Analysis', 'Version', 'Control'], ['Agile', 'environment', 'Userfacing', 'systems', 'HTML', 'CSS', 'Vue.js', 'TypeScript', 'Node.js', 'SQL/No', 'SQL', 'databases', 'SQL', 'MySQL/MariaDB', 'Redis', 'CI/CD', 'UI/UX', 'design', 'Automated', 'testing', 'Python', 'PHP', 'React', 'Angular', 'Mobile', 'development'], ['Machine', 'Learning', 'TensorFlow', 'PyTorch', 'Python', 'Java', 'C++', 'AWS', 'Azure', 'GCP', 'Deep', 'Learning', 'AI', 'Algorithms'], ['Python', 'C++', 'Machine', 'Learning', 'TensorFlow', 'Object', 'Oriented', 'Programming', 'Linux', 'Microsoft', 'Office', 'Data', 'Analysis', 'Semiconductor', 'Industry', 'Lithography', 'Optical', 'Proximity', 'Correction', 'GPU', 'Programming'], ['Software', 'Development', 'Firmware', 'Linux', 'Ubuntu', 'Yocto', 'C', 'Embedded', 'Systems', 'Software', 'Testing', 'Software', 'Verification', 'Software', 'Documentation', 'Cellular', 'Medical', 'Automotive', 'Cybersecurity', 'Ethernet', 'Version', 'Control', 'Git', 'Jira', 'SafetyFocused', 'QMS', 'Wireless', 'Protocols', 'WiFi', 'BLE', 'Lora', 'Serial', 'USB', 'I2C', 'SPI', 'CAN', 'Static', 'Code', 'Analyzer', 'FreeRTOS', 'ThreadX', 'Wind', 'River', 'LabVIEW', 'Visual', 'Studio', 'C#', 'Keil', 'MDK', 'TI', 'Code', 'Composer', 'MPLAB', 'Eclipse', 'Visual', 'Studio', 'Agile', 'Software', 'Development'], ['C', 'C++', 'ARM', 'Cortex', 'M', 'series', 'GNU', 'toolchain', 'FreeRTOS', 'Seggar', 'emWin', 'NXP', 'LPC', 'Open', 'SAE', 'J1939', 'CAN', 'Open', 'Revision', 'control', 'systems', 'Oscilloscopes', 'Multimeters', 'Incircuit', 'debuggers', 'Soldering', 'Linux', 'development', 'Raspberry', 'Pi', 'Beagle', 'Unit', 'testing', 'AT', 'Command', 'LTE', 'cellular', 'Bluetooth', 'BLE'], ['C', 'C++', 'Python', 'Computer', 'Science', 'Software', 'Development', 'Software', 'Engineering', 'Design', 'Coding', 'Analysis'], ['Software', 'Development', 'Embedded', 'Software', 'Security', 'Automated', 'Tests', 'ObjectOriented', 'Programming', 'C++', 'Python', 'Continuous', 'Integration', 'Git', 'Jenkins', 'Unit', 'Testing', 'Agile', 'Development', 'Industrial', 'Protocols', 'Common', 'Industrial', 'Protocol', '(CIP)', 'IEC', '61508', 'IEC', '62443'], ['Software', 'Engineering', 'Go', 'PHP', 'JavaScript', 'Typescript', 'API', 'design', 'REST', 'RPC', 'protobuf', 'gRPC', 'OpenAPI', 'Microservices', 'Docker', 'AWS', 'Jenkins', 'MySQL', 'Redis', 'DynamoDB', 'S3', 'OpenSearch', 'Caching', 'Monitoring', 'Tracing', 'Eventual', 'consistency', 'Queues', 'Load', 'balancing', 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'Controllers', 'Redfish', 'IPMI', 'AMT', 'Networking', 'Storage', 'Cloud', 'Launchpad', 'Debian', 'APT', 'dpkg', 'Snapcraft'], ['C++', 'Python', 'Linux', 'Linux', 'Networking', 'Python', 'Packaging', 'CMake', 'Jenkins', 'CI/CD', 'Systems', 'Docker', 'CrossPlatform', 'Development', 'Windows', 'macOS', 'Network', 'Programming', 'Pybind11', 'Web', 'Assembly', 'JavaScript', 'TypeScript', 'OpenGL', 'OpenSource', 'Codebase', 'APIs', 'Lidar', 'Imaging', 'Sensors', 'Hardware', 'Products', 'Security', 'Nvidia', 'Jetson', 'QNX', 'DriveSmith'], ['Software', 'Engineering', 'Python', 'AWS', 'Kubernetes', 'Payments', 'Industry', 'Knowledge', 'Backend', 'Development', 'Crossteam', 'Communication', 'System', 'Architecture', 'System', 'Design', 'Product', 'Management'], ['Java', 'Scala', 'Hadoop', 'Spark', 'Flink', 'Hive', 'Kafka', 'Big', 'Data', 'distributed', 'systems', 'Kubernetes', 'AWS', 'Docker', 'Terraform', 'CloudFormation', 'CloudWatch', 'EC2', 'ECS', 'EKS', 'ELB', 'Fargate', 'IAM', 'Route53', 'S3', 'Metricstream', 'Fluent', 'Bit', 'Service', 'Discovery', 'API', 'Gateway', 'Domain', 'Driven', 'Design', 'containers', 'technology', 'agile', 'Redshift', 'Athena', 'EMR', 'Glue', 'Kinesis', 'ELK', 'Datadog', 'SaaS', 'PaaS', 'AI', 'ML'], ['Software', 'Integration', 'API', 'Design', 'Billing', 'System', 'Integration', 'Web', 'Stack', 'Technologies', 'HTML', 'CSS', 'JavaScript', 'Java', 'Python', 'JSON', 'Elixir', 'Objectoriented', 'Design', 'Software', 'Architecture', 'RESTful', 'Web', 'Services', 'Data', 'Integration', 'ETL', 'SQL', 'Databases', 'Cloud', 'Platforms', 'AWS', 'Azure', 'Problemsolving', 'Communication', 'Interpersonal', 'Skills', 'Collaboration', 'Security', 'Compliance', '401(k)', 'Employee', 'Bonus', 'Plan', 'Cogeco', 'Stock', 'Purchase', 'Plan', 'Complimentary', 'Services', 'Tuition', 'Reimbursement', 'Headspace', 'Membership', 'Betterhelp', 'Membership', 'LinkedIn', 'Learning'], ['Computer', 'science', 'Electrical', 'engineering', 'Power', 'electronics', 'Software', 'design', 'Power', 'distribution', 'Power', 'conversion', 'UML', 'SysML', 'System', 'development', 'lifecycle', 'Computer', 'networking', 'architectures', 'Microsoft', 'Project', 'MS', 'Office', 'VCRMs', 'Technical', 'requirements'], ['Software', 'Integration', 'Business', 'requirements', 'gathering', 'System', 'analysis', 'Solution', 'design', 'Development', 'MS', 'SQL/TSQL', 'Stored', 'procedures', 'User', 'defined', 'functions', 'Views', 'Tables', 'APIs', 'Middleware', 'ETL', 'EDI', 'Data', 'mapping', 'Testing', 'Quality', 'assurance', 'Monitoring', 'Maintenance', 'Documentation', 'Collaboration', 'Security', 'Compliance', 'Performance', 'optimization', 'Troubleshooting', 'Training', 'Integration', 'technologies', 'ESB', 'Web', 'services', 'REST', 'SOAP', 'JSON', 'XML', 'Boomi', 'Mulesoft', 'Workato', 'JDE', 'EnterpriseOne', 'Smart', 'Factory', 'equipment', 'Problemsolving', 'Analytical', 'skills', 'Communication', 'skills', 'JDE', 'development', 'Cloud', 'Inventory', 'Fast', 'Forms', 'Core', 'JDE', 'development', 'JDE', 'Orchestrator', 'Studio', 'Application', 'Interface', 'Services', 'JDE', 'Business', 'Services'], ['Web', 'Application', 'Development', 'Client/Server', 'Applications', 'COTS', '(Commercial', 'OfftheShelf)', 'Products', 'Software', 'Architecture', 'Software', 'Design', 'Software', 'Testing', 'Software', 'Debugging', 'Software', 'Security', 'Software', 'Documentation', 'Data', 'Architecture', 'Programming', 'Languages', 'Software', 'Development', 'Tools', 'User', 'Requirements', 'Gathering', 'CostBenefit', 'Analysis', 'Production', 'Systems', 'Coding', 'Production', 'Systems', 'Testing', 'Production', 'Systems', 'Deployment', 'Architecture', 'and', 'Development', 'Standards', 'Visual', 'Studio', '.NET', 'Framework', '.NET', 'Core', '.NET', 'MVC', 'Web', 'Forms', 'C#', 'HTML', 'CSS', 'Bootstrap', 'JavaScript', 'Microsoft', 'DevOps', 'Business', 'Requirements', 'and', 'Design', 'Document', 'Writing', 'SQL', 'Server', 'Containerization', 'Docker', 'Kubernetes'], ['SCADE', 'Suite', 'Polarion', 'VxWorks', 'Jira', 'Confluence', 'Embedded', 'Software', 'UAV', 'and', 'ground', 'station', 'Modelbased', 'software', 'tools', 'Python', 'C++', 'DO178C', 'MILSTD', 'MILSTD', 'software', 'development', 'ARP4754', 'DO254', 'Aerospace', 'Automotive', 'Railway', 'Defense', 'Industries'], ['Java', 'React', 'Python', 'SQL', 'C/C++', 'Perl', 'Software', 'Development', 'Automation', 'Software', 'Engineering', 'Computer', 'Science'], ['Hadoop', 'Spark', 'Hive', 'Trino/PrestoSQL', 'Java', 'GNU/Linux', 'OS', 'CI/CD', 'Computer', 'Science', 'AI/Machine', 'Learning', 'Data', 'Analytics', 'Big', 'Data', 'HighPerformance', 'Computing', 'Distributed', 'Computing', 'Software', 'Development', 'System', 'Architecture', 'API', 'Design', 'NonFunctional', 'Requirements', 'Performance', 'Monitoring', 'Networking', 'Benchmarking', 'Operating', 'Systems'], ['Test', 'Automation', 'tools', 'Test', 'plans', 'Test', 'cases', 'Functional', 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'solutions', 'Test', 'cases', 'Test', 'reports', 'Software', 'load', 'plans', 'Documentation', 'Oral', 'communication', 'Hardware', 'specifications', 'Desktops', 'Laptops', 'Servers', 'Quality', 'IT', 'industry', 'Navy', 'IT21', 'networks', 'ADNS', 'CANES', 'Virtualization', 'technologies', 'Red', 'Hat', 'Kernelbased', 'Virtual', 'Machine', '(KVM)', 'VMWare', 'virtualization', 'products', 'TCP/IP', 'networking', 'fundamentals'], ['Mobile', 'Development', 'Full', 'Stack', 'Development', 'React', 'Native', 'React.js', 'Node.js', 'Redux', 'JavaScript', 'CSS', 'HTML', 'C#', '.Net', 'Core', 'RESTful', 'Microservices', 'Docker', 'Kubernetes', 'SQL', 'Server', 'Oracle', 'Babel', 'Webpack', 'NPM', 'AWS', 'Azure', 'SDLC', 'CI/CD', 'Agile/Scrum', 'Next.js'], ['Cloud', 'computing', 'AWS', 'RESTFul', 'GraphQL', 'RDBMS', 'KeyValue', 'Stores', 'SearchIndex', 'Object', 'Storage', 'Unit', 'testing', 'Integration', 'testing', 'Endtoend', 'testing', 'DevSecOps', 'Continuous', 'integration', 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'eCommerce', 'Platforms', 'Relational', 'Databases', 'C#', 'PHP', 'HTML', 'CSS', 'JavaScript', 'Git', 'SQL', 'MVC', 'Frameworks', 'eCommerce', 'Web', 'Applications', 'Azure', 'PaaS', 'Offerings'], ['System', 'engineering', 'System', 'of', 'systems', 'System', 'Architect', 'Software', 'engineering', 'System', 'analysis', 'System', 'Architect', 'Software', 'Failure', 'Modes', 'and', 'Effects', 'Analysis', '(FMEA)', 'Product', 'Marketing', 'Development', 'Testing', 'Vmodel', 'Requirements', 'analysis', 'Functional', 'analysis', 'Functional', 'requirements', 'Nonfunctional', 'requirements', 'Component', 'analysis', 'Systems', 'modeling', 'ModelBased', 'Systems', 'Engineering', '(MBSE)', 'SysML', 'IEC', '62304', 'Software', 'development', 'Cloud', 'computing', 'Networking', 'Security', 'CISSP', 'CISA', 'IT', 'engineering', 'Network', 'engineering', 'Medical', 'device', 'software'], ['Kotlin', 'Java', 'React', 'JavaScript', 'TypeScript', 'Node.js', 'HTML', 'CSS', 'AWS', 'Kubernetes', 'REST', 'APIs', 'SOLID', 'TDD', 'Agile', 'Scrum', 'Gitlab', 'JIRA'], ['.NET', 'Core', 'C#', 'LINQ', 'Rest', 'APIs', 'UWP', 'WinForms', 'Mobile', '(Android', 'iOS)', 'Enterprise', 'SingleSignOn', 'Azure', 'Active', 'Directory', 'App', 'Services', 'Push', 'Notifications', 'JSON', 'XML', 'ODATA', 'Visual', 'Studio', 'App', 'Center', 'Continuous', 'Integration', '(CI)', 'Continuous', 'Delivery', '(CD)', 'DevOps', 'Git', 'TFS', 'Visual', 'Studio', 'Team', 'Services', '(VSTS)', 'Agile', 'Methodology', 'Xamarin', 'Forms', 'Xamarin', 'Native', 'Development', 'Xamarin', 'iOS', 'Xamarin', 'Droid', 'Xamarin', 'Studio', 'XAML', 'Visual', 'Studio', 'Linux', 'Windows', 'TSQL', 'MongoDb', 'Entity', 'Framework', 'GMP', 'Manufacturing', 'Environment', 'CrossPlatform', 'App', 'Development', 'Lifecycle', 'User', 'Experiences', 'Roadmaps', 'Shared', 'Projects', 'Portable', 'Class', 'Library', '(PCL)', 'CrossPlatform', 'UX', 'Design', 'Xamarin', 'Binding', 'REST', 'API', 'Integration', 'FrontEnd', 'MultiPlatform', 'App', 'Development'], ['C', 'C++', 'Fortran', 'Computer', 'architectures', 'Parallel', 'architectures', 'Unix/Linux', 'Debuggers', 'Performance', 'analysis', 'tools', 'Opensource', 'software', 'Bash', 'Python', 'Clear', 'and', 'concise', 'language', 'Technical', 'writing', 'Software', 'testing', 'Scripting', 'languages', 'Scientific', 'calculations', 'Parallel', 'programming', 'Software', 'development', 'life', 'cycle', 'Processing', 'technologies', 'Hardware', 'Algorithms'], ['Software', 'Engineering', 'Machine', 'Learning', 'NLP', 'Data', 'Analysis', 'Experimentation', 'Code', 'Quality', 'Maintainability', 'Scalability', 'Pandas', 'NumPy', 'Seaborn', 'Scikitlearn', 'SQL', 'A/B', 'Testing', 'Statistical', 'Analysis', 'Applied', 'ML', 'Theory', 'Practice', 'AWS', 'Data', 'Services', 'Glue', 'Athena', 'QuickSight'], ['JavaScript', 'React', 'TypeScript', 'Node.js', 'Agile', 'Scrum', 'Jira', 'Jenkins', 'Docker', 'AWS', 'S3', 'Kinesis', 'CloudWatch', 'ElasticSearch', 'Python', 'Java', 'GitHub'], ['Software', 'Testing', 'Missile', 'Systems', 'Command', 'and', 'Launch', 'Test', '&', 'Evaluation', 'Strategic', 'Ballistic', 'Missile', 'Programs', 'Complex', 'Systems', 'Engineering', 'Physics', 'Systems', 'Engineering', 'Software', 'Engineering', 'Math', 'Principles', 'Missile', 'Operations', 'ICBM', 'Modeling', 'Flight', 'Navigation', 'Flight', 'Analysis', 'Safety', 'and', 'Security', 'Requirements', 'Test', '&', 'Evaluation', 'Planning', 'DoD', 'Acquisition', 'Directives', 'and', 'Policies', 'ICBM', 'Operational', 'Software', 'Program', '(IOSSP)', 'Technical', 'Support', 'Data', 'Analysis', 'Report', 'Writing', 'Project', 'Management', 'Teamwork', 'Communication', 'Problem', 'Solving', 'Critical', 'Thinking', 'Attention', 'to', 'Detail', 'Collaboration'], ['Software', 'Engineering', 'Agile', 'Development', '.NET', 'Framework', 'C#', 'F#', 'VB.NET', 'HTML', 'CSS', 'JavaScript', 'AJAX', 'SQL', 'Server', 'REST', 'RPC', 'MVC', 'ASP.NET', 'Windows', 'Services', 'Unit', 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'operating', 'systems', 'Linux', 'Selenium', 'Junit', 'JMeter', 'Cloud', 'technologies', 'AWS', 'Microservices', 'API', 'testing', 'SDLC', 'process', 'DevOps', 'Accounts', 'Receivable', 'Collections', 'Docker', 'Kubernetes'], ['C++', 'Python', 'Algorithmic', 'trading', 'Financial', 'markets', 'Quantitative', 'trading', 'Software', 'development', 'Lowlatency', 'trading', 'Quantitative', 'research'], ['Java', 'PHP', 'C#', 'Node.js', 'HTML', 'CSS', 'JavaScript', 'Drupal', 'Oracle', 'DB', 'Git', 'Maven', 'Composer', 'NPM', 'AWS', 'Azure', 'GCS', 'JSON', 'XML', 'API', 'SQL', 'MariaDB', 'PostgreSQL', 'SQL', 'Server', 'Oracle', 'US', 'Citizen', 'Permanent', 'Resident', 'Secret', 'Clearance', 'GIAC', 'ISACA', 'ISC2', 'ECCouncil', 'CompTIA', 'Cisco'], ['C#', 'JavaScript', 'TSQL', 'SQL'], ['AWS', 'Java', 'Spring', 'MongoDB', 'Couch', 'DynamoDB', 'Lambda', 'Serverless', 'S3', 'IAM', 'ECS', 'EKS', 'Dynamo', 'API', 'Gateway', 'Node.js', 'Python', 'Go', 'C#', 'Rust', 'React', 'Angular', 'Vue', 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'Mobile', 'game', 'design', 'Serverauthoritative', 'multiplayer', 'systems', 'Client', 'prediction', 'Git', '.NET', 'AWS'], ['C/C++', 'Embedded', 'Development', 'RealTime', 'Operating', 'System', 'Machine', 'Learning', 'Artificial', 'Intelligence', 'Quantum', 'Computing', 'Enterprise', 'Resource', 'Planning', '(ERP)', 'Business', 'Intelligence', 'Robotics', 'Missile', 'Combat', 'Systems', 'Cyber', 'Security', 'Cloud', 'Computing', 'Virtual', 'Reality'], ['Software', 'engineering', 'Firmware', 'architecture', 'Control', 'software', 'System', 'integration', 'Risk', 'management', 'Verification', 'and', 'validation', 'Documentation', 'FMEA', 'Physician', 'feedback', 'Clinical', 'results', 'Continuous', 'improvement', 'Physician', 'and', 'patient', 'experiences', 'Team', 'leadership', 'Design'], ['Linux', 'SoftwareDefined', 'Infrastructure', 'Virtualization', '(KVM)', 'Containerization', '(Docker/LXC/LXD)', 'Storage', '(Ceph)', 'Networking', '(OVS', 'OVN', 'Core', 'networking)', 'OpenStack', 'Kubernetes', 'Python', 'Go', 'C', 'C++', 'Git', 'Distributed', 'Systems', 'Ubuntu', 'Kernel', 'QEMU/KVM', 'LXC/LXD', 'Postgresql', 'Mongo', 'Debian', 'Packaging'], ['Java', 'J2EE', 'RDBMS', 'ReactJS', 'jQuery', 'Angular', 'Kafka', 'Kafka', 'Streams', 'Workflow', 'engines', 'Microservices', 'Cloud', 'native', 'programming', 'Spring', 'Boot', 'Docker', 'Kubernetes', 'UNIX', 'Shell', 'scripting', 'Agile', 'Industrialized', 'Agile'], ['Software', 'Design', 'C#', 'Communication', 'Skills', 'Interpersonal', 'Skills', 'Customer', 'Focus', 'Teamwork', 'Multisite', 'Collaboration', 'Multicountry', 'Collaboration', 'Learning', 'and', 'Development', 'Continuous', 'Learning', 'Latest', 'Technologies', 'Computer', 'Engineering', 'Computer', 'Science', 'Electrical', 'Engineering', 'Diversity', '&', 'Inclusion', 'Disability', 'Confident', 'Program', 'Competitive', 'Salary', 'Bonus', 'Scheme', 'Annual', 'Leave', 'Holiday', 'Buy', '&', 'Sell', 'Program', 'Pension', 'Scheme', 'Employee', 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'Communication', 'Learning', 'and', 'Development', 'Operating', 'Systems'], ['Agile', 'Development', 'C130J', 'C5', 'Coding', 'Configuration', 'Management', 'Highlevel', 'Design', 'Integration', 'PM', '4001', 'Requirements', 'Analysis', 'Software', 'Development', 'Systems', 'Engineering', 'Testing'], ['Software', 'Engineer', 'Loans', 'Platform', 'Product', 'Management', 'Tech', 'Leads', 'Deployment', 'Automated', 'Testing', 'Frameworks', 'System', 'Design', 'Software', 'Architecture', 'Product', 'Development', 'Commercial', 'Initiatives', 'HighQuality', 'Code', 'CrossFunctional', 'Collaboration', 'Engineering', 'Global', 'Deployment', 'Scaling', 'Expansion', 'Inclusive', 'Workplace', 'RemoteFirst', 'Company', 'Remote', 'Work', 'Employee', 'Stock', 'Purchase', 'Plan', '(ESPP)'], ['C#', 'C++', 'Visual', 'Studio', '.net', 'GUI', 'development', 'Version', 'control', 'Application', 'software', 'design', 'Application', 'software', 'test', 'Real', 'time', 'software', 'design', 'Production', 'of', 'design', 'records', 'Maintenance', 'of', 'design', 'records', 'Fault', 'diagnosis', 'Technical', 'support', 'Continuous', 'improvement', 'program'], ['Frontend', 'engineering', 'Software', 'development', 'Product', 'management', 'Agile', 'development', 'Crossfunctional', 'collaboration', 'Technical', 'decisionmaking', 'Business', 'growth', 'mindset', 'Modern', 'frontend', 'technologies', 'Rapid', 'learning'], ['Software', 'Development', 'Planning', 'Organizational', 'skills', 'Requirements', 'Analysis', 'IT', 'Specifications', 'Business', 'Application', 'Configuration', 'Software', 'Integration', 'Network', 'and', 'System', 'Landscape', 'Cloudbased', 'Services', 'Webbased', 'Application', 'Development', 'Programming', 'Japanese', 'skill'], ['Java', 'RubyOnRails', 'Mobile', 'Application', 'Development', 'iOS', 'Android', 'Software', 'Development', 'Methodologies', 'Software', 'Development', 'Tools', 'Best', 'Practices', 'Version', 'Control', 'Systems', 'Git', 'Issue', 'Tracking', 'Tools', 'Databases', 'Data', 'Modeling', 'Communication', 'Teamwork', 'Backend', 'Development', 'Frontend', 'Development'], ['C', 'Configuration', 'management', 'tools', 'Activity', 'management', 'tools', 'Embedded', 'software', 'Realtime', 'debugging', 'Static', 'analysis', 'Data', 'acquisition', 'systems', 'CAN', 'UDS', 'J1939', 'MATLAB', 'Simulink/Stateflow', 'PERL/Python', 'AutoSAR', 'ASPICE', 'V3.0', 'ISO26262', 'Multicore', 'Agile', 'V', 'cycle', 'MISRA', 'Lauterbach', 'IBM', 'Rational', 'ClearCASE', 'Unity', 'Plastic', 'SCM', 'QAC', 'INCA', 'ATi', 'ClearQUEST', 'Jira'], ['Java', 'JavaScript', 'Spring', 'Boot', 'Hibernate', 'AWS', '(S3', 'IAM', 'SQS)', 'React.js', 'Redux', 'TypeScript', 'Next.JS', 'Docker', 'Kubernetes', 'Statistical', 'background', 'Machine', 'Learning', '(ML)', 'HL7', 'FHIR', 'Optimization', 'techniques', 'Agile', 'Scrum', 'Unit', 'testing', 'Integration', 'testing', 'Endtoend', 'testing', 'Asynchronous', 'programming', 'Closures', 'ES6'], ['Software', 'Developer', 'Software', 'Engineer', 'C', 'C#', '.NET', 'Java', 'IIoT', 'Modbus', 'Graphical', 'Interface', 'Creation', 'Imagery', 'Coding', 'IIOT', 'System', 'Development', 'Debugging', 'Coding', 'Databases', 'Modbus', 'Industrial', 'IT', 'protocols', 'Specification', 'Requirement', 'Analysis', 'Written', 'Requirements', 'Definition', 'Functional', 'Design', 'Specifications', 'Design', 'Creation', 'Testing', 'Documentation'], ['C#', 'Java', 'Python', 'SQL', 'NoSQL', 'Docker', 'Kubernetes', 'Machine', 'learning', 'Data', 'visualization', 'Web', 'development', 'REST', 'JavaScript', 'HTML', 'CSS', 'Containerization', 'Cluster', 'management'], ['Java', 'SE', 'Java', 'J2EE', 'Java', 'Agile', 'CI/CD', 'Jenkins', 'GitHub', 'Perforce', 'Eclipse', 'Eclipse', 'IDE', 'Artifactory', 'Ant', 'Gradle', 'Oracle', 'Weblogic', 'Server', 'Oracle', 'Database', '11g', 'Oracle', 'Database', '12c', 'Unix', 'Shell', 'Scripting', 'DevSecOps'], ['Software', 'Development', 'Java', 'Angular', 'MS', 'SQL', 'Server', 'JDBC', 'iBatis', 'Stored', 'Procedures', 'Spring', 'Microservices', 'API', 'Design', 'Enterprise', 'Architecture', 'DevOps', 'Cloud', 'Computing', 'Agile', 'Methodology', 'Warehousing', 'Materials', 'Handling', 'Automation', 'Robotics', 'Conveyor', 'Systems', 'Sortation', 'Systems', 'AGVs', 'ASRS', 'MES', 'ERP', 'Data', 'Analytics', 'Machine', 'Learning', 'AI'], ['JavaScript', 'Java', 'HTML/CSS', 'TypeScript', 'SQL', 'Python', 'Go', 'NoSQL', 'databases', 'Docker', 'Kubernetes', 'Cloud', 'computing', '(AWS', 'Microsoft', 'Azure', 'Google', 'Cloud)', 'Agile', 'practices', 'Open', 'source', 'frameworks'], ['Agile', 'Software', 'engineering', 'Software', 'development', 'Coding', 'standards', 'Software', 'design', 'patterns', 'API', 'development', 'REST', 'gRPC', 'SQL', 'NoSQL', 'Cloud', 'platforms', 'GCP', 'AWS', 'Azure', 'Authentication', 'Authorization', 'Golang', 'Adtech'], ['Linux', 'Embedded', 'systems', 'Open', 'source', 'software', 'Operating', 'systems', 'Kernel', 'Device', 'firmware', 'ARM', 'RISCV', 'X86', 'Boot', 'mechanisms', 'Bootloaders', 'Storage', 'partition', 'layout', 'Device', 'trees', 'Services', 'Applications', 'RESTful', 'APIs', 'Golang', 'C/C++', 'Shell', 'Systemd', 'Udev', 'Initrd', 'Graphics', 'OS', 'level', 'firmware', 'daemons', 'CLI', 'applications', 'Linux', 'security', 'implementations', 'TPM', 'FDE', 'LUKS', 'HSM', 'API', 'design', 'Development', 'REST', 'gRPC', 'Raspberry', 'Pi'], ['.NET', 'SQL', 'Agile', 'PowerBuilder', 'Software', 'development', 'Functional', 'specifications', 'Design', 'specifications', 'Validation', 'support', 'Data', 'management', 'Network', 'engineering', 'Telecommunications', 'Team', 'environment', 'Oncall', 'support', 'Information', 'systems'], ['TypeScript', 'React', 'Node.js', 'Express.js', 'MySQL', 'SaaS', 'Agile', 'MVP', 'Architecture', 'Product', 'sense', 'B2B', 'Hypergrowth', 'Compensation', 'Equity', 'Total', 'rewards', 'Performance', 'cycle', 'Meritbased', 'compensation', 'Pay', 'equity', 'Leveling', 'Interview', 'process', 'Candidate', 'resources', 'Diversity', 'and', 'inclusion'], ['Software', 'Development', 'Embedded', 'Software', 'Security', 'Automated', 'Testing', 'Vulnerability', 'Assessment', 'Risk', 'Assessment', 'Threat', 'Analysis', 'Security', 'Code', 'Reviews', 'C++', 'Python', 'ObjectOriented', 'Programming', 'Continuous', 'Integration', 'Development', 'Tools', 'Industrial', 'Protocols', 'Common', 'Industrial', 'Protocol', 'Safety', 'Standards', 'IEC', '61508', 'IEC', '62443', 'Agile', 'Development', 'Agile', 'Project', 'Tools', 'Git', 'Jenkins', 'Unit', 'Testing', 'CppUnit', 'unittest', 'Continuous', 'Integration', 'Environments', 'Automated', 'Test', 'Acceptance', 'Testing'], ['.NET', 'Software', 'Engineering', 'C#', 'Node.js', 'Azure', 'XML', 'JSON', 'Python', 'SQL', 'Git', 'Linux', 'Agile', 'Scrum', 'Data', 'Solutions', 'Master', 'Data', 'Management', 'Enterprise', 'Content', 'Management', 'Digital', 'Asset', 'Management', 'Analytic', 'Platforms', 'NoSQL', 'Database', 'Mongo', 'Cosmos', 'Azure', 'Cloud', 'Methodology', 'SQL', 'Data', 'Warehouse', 'Blobs/Containers', 'Data', 'Lake', 'Azure', 'Data', 'Factory', 'Integration', 'Design', 'Standard', 'Connectors', 'PublishSubscribe', 'Oracle', 'Salesforce', 'CRM', 'PIM/MDM', 'Solutions', 'Platform', 'Authentication', 'Patterns', 'SAML', 'SSO', 'OAuth', 'ETL', 'Concepts'], ['Software', 'Engineering', 'Computer', 'Science', 'Computer', 'Engineering', 'Electrical', 'Engineering', 'C', 'Coding', 'Language', 'Embedded', 'Software', 'Development', 'Verification', 'DO178', 'Model', 'Based', 'Development', '(DO331)', 'Cybersecurity', 'MathWorks', 'Tools', 'Generator', 'and', 'Bus', 'Power', 'Control', 'Cross', 'Functional', 'Team', 'Collaboration'], ['C#', 'Java', 'AWS', 'Azure', 'TestDriven', 'Development', '(TDD)', 'Agile', 'methodologies', 'Enterprise', 'Applications', 'RESTful', 'web', 'services', 'security'], ['Computer', 'Science', 'Computer', 'Engineering', 'Software', 'Engineering', 'C++', 'C#', 'Windows', '.NET', 'SCRUM', 'Software', 'Development', 'Linux', 'Windows'], ['C', 'Configuration', 'management', 'tools', 'Activity', 'management', 'tools', 'Embedded', 'software', 'Realtime', 'debugging', 'Static', 'analysis', 'Data', 'acquisition', 'systems', 'CAN', 'UDS', 'J1939', 'MATLAB', 'Simulink/Stateflow', 'PERL/Python', 'AutoSAR', 'ASPICE', 'V3.0', 'ISO26262', 'Multicore', 'Agile', 'V', 'cycle', 'MISRA', 'Lauterbach', 'IBM', 'Rational', 'ClearCASE', 'Unity', 'Plastic', 'SCM', 'QAC', 'INCA', 'ATi', 'ClearQUEST', 'Jira'], ['Cloud', 'computing', 'AWS', 'RESTFul', 'GraphQL', 'RDBMS', 'KeyValue', 'Stores', 'SearchIndex', 'Object', 'Storage', 'Unit', 'testing', 'Integration', 'testing', 'Endtoend', 'testing', 'DevSecOps', 'Continuous', 'integration', 'Continuous', 'delivery', 'CRM', 'ERP', 'IT', 'Service', 'Management', 'Data', 'Warehouse', 'Data', 'Lake', 'Data', 'Engineering', 'React', 'iOS', 'Android', 'Crossplatform', 'frameworks', 'JavaScript'], ['Scala', 'Play', 'React', 'Java', 'Node', 'Python', 'Relational', 'database', 'NOSQL', 'ESB/API', 'Gateways', 'Workflow', 'Engines', 'Rules', 'Engines', 'Authentication/Authorization', 'Message/event', 'queues', 'GitHub', 'Actions', 'CircleCI', 'Scrum', 'Agile', 'Unit', 'tests', 'Build', 'Systems', 'Peer', 'reviews', 'Automated', 'functional', 'tests', 'Docker', 'Kubernetes', 'AWS', 'Azure', 'AWS', 'Lambda', 'AWS', 'Fargate', 'Snowflake', 'Tableau', 'CRM', 'platforms', 'Insurance', 'domain', 'Call', 'center', 'Agency', 'business'], ['Android', 'Kotlin', 'Swift', 'iOS', 'Agile', 'Open', 'source', 'frameworks', 'Java', 'IntelliJ', 'IDEA', 'Git', 'Eclipse', 'Android', 'Studio', 'Xcode'], ['Linux', 'OpenStack', 'Kubernetes', 'Ceph', 'Python', 'Go', 'C', 'C++', 'Docker', 'LXC', 'LXD', 'OVS', 'OVN', 'Core', 'networking', 'Virtualization', 'KVM', 'Containerization', 'Bare', 'metal', 'Storage', 'Linux', 'filesystems', 'Networking', 'Git', 'GDB', 'Ubuntu', 'Debian', 'packaging', 'Postgresql', 'Mongo', 'QEMU', 'Distributed', 'systems'], ['Linux', 'Virtualization', 'Graphics', 'Ubuntu', 'Networking', 'TCP/IP', 'DHCP', 'HTTP/REST', 'C', 'C++', 'Debian', 'RPM', 'Yocto', 'Open', 'source', 'communities', 'Docker', 'OCI', 'containers', 'K8s', 'IoT', 'Embedded', 'systems', 'Board', 'and', 'SoC', 'BMCs', 'Bootloaders', 'Firmware', 'OS', 'Apps', 'Services'], ['Software', 'Architect', 'Automotive', 'Systems', 'InVehicle', 'User', 'Interfaces', 'Infotainment', 'Systems', 'Connected', 'Services', 'User', 'Experience', 'Design', 'C/C++', 'Java', 'Python', 'Embedded', 'Software', 'Development', 'CANalyzer', 'CANoe', 'Diagnostic', 'Tools', 'CAN/LIN/Ethernet', 'Multimedia', 'Frameworks', 'Communication', 'Protocols', 'Connectivity', 'Technologies', 'ProblemSolving', 'Skills', 'Creativity', 'Collaboration', 'Communication', 'Skills', 'ISO', '26262', 'Cybersecurity'], ['Computer', 'Science', 'Computer', 'Engineering', 'Artificial', 'Intelligence', 'Machine', 'Learning', 'Cryptography', 'Blockchain', 'Software', 'Patents', 'Databases', 'Data', 'Structures', 'Software', 'User', 'Interfaces', 'Open', 'Source', '3D', 'Graphics', 'Digital', 'Design', 'Grid', 'Computing', 'Computer', 'Networking', 'Network', 'Protocols', 'Computer', 'Architecture', 'Network', 'Security', 'Wireless', 'Telecommunications', 'Operating', 'Systems', 'Virtualization'], ['Software', 'Development', 'Planning', 'Requirements', 'Gathering', 'Deployment', 'Software', 'Maintenance', 'Software', 'Testing', 'Unit', 'Testing', 'Agile', 'Development', 'REST', 'SOAP', 'XML', 'JSON', 'Javascript', 'Python', 'ERP', 'Pipelines', 'Mulesoft', 'Workato', 'Zapier', 'Quickbase', 'Snaplogic']]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "hitRateList = []\n",
        "for i in range(len(bigger_ans_list)):\n",
        "  Intersection = set(bigger_ans_list[i]).intersection(set(listofAnswers[i]))\n",
        "  hitRate = round(len(Intersection) / len(listofAnswers[i]) * 100, 2)\n",
        "  hitRateList.append(hitRate)\n",
        "\n",
        "print(len(hitRateList), \"\\n\", hitRateList)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YHT_44ok0vhx",
        "outputId": "6eea8913-9fd5-4164-f068-34a47e2def3d"
      },
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "198 \n",
            " [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 4.08, 0.0, 0.0, 3.7, 0.0, 0.0, 5.56, 0.0, 0.0, 0.0, 2.0, 0.0, 0.0, 0.0, 4.17, 0.0, 0.0, 0.0, 0.0, 0.0, 10.0, 0.0, 0.0, 1.41, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 5.88, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 8.33, 0.0, 0.0, 0.0, 5.0, 0.0, 2.94, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 2.86, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 11.11, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 6.78, 0.0, 0.0, 2.63, 0.0, 0.0, 1.47, 0.0, 0.0, 0.0, 4.55, 14.29, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 5.88, 0.0, 0.0, 9.52, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 12.5, 0.0, 0.0, 4.0, 0.0, 6.38, 0.0, 0.0, 0.0, 0.0, 0.0, 2.27, 0.0, 7.14, 0.0, 3.57, 0.0, 0.0, 1.41, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 5.88, 0.0, 0.0, 0.0, 4.65, 2.78, 0.0, 5.0, 0.0, 0.0, 0.0, 4.0, 3.77, 4.35, 3.23, 0.0, 0.0, 0.0, 0.0, 0.0, 4.65, 0.0, 2.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "meanSeed4 = round(np.mean(hitRateList), 2)\n",
        "stdSeed4 = round(np.std(hitRateList), 2)\n",
        "varianceSeed4 = round(np.var(hitRateList), 2)\n",
        "\n",
        "meanList.append(meanSeed4)\n",
        "print(\"mean: \", meanList)\n",
        "stdList.append(stdSeed4)\n",
        "print(\"stdList: \", stdList)\n",
        "varianceList.append(varianceSeed4)\n",
        "print(\"varianceList: \", varianceList)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WFMBRTOY058w",
        "outputId": "52c1c417-f35d-4e90-eb4c-ab1f4af77f3f"
      },
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "mean:  [1.01, 1.1, 1.29, 0.96]\n",
            "stdList:  [2.59, 2.34, 2.44, 2.39]\n",
            "varianceList:  [6.71, 5.5, 5.97, 5.73]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Seed 5"
      ],
      "metadata": {
        "id": "I14g2scSy4t6"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Main execution\n",
        "file_path = \"dataset/fine_tuning_dataset_seed_5.csv\"\n",
        "df = pd.read_csv(file_path)\n",
        "df['context'] = df['context'].astype(str)\n",
        "df['answer'] = df['answer'].astype(str)\n",
        "\n",
        "dataset_dict = {\n",
        "    \"context\": df[\"context\"],\n",
        "    \"answer\": df[\"answer\"]\n",
        "}\n",
        "\n",
        "dataset = Dataset.from_dict(dataset_dict)\n",
        "\n",
        "# Split the dataset into training and testing sets\n",
        "splits = dataset.train_test_split(test_size=0.33, seed=5)\n",
        "\n",
        "generated_ans_list = []\n",
        "bigger_ans_list = []\n",
        "\n",
        "# # Keyword Extraction\n",
        "keywords_by_text = perform_keyword_extraction(splits['test']['context'])\n",
        "for index, keywords in keywords_by_text.items():\n",
        "    # print(f\"Text {index+1} \\n Keywords: {keywords}\")\n",
        "    for keyword in keywords:\n",
        "        generated_ans_list.append(keyword)\n",
        "    bigger_ans_list.append(generated_ans_list)\n",
        "    generated_ans_list = []\n",
        "\n",
        "print(bigger_ans_list)"
      ],
      "metadata": {
        "id": "16Q2_HzkgMq0",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "83d733f7-a8c3-4d75-d99a-c1b5521fe4be"
      },
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/sklearn/feature_extraction/text.py:528: UserWarning: The parameter 'token_pattern' will not be used since 'tokenizer' is not None'\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[',', '.', 'api', 'experience', 'features', 'skills', 'team', 'voice', 'work', 'working'], [',', '.', 'and/or', 'animatronics', 'code', 'design', 'exhibits', 'experience', 'software', 'support'], ['&', '(', ',', '.', 'development', 'integration', 'services', 'state', 'street', 'technology'], [\"'ll\", ',', '.', '.net', 'approach', 'enjoy', 'projects', 'set', 'team', 'work'], [',', '.', 'experience', 'iot', 'platforms', 'server', 'software', 'technologies', 'ubuntu', 'work'], ['!', '#', ',', '.', ':', 'apply', 'email', 'engineer', 'experience', 'looking'], ['(', ')', ',', '.', 'code', 'development', 'experience', 'javascript', 'software', 'web'], ['(', ')', ',', '.', 'benefits', 'business', 'data', 'employees', 'include', 'sony'], ['(', ',', '.', 'capgemini', 'data', 'design', 'experience', 'project', 'team', 'technical'], ['(', ')', '*', '.', ':', 'ability', 'applications', 'experience', 'learn', 'technologies'], ['&', '(', ')', ',', '.', 'equans', 'role', 'team', 'working', '’'], [',', '.', ':', 'crossover', 'email', 'engineering', 'gfi', 'leadership', 'role', 'software'], [',', '.', 'development', 'employee', 'experience', 'generac', 'required', 'software', 'team', 'time'], ['(', ')', ',', '.', 'development', 'engineering', 'experience', 'support', 'systems', 'technical'], [',', '.', 'agile', 'automation', 'problem', 'rockwell', 's', 'work', 'world', '’'], [',', '.', 'design', 'develop', 'experience', 'highly', 'software', 'solutions', 'team', 'work'], ['(', ')', ',', '.', 'abbott', 'diagnostics', 'experience', 'test', 'testing', '’'], ['(', ')', ',', '.', ':', 'experience', 'network', 'software', 'systems', 'work'], [',', '.', ';', 'engineers', 'experience', 'software', 'staff', 'team', 'work', 'years'], [',', '.', ':', 'cloudflare', 'company', 'internet', 'internship', 's', 'teams', '’'], ['*', ',', '.', '>', 'based', 'client', 'engineer', 'expert', 'python', 'trading'], [',', '.', 'lexisnexis', 'php', 'risk', 'software', 'solutions', 'team', 'technology', 'women'], ['&', ',', '.', ':', 'design', 'diversity', 'electric', 'engineering', 'schneider', 'software'], [',', '.', 'code', 'design', 'developer', 'development', 'java', 'surveillance', 'video', 'web'], [',', '.', ':', 'arc', 'development', 'engineering', 'experience', 'preferred', 'team', '’'], [',', '.', ':', 'azure', 'design', 'experience', 'software', 'training', 'work', 'years'], [',', '.', ':', 'aim', 'engineering', 'experience', 'passion', 'products', 'software', 'stack'], [',', '.', ':', 'desk', 'engineers', 'experience', 'processes', 'software', 'team', 'trade'], [\"'re\", ',', '.', ':', 'design', 'experience', 'react', 'team', 'work', 'working'], ['(', ',', 'development', 'devops', 'experience', 'management', 'skills', 'software', 'support', 'using'], [',', '.', 'architecture', 'company', 'experience', 'falls', 'fewer', 'national', 'safelyyou', '’'], ['(', ')', '/', 'control', 'dc', 'experience', 'foc', 'motor', 'pid', 'systems'], ['(', ')', ',', '.', ':', 'experience', 'team', 'vay', 'vehicle', 'work'], [',', '.', 'ability', 'design', 'development', 'embedded', 'experience', 'job', 'knowledge', 'software'], [',', '.', 'development', 'engineering', 'experience', 'product', 'security', 'software', 'test', 'tools'], ['(', ')', ',', '.', 'experience', 'features', 'product', 'software', 'team', 'work'], [',', '.', 'development', 'engineering', 'experience', 'fuel', 'nuclear', 'software', 'team', 'westinghouse'], [',', 'development', 'operations', 'production', 'qualifications', 'skills', 'software', 'stage', 'team', 'virtual'], ['(', ')', ',', '.', 'connaissance', 'des', 'et', 'knowledge', 'la', 'les'], ['!', ',', '.', 'ispa', 'join', 'mid-level', 'software', 'team', 'technology', 'work'], [',', '.', ':', 'alsac', 'development', 's', 'software', 'team', 'technical', '’'], [',', '.', 'business', 'data', 'experience', 'investment', 'management', 'new', 'ridgeline', 'software'], ['*', ',', '.', ':', 'employees', 'position', 'siemens', 'software', 'status', 'tools'], [',', '.', ':', 'billing', 'breezeline', 'integration', 'software', 'technologies', 'web', '’'], ['(', ')', ',', '.', ':', 'build', 'developers', 'experience', 'front-end', 'legal'], [',', '.', 'developing', 'development', 'experience', 'improve', 'leading', 'software', 'testing', 'years'], ['(', ')', ',', '.', 'experience', 'qualifications', 'software', 'technical', 'tool', 'years'], [',', '.', ':', 'design', 'engineering', 'process', 's', 'software', 'working', '’'], [')', ',', '.', 'ability', 'channel', 'experience', 'factory', 'life', 'software', 'work'], [\"'ll\", ',', '.', 'development', 'engineering', 'll', 'product', 'software', 'solutions', '’'], [',', '.', ':', 'android', 'benefits', 'experience', 'people', 'salesforce', 'slack', 'work'], [',', '7', 'experience', 'job', 'microsoft', 'required', 'software', 'test', 'working', 'years'], ['(', ')', 'and/or', 'arm', 'cortex-m', 'familiarity', 'fpga', 'stm32', 'xilinx', 'zynq'], [',', '.', ':', 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'salary', 'software', 'unix'], [',', '.', 'customers', 'experience', 'kubernetes', 'open', 'solutions', 'source', 'support', 'technical'], ['&', ',', '.', 'applications', 'development', 'experience', 's', 'software', 'team', 'technical'], [',', '.', 'events', 'experience', 'hybrid', 'leave', 'paid', 'role', 'software', 'team'], ['(', ')', ',', '.', 'experience', 'figma', 'range', 's', 'work', '’'], ['$', '(', ')', ',', '.', 'core', 'enabling', 'experience', 'software', 'technologies'], ['&', '(', ')', ',', '.', 'business', 'delivery', 'engineering', 'experience', 'people'], ['(', ')', ',', ';', 'ability', 'experience', 'salesforce', 'software', 'team', 'technical'], [',', '.', 'data', 'design', 'experience', 'kafka', 'services', 'spring', 'using', 'work'], ['(', ')', ',', '.', ':', 'applications', 'design', 'development', 'software', 'web'], [',', '.', 'construction', 'customer', 'following', 'microsoft', 'skills', 'software', 'support', 'working'], ['(', ')', ',', '.', 'data', 'develop', 'development', 'microsoft', 'software', 'web'], [',', '.', ':', '?', 'experience', 'software', 'team', 'upguard', 'work', '’']]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fullAnswers = list(splits['test']['answer'])\n",
        "print(fullAnswers)\n",
        "\n",
        "listofAnswers = []\n",
        "for answer in fullAnswers:\n",
        "    answer = answer.replace(',', ' ').split()\n",
        "    listofAnswers.append(answer)\n",
        "print(len(listofAnswers), \"\\n\", listofAnswers)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "l1YL3_aX124o",
        "outputId": "c0d01d74-7eb8-48b5-81bd-fe19e302b65c"
      },
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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Framework, C#, F#, VB.NET, HTML, CSS, JavaScript, AJAX, SQL Server, REST, RPC, MVC, ASP.NET, Windows Services, Unit testing, Debugging, Troubleshooting, Communication, Teamwork, Analytical Skills, Problem Solving, Critical Thinking, Organizational Skills, Time Management, Selfmotivation, Flexibility, Innovation, Fastpaced Development', 'Cloud computing, AWS, RESTFul, GraphQL, RDBMS, KeyValue Stores, SearchIndex, Object Storage, Unit testing, Integration testing, Endtoend testing, DevSecOps, Continuous integration, Continuous delivery, CRM, ERP, IT Service Management, Data Warehouse, Data Lake, Data Engineering, React, iOS, Android, Crossplatform frameworks, JavaScript', 'Python, SQL, Data Engineering, Business Intelligence, ETL, Airflow, Spark, AWS, EC2, S2, IAM, Kafka, Flink, Snowflake, Redshift, PostgreSQL, DBMS', 'HTML, CSS3, JavaScript, jQuery, PHP, Laravel Framework, Eloquent ORM, RDBMS, MySQL, MVC Framework', 'BMS, HVAC, IoT, Trend IQVision, Tridium, GDPR, BS, ISO, BCIA, M&E, 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Software Testing Practices, Hardware Testing', 'Electrical Engineering, Computer Engineering, Computer Science, Automotive Software, Software Engineering, C Programming Language, Compilers, Linkers, Debuggers, Microcontrollers, Global Project Management, Problem Solving, Junior Engineer Mentorship, Complex Technical Problem Explanation and Training, Analytic Methods (8D), Process Knowledge (CMMI ASPICE CCPS), System Overview (HW and Sensors), AirbagECU, DOORS (Requirement Management Tool), ALMCCM/CQ (Change Management Tool), ALMSCM/MKS (Software Configuration Management Tool), Rhapsody/AMEOS (Software Design Tool), iSTAr, QAC', 'ASP.net, Java Script, React, CAD, 3D visualisation, Desktop applications, Web applications, Agile software development, Software requirements, Project timelines, Customer support, Sales, Marketing, Continuous improvements', 'Software Engineering, Backend Development, Python, Django, SQL, PostgreSQL, MySQL, Elasticsearch, Redis, GitHub, Bitbucket, RESTful API, AWS, Unit Testing, Digital Adtech, Cloud Services, Agile Development, WorkLife Flexibility', 'iOS, C, C++, Metal, Algorithm Development, SDLC, Mathematics, Performance Optimisation, Communication, Consensus Building, Leadership, Teamwork, Collaboration, Creativity, Persistence, Quality Assurance, Troubleshooting, Product Roadmap, User Experience, Software Engineering, Software Design, Software Development, System Engineering, System Administration, System Infrastructure, Software Testing, Hardware', 'Mobile engineering, Android, Kotlin, Android SDK, Java, Android studio, RXJava, Concurrency, Data structures, Algorithms', 'Unemployment Compensation Applications, Test Scripts, Use Case Scenarios, User Acceptance, Microsoft Test Manager Suite, Training and Standard Operating Procedures (SOP), Agile Methodology, Microsoft Viso, Project Software, Team Foundation Server (Dev Ops version), SOAP UI, Load UI/Load Testing Skills, SQL Server, LDAP, Microsoft SQL Reporting Services, Adobe RoboHelp, State Government Projects/Assignments', 'Typescript, Node, React, Postgres, AWS, REST, CI/CD, Relational databases, Nonrelational databases, API', 'Embedded Software Development, C/C++, Python, ROS, Linux, Kernel Programming, Device Trees, Driver Writing, Interface Debugging, Hardware Interfacing, Nvidia Jetson Systems, Kernel Mode Programming, BareMetal Programming, Camera Systems, RTOS Programming, Filesystems, Networking, Interprocess Communication, Control Theory, Drone/UAS, Wireless Communication Systems, Machine Learning, GPS/GNSS Positioning, Hardware Rapid Prototyping', 'JavaScript, Java, HTML/CSS, TypeScript, SQL, Python, Go, AWS, Docker, Kubernetes, Cloud Computing, Open Source Frameworks, Agile, People Management', \"Software Systems Implementation, Coding, Testing, Debugging, Documentation, Client/ServerBased Systems, WebBased Applications, API's/Microservices, eCommerce Platforms, Relational Databases, C#, PHP, HTML, CSS, JavaScript, Git, SQL, MVC Frameworks, eCommerce, Web Applications, Azure PaaS Offerings\", 'Agile, AWS, C++, CI/CD, Cloudbased, Data Engineering, Data Governance, Data Lineage, Data Monitoring, Docker, Frontend Development, GitLab CI, GitHub Actions, Java, Jenkins, JavaScript, Kanban, Kubernetes, Machine Learning, Middleware, Node.js, Onpremises, PHP, Python, React, Ruby, Scrum, Security Controls, Software Development, Software Engineering, Systems Engineering, Unity, Visualization Engines', 'Software QA Testing, Python Development, Automated Test Systems, Software Development Lifecycles, Software Testing Practices, Hardware Testing', 'Python, Django, Django ORM, Data warehousing, Big data, Cloud computing, DevOps, Ansible, Azure Pipelines, Cloud Formation, Terraform, Microservices, MySQL, PostgreSQL, Celery, RabbitMQ, Redis, PHP, Docker, Kubernetes', 'Java 8, Spring Boot, Restful Microservices, Java, Angular, JavaScript, CSS, HTML, Microservices development, Jenkins, OCP, Agile', 'Software Engineering, Debugging, Frontend development, Software Integration, Unit testing, RESTful APIs, UI/UX development, Problemsolving, Time management, Teamwork, Agile development, Microsoft Office, Continuous improvement', 'Scala, Play, React, Java, Node, Python, Relational database, NOSQL, ESB/API Gateways, Workflow Engines, Rules Engines, Authentication/Authorization, Message/event queues, GitHub Actions, CircleCI, Scrum, Agile, Unit tests, Build Systems, Peer reviews, Automated functional tests, Docker, Kubernetes, AWS, Azure, AWS Lambda, AWS Fargate, Snowflake, Tableau, CRM platforms, Insurance domain, Call center Agency business', 'Software testing, Test planning, Test execution, Test analysis, Test reporting, Web development, Build tools, Testing frameworks, Bug tracking, Test strategy, Test procedures, Version control systems, GitLab, Git Lab Runner, Jenkins, Selenium, Microsoft Office, Java, Typescript, JavaScript, ReactJS, Apache Tomcat, AWS services, EC2, S3, Gradle, Yarn, Git', 'Scrum, Agile, RTOS, C, Python, CUnit, UART, I2C, SPI, JTAG, Oscilloscopes, Git', 'Python, Django, AWS, SQL, React, HTML5, CSS3, ES6+, Kubernetes, Traefik, ArgoCD, Pants, CircleCI, Celery, Datadog, Honeycomb, GitHub', 'ASP.net, Java Script, React, CAD, 3D visualisation, Desktop applications, Web applications, Agile software development, Software requirements, Project timelines, Customer support, Sales, Marketing, Continuous improvements', 'Cloud, AI, Machine Learning, IoT, 5G, Quantum Computing, RPA, BluePrism, Automation Anywhere, UiPath, WorkFusion, SQL', 'Embedded Software Engineering, Realtime Software Development, DO178 Aerospace Standard, Software Requirements Analysis and Definition, C Programming, Microprocessorbased Embedded Hardware Platforms, Project Management, Product Design and Development, Engineering Principles, Scientific Analysis, Mathematical Modeling, Test Planning and Execution, Technical Documentation, Data Analysis, Qualification Test Plans and Procedures, Customer Communication, Mentoring and Knowledge Sharing, Team Leadership, C Programming, Earned Value Management (EVM), Engineering Design and Analysis Tools, Standard Software Packages, Project Management Tools', 'Python, Scala, Java, Golang, C++, Kubernetes, Microservices, Agile, AWS, Azure, GCP, Data Marts, Data Lakes, Data Warehouses, Hadoop, Apache Spark, Data Engineering, Data Modeling, Data Analytics, Data Transformation, Data Warehousing, Data Processing, Big Data, Databases, Database Abstraction Layers, API Gateway, Message Bus', 'Python, JSON, AWS, DynamoDB, NoSQL, SQL, Unit testing, Agile development, OpenSearch, RESTful web services, Data structures, Algorithms, Continuous delivery, Application Lifecycle Management, DevOps, Serverless architecture, Cloud automation', 'Java, Software Development, Software Engineering, Battlefield Command and Control, Geospatial Data Management, Exploitation, Visualization, Analysis, AWS, Docker, Kubernetes, Agile Methodologies, Design, Documentation, Ticketing Systems, Version Control, Formal Software Engineering Principles', 'Software Development, Firmware, Linux, Ubuntu, Yocto, C, Embedded Systems, Software Testing, Software Verification, Software Documentation, Cellular, Medical, Automotive, Cybersecurity, Ethernet, Version Control, Git, Jira, SafetyFocused QMS, Wireless Protocols, WiFi, BLE, Lora, Serial, USB, I2C, SPI, CAN, Static Code Analyzer, FreeRTOS, ThreadX, Wind River, LabVIEW, Visual Studio C#, Keil MDK, TI Code Composer, MPLAB, Eclipse, Visual Studio, Agile Software Development', '.NET, C#, Software Life Cycle, IEC 62304, ObjectOriented Design, Revision Control Systems, Azure DevOps, Git, Continuous Integration', 'Kotlin, Node.js, Typescript, Serverless frameworks, AWS services, AWS certifications, API gateways, SLAs, Monitoring APIs, Automated tests, Cloud networking, CIDR, Routing, Problem solving, Communication, Computer Science, Go, Jest, Pytest, Cypress, Product design, Crossplatform constraints, Web', 'Software Engineering, RF Engineering, DSP Engineering, RFML Engineering, Haskell, Scala, F#, OCaml, Rust, MATLAB, C, Linux, Nix/NixOS, FPGA, Verilog, VHDL, OpenGL, DirectX, Vulkan', 'C++, Linux, 3D vision, Motion planning, Control algorithms, Robotics, Lowlevel software libraries, Hardware control, CUDA, Parallel computation, Multithreading, CAD, 6DOF robot arms, End effectors', 'React, React Router, Redux, MaterialUI, Jest, Webpack, Java, Spring, Spring Batch, Spring Boot, Git, Maven, Jenkins, CI/CD, SQL Server, PostgreSQL, GraphQL, Agile, Microservices, API design, Unit testing, Documentation, Communication, Teamwork, Problemsolving, Analytical', 'Software Development, Testing, Postman, RestAssured, Automation Framework, Java, OOP, Selenium, Cucumber, Jmeter, LoadRunner, XPath, DataDriven Testing', 'Software Integration, Video Systems, Troubleshooting, Verification, Vendor Hardware, Vendor Software, Python, Firmware, C, NodeJS, HTML5, JavaScript, Robot Framework, Jira Xray, PyQT, Kivy, Tkinter, HTML, AWS Lambda, DevOps, CI/CD, Jira, Bitbucket, React Native, Electron, HighSpeed Video/Audio/Data Transmission, HD/UHD Digital Video Formats, Switching, Processing, Video Analyzers, Video Scalers, Video Matrix Switchers, Video Wall, Network Configuration, Network Setup', 'Kotlin, Java, React, JavaScript, TypeScript, Node.js, HTML, CSS, AWS, Kubernetes, REST APIs, SOLID, TDD, Agile, Scrum, Gitlab, JIRA', 'HTML, CSS3, JavaScript, jQuery, PHP, Laravel Framework, Eloquent ORM, RDBMS, MySQL, MVC Framework', 'Power distribution, Power protection, Energy storage, Software design, Systems development lifecycle, Computer networking, SysML/UML, Microsoft Project, MS Office applications, Technical requirements, VCRMs, Troubleshooting, Project management, Data Center design, Telecommunication installations, Power electronics, Architecture, Electrical Engineering, Computer Science', 'Java, Go, Scala, Clojure, Lightweight M2M, CoAP, MQTT, OMADM, HTTP, DNS, SMS, MySql, Redis, DynamoDB, Apache Kafka, RabbitMQ, AWS, Kubernetes, GitHub Actions, Immutable infrastructure, Docker, Microservices, AWS Certifications, CoAP, Lightweight M2M, MQTT', 'Software Development, C, C++, C#, Embedded Linux, X509 Certificates, TCP/IP, HTTPS, TLS, Yocto, Integrated Development Environments (IDEs), Version Control, Defect Management, Continuous Integration, Code Analysis Tools, Internet of Things (IoT), Cloud Connectivity', 'Java SE, Java J2EE, Java, Agile, CI/CD, Jenkins, GitHub, Perforce, Eclipse, Eclipse IDE, Artifactory, Ant, Gradle, Oracle Weblogic Server, Oracle Database 11g, Oracle Database 12c, Unix Shell Scripting, DevSecOps', 'Embedded Software Development, Firmware Systems Design, Product Lifecycle Management, Software Quality Improvement, Cost Reduction, Technical Support, C++, Linux, GNU Tool Chain, Electrical Engineering, Computer Engineering', 'C, Configuration management tools, Activity management tools, Embedded software, Realtime debugging, Static analysis, Data acquisition systems, CAN UDS J1939, MATLAB Simulink/Stateflow, PERL/Python, AutoSAR, ASPICE V3.0, ISO26262, Multicore, Agile, V cycle, MISRA, Lauterbach, IBM Rational ClearCASE, Unity Plastic SCM, QAC, INCA, ATi, ClearQUEST, Jira', 'Software Engineering, Agile, Configuration Control, C++, Python, Java', 'Software development, Backend systems, APIs, Cloud computing, Message queues (MQ), Containerization technologies, Web development, Full stack development, CI/CD pipelines, Deployment pipelines, Software engineering, System operations, Distributed systems, Communication skills, Interpersonal skills, Leadership skills, Mentoring skills', 'Apache NiFi, Spark, Data integration, Data streaming, Data processing, ETL workflows, Java, Scala, C++, C, Linux, AWS, GCE, Azure, Software Development Life Cycle (SDLC), GIT, TS/SCI, CI Poly', '.NET, Software Engineering, C#, Node.js, Azure, XML, JSON, Python, SQL, Git, Linux, Agile, Scrum, Data Solutions, Master Data Management, Enterprise Content Management, Digital Asset Management, Analytic Platforms, NoSQL Database, Mongo, Cosmos, Azure Cloud Methodology, SQL Data Warehouse, Blobs/Containers, Data Lake, Azure Data Factory, Integration Design, Standard Connectors, PublishSubscribe, Oracle, Salesforce CRM, PIM/MDM Solutions, Platform Authentication Patterns, SAML, SSO, OAuth, ETL Concepts', 'Agile, Android, Git, SOLID Principles, MVVM, MVI, Jetpack Compose, Kotlin, Java, Android SDK, Jetpack, Coroutines, RxJava, Cloud message APIs, HTML5, CSS3, JavaScript, RESTful APIs, Dagger2, Retrofit, Modular Codebase, MVP, Clean Architecture', 'JavaScript, Java, HTML/CSS, TypeScript, SQL, Python, Go, AWS, GCP, Microsoft Azure, Agile, Cloud computing, Fullstack development, Data governance, Open source frameworks', 'Patent law, Patent prosecution, Patent drafting, Patent writing, Patent opinions, PTAB, Electrical engineering, Electronics, Telecommunications, Computer engineering, Software engineering, Network security, Enterprise applications, Databases, Web and cloud services, Operating systems, Software user interfaces, Open source, Patent attorney, Patent counsel, Patent lawyer, Patent associate, Patent agent, USPTO, PTO, EPO', 'TCP/UDP, C++14/17/20/23, Multicast, Low Latency, Solar Flare (Kernel Bypass), Trading Shop / Platform', 'Software architecture, Agile development, Software engineering, Software design patterns, Cloud computing, Microservices, DevOps, Java, Spring, Spring Boot, Hibernate, Liquibase, Docker, Kubernetes, AWS, Azure, GCP, REST, gRPC, GraphQL, Terraform, Typescript, Node.js, React, Scrum, Kanban, Git', 'Open source software, Linux, Data centre automation, Python, Go, Metal As A Service, Networking, Storage, Usability, Continuous integration, Documentation, Technical communication, KVM, LXC, PXE, DHCP, TFTP, DNS, NTP, Baseboard Management Controllers, Redfish, IPMI, AMT, Launchpad, Debian packaging tools, APT, dpkg, snapcraft', 'Java, JavaScript, Spring Boot, Hibernate, AWS (S3 IAM SQS), React.js, Redux, TypeScript, Next.JS, Docker, Kubernetes, Statistical background, Machine Learning (ML), HL7, FHIR, Optimization techniques, Agile, Scrum, Unit testing, Integration testing, Endtoend testing, Asynchronous programming, Closures, ES6', 'Software development, Software design, Software architecture, Enterprisegrade software solutions, Java, JEE, Spring boot, Micro services, Application security, Information security principles, Web app security, OWASP, PCI DSS Compliance, Cryptographic Security, Cryptographic operations, Hardware Security Modules (HSMs), Linux, Shell scripting, CI/CD tooling, PCI, GLBA, SOX, Agile processes, Testdriven development', 'AWS, SaaS, Automotive mobile data, Automotive analytics, Microsoft, Full Stack, ASP.NET, Entity Framework, RabbitMQ, Angular, Vue.js, React, HTML, JavaScript, CSS, .NET WebAPI, RESTful APIs, C#, Async technologies, Lambda, EC2, S3, DynamoDB, API Gateway, CloudWatch, Microservices, Terraform, CI/CD Pipeline, SOAP services integration, Serviceoriented architecture (SOA), Web Service Development, MS SQL Server, Agile scrum methodology, Communication skills, Project management skills, Collaboration skills, Mentorship skills', 'Embedded Software Development, C++, Linux Operating Systems, Debian Distribution, Unit Testing, SDETs/QA, Lab Tools, Concurrency, Jenkins Continuous Integration, Make, Google Test, Python, Golang, Network Programming, TCP, UDP, Sockets, REST, Standard Bluetooth, BLE Bluetooth, WiFi, Linux Kernel Development, Device Trees, Driver Modification, Backporting, Bootloader Customization, Qt Stack, Agile Development', 'System engineering, System of systems, System Architect, Software engineering, System analysis, System Architect, Software Failure Modes and Effects Analysis (FMEA), Product Marketing, Development, Testing, Vmodel, Requirements analysis, Functional analysis, Functional requirements, Nonfunctional requirements, Component analysis, Systems modeling, ModelBased Systems Engineering (MBSE), SysML, IEC 62304, Software development, Cloud computing, Networking, Security, CISSP, CISA, IT engineering, Network engineering, Medical device software', 'C++, Digital Signal Processing, Software Development, Systems Engineering, LabVIEW, MATLAB, GreenHills MULTI Integrated Development Environment, DOORS, ClearCase, ClearQuest, TI DSPs, Code Composer Studio, Rhapsody', 'Computer science, Electrical engineering, Power electronics, Software design, Power distribution, Power conversion, UML, SysML, System development lifecycle, Computer networking architectures, Microsoft Project, MS Office, VCRMs, Technical requirements', 'Power Electronics, Systems Development Lifecycle, Computer Networking Architectures, Hardware, Software Design, Technical Requirements, Project Management, Microsoft Project, MS Office, Systems Modeling, SysML/UML, VCRMs, Troubleshooting, Power Distribution, Data Center, Power Conversion, Computer Science, Electrical Engineering', 'Software Quality Assurance, Automation Engineer, RESTful APIs, SOAP Web Services, Web applications, Windows services, Automation techniques, Data validation, Troubleshooting queries, Test automation framework, Windows operating systems, Linux, Selenium, Junit, JMeter, Cloud technologies, AWS, Microservices, API testing, SDLC process, DevOps, Accounts Receivable, Collections, Docker, Kubernetes', 'Agile Development, Scrum, Avionics, Software Development, Software Testing, Ada, C/C++, Python, DOORS, JAMA, Atlassian Suite, JIRA, Confluence, DO178B/C, Configuration Control, Risk Management, Requirements Management, Leadership, Communication, Teamwork, Time Management, Organization', 'Software Engineering, Scrum Master, Microsoft Azure, Data Factory, Data Flow, Data Bricks, Azure SQL, C#, .NET, Azure API, Azure DevOps, Leadership, Agile Methodology, Product Management, Microsoft Dynamics, Javascript', 'Computer science, Computer engineering, Software patents, Cryptography, Blockchain, Artificial intelligence (AI), Machine learning (ML), Enterprise applications, Mobile applications, Databases, Data structures, Web services, Cloud services, Virtualization, Operating systems, Software user interfaces, Open source, 3D graphics, Digital design, Grid computing, Telecommunications, Computer networking, Network protocols, Computer architecture, Network security', 'Core Java, JavaScript, HTML, REST, Maven, Git, IDE, SonarQube, Adobe Experience Manager, Coral UI', 'NestJS, Node.js, Typescript, JavaScript, React, AWS, Postgres, Redshift, ORM libraries, Data structures, HTTP, REST, JSON API, JSON, XML, DevOps, Service Oriented Architecture, Diagrams', 'nan', 'Senior Software Engineer, Fullstack Development, Agile, Java, Python, SQL, Node.js, Go, Scala, RDBMS, NoSQL, Docker, Kubernetes, AWS, Cloud Services, Open Source Frameworks', 'Software development, Python, Agile methodology, Linux, UnitLevel Test, SystemLevel Test, HardwareintheLoop Simulator, SoftwareintheLoop Simulator, Full Lifecycle Software Engineering, DO178, NPR 7150, CCSDS', \"Java, SOA, Web Services, Adapters, XML, XSLT, XPath, XQuery, JavaScript, CSS3, HTML5, Unit Testing, Integration Testing, MarkLogic, RDL, Apache Nifi, Data Mining, Data Extraction, OLTP, ODS, Aggregate Data Stores, Networking Protocols, TCP/IP, HTTP, NTP, DNS, MLLP, NDM, MultiBusiness Unit Integrations, Communication Skills, Interpersonal Skills, Independent Work, Analytical Skills, Problem Solving Skills, Teamwork, EndtoEnd Solutions, ObjectOriented Design, BDD, Rapid Development Tools, Functional Design, FastPaced Development, Robust Development, Low Defect Products, Design Articulation, Testing Skills, Validation Skills, Simulated Data, Initiative, Desire to Learn, Bachelor's Degree in Computer Science\", 'React, Python, Node.js, TypeScript, AWS, SQL, Lambda, Serverless Computing, ObjectOriented Programming, Functional Programming Paradigms, Algorithms, Data Structures, TimeSeries Data, RemoteTeam Collaboration, Communication, Data Visualization, Data Portal, API Development, Microservices, Documentation Creation, Technical Writing, Mentoring, Recruiting, Hiring, Cloud Computing, Software Development Trends', 'JavaScript, Vue.js, Java, HTML/CSS, TypeScript, SQL, Node.js, AWS, Microservices, Full Stack Systems, Agile practices, People management', 'C++, ObjectOriented Programming, Agile Methodology, SDLC, Qt Framework, Linear Algebra, 3D Graphics, Computational Geometry, Design Patterns, Software Modeling, Software Development Life Cycle, Software Engineering, Computer Science, Data Structures, Algorithms, Linux, Medical Imaging, Image Processing, Computer Vision, ComputerAssisted Surgery, Robotics, Biomedical Software Development', 'Software development, Software lifecycle, Microservices, Serverless architecture, Cloudbased platforms (AWS Azure GCP), Terraform/Cloud Formation, RESTful APIs, Objectoriented programming (C# Java Python), Code reviews, Source control management, Build processes, Testing, Operations, Communication skills', 'Data engineering, Machine learning, Distributed systems, Cloud computing, Kubernetes, Linux, Python, Java, C++, Scala, Golang, NoSQL databases, Git, Continuous integration/continuous delivery (CI/CD), Infrastructure as Code (IaC), DevOps, Amazon Web Services (AWS), Google Cloud Platform (GCP), Microsoft Azure', 'C++, CUDA, Linux, MATLAB, Embedded software development, Image processing, Signal processing, System architecture, Operating systems, Hardware/software interfaces, Multithreaded programming, GPU development, Medical device industry, Imaging medical device industry, Objectoriented software development', 'C++, C#, Python, .NET, UI/UX, OOP, Software Development Life Cycle, Object oriented programming', 'React, Ember, Angular, Typescript, Elm, Web Components, Continuous Deployment, Code Reviews, Unit Testing, Integration Testing, Acceptance Testing, Industry Trends, HIPAA, Code of Conduct, JavaScript, ObjectOriented Analysis, SQL, WorkLife Balance, TimeOff Policy, Flexible Work Schedule, Remote Work, 401(k) Matching, Adoption Assistance, Fertility Treatments', 'Software Testing, API, Embedded Systems, Debugging, Test Setup, Software Development, Cloud Computing, Security, Javascript, C++, Computer Science, Design Patterns, Databases, Storage Services, RESTful APIs', 'Java, HTML, CSS, JavaScript/TypeScript, Relational/NoSQL, Cloud Computing, CI/CD, Security Frameworks, Unit Testing, Functional Testing, Destructive Testing, Performance Testing, Debugging, Root Cause Analysis, Version Control', 'Embedded Software, Systems Engineering, Electronics, Hardware, Engineering, Automotive, Functional Safety, Cyber Security, Project Management, Team Leadership, Budgeting, Resource Planning, Recruitment, Staff Development, Travel', 'Software Integration, Business requirements gathering, System analysis, Solution design, Development, MS SQL/TSQL, Stored procedures, User defined functions, Views, Tables, APIs, Middleware, ETL, EDI, Data mapping, Testing, Quality assurance, Monitoring, Maintenance, Documentation, Collaboration, Security, Compliance, Performance optimization, Troubleshooting, Training, Integration technologies, ESB, Web services, REST, SOAP, JSON, XML, Boomi, Mulesoft, Workato, JDE EnterpriseOne, Smart Factory equipment, Problemsolving, Analytical skills, Communication skills, JDE development, Cloud Inventory, Fast Forms, Core JDE development, JDE Orchestrator Studio, Application Interface Services, JDE Business Services', 'Software Architect, Automotive Systems, InVehicle User Interfaces, Infotainment Systems, Connected Services, User Experience Design, C/C++, Java, Python, Embedded Software Development, CANalyzer, CANoe, Diagnostic Tools, CAN/LIN/Ethernet, Multimedia Frameworks, Communication Protocols, Connectivity Technologies, ProblemSolving Skills, Creativity, Collaboration, Communication Skills, ISO 26262, Cybersecurity', 'Golang, React, TypeScript, NodeJs, GraphQL, AWS, Software engineering, Product management, Design, Git, Agile, DevOps, Cloud computing, Data analysis, Communication, Teamwork, Problemsolving, Critical thinking, Learning agility, Adaptability', 'Programming languages, Software development, Software engineering, Java, C++, SQL, COTS, GOTS, Algorithms, Data visualization, Data management, Documentation, Software design, Testing, Debugging', 'Embedded C/C++, Baremetal, Bootloader, UBoot, RTOS, FreeRTOS', 'Software Engineering, Product Management, ERP, CustomerCentric, ProblemSolving, Programming Languages, Autonomous Work, Team Leadership, Communication, Scalability, Performance, Code Review, Flatiron, Equity, Health and Dental Insurance', 'Web Development, Frontend Development, Backend Development, Agile, Git, Angular, React, JavaScript, TypeScript, HTML, CSS, NodeJS, NestJS, Express, REST API, Document Database, Relational Database, Unit Testing, Endtoend Testing, DevSecOps, Deployment Tools, Docker, Kubernetes, Linux, UI/UX Design, Python, Top Secret Clearance', 'API, abstraction layers, application software development, GCP, AWS, distributed systems, streaming data services, cloud native infrastructure, serverless architecture, microoperations, workflow automation, Javascript, TypeScript, MongoDB, Python, Github, Gitlab, CI/CD, Jira, unit testing, integration testing, regression testing, collaborative documentation, Kubernetes, Docker, containerization, MAP/TRR, media asset management (MAM), video supply chain platform, 401(k) plan', 'Software Development, Computer Engineering, DoD Acquisition, Agile Methodology, DoD Cybersecurity, SAP, Continuous Delivery, Operating Systems, Software Languages, Computer Hardware, SCI, FPGA, Firmware, Hardware Layer Development, Program and Contract Documentation, Contractor Proposals, Cybersecurity Considerations, System Test Plans, Configuration and Control Measures, Quality Accreditation, Contractor Design Changes, System Design Software, Interoperability Requirements, Test Data Analysis, Communication Bus Architectures, U.S. Citizenship, TopSecret Security Clearance', '.NET, SQL, API, Microservices, OAUTH, JWT, CLEAN architecture, Microservices, Onion architecture, Agile, Communication, Teamwork, Decisionmaking, Project ownership, Task completion, Team environment, Backend development', 'Software Engineering, C, C++, Linux, Unix, Operating Systems, Networking, Java, Python, Mobile Technologies, DevOps, CICD, Mentoring, Database Technologies, Relational Databases, NoSQL Databases', 'Software Development, Frontend Development, Javascript, VueJS, HTML5, CSS, REST APIs, Git, Gitlab, Pivotal Tracker, Jira, Slack, Kubernetes, Bootstrap, Test Driven Development (TDD), UI/UX, Scrum, Kanban boards', 'C++, Linux, 3D vision, Motion planning, Control algorithms, Robotics, Lowlevel software libraries, Hardware control, CUDA, Parallel computation, Multithreading, CAD, 6DOF robot arms, End effectors', 'Java, Spring, Tomcat, Nginx, Elastic Search, RESTful, AWS, EC2, SQS, S3, Lambdas, DynamoDB, RDS, Cloudformation, Terraform, Jenkins, Gitlab CICD, Docker, Linux, Git, SQL, NoSQL, Cloud Computing, Microservices, Distributed Systems, Big Data, Data Analytics, Machine Learning, Artificial Intelligence', 'C#, ASP.Net MVC, React/Redux, SQL Server, TSQL, SSRS/Tableau/Power BI, DevOps, Azure, Mobile (Xamarin), Web Services, Objectoriented programming, DevOps, Agile development', 'Software engineering, Data structures, Algorithms, Computer architecture, Operating systems, Databases, C, C++, C#, Java, Linux/Unix, Unit testing, Test case planning, Requirements analysis, Design reviews, Documentation, Prototyping, Project management, Cost estimation, Scheduling, Manufacturing, Supply chain management, Communication, Teamwork, Problem solving, Critical thinking, Analytical skills', 'Linux, OpenStack, Kubernetes, Ceph, Python, Go, C, C++, Docker, LXC, LXD, OVS, OVN, Core networking, Virtualization, KVM, Containerization, Bare metal, Storage, Linux filesystems, Networking, Git, GDB, Ubuntu, Debian packaging, Postgresql, Mongo, QEMU, Distributed systems', 'Python, Golang, Linux, OpenStack, Kubernetes, DevOps, Cloud computing, Networking, Containers, Monitoring, Alerting, Infrastructure, Agile development, Software engineering, Design, Testing, Collaboration, Ubuntu', 'C#, .Net, SQL, Angular UI, MySQL, MSSQL Server, SOX 404, FDA 21CFR Part 11 Validated Systems, MES, ERP', 'Software Design, Software Architecture, Software Development, Software Requirements, UML, SysML, AUTOSAR, POSIX, CAN, Ethernet, TCP/UDP, C, C++', 'C#, C++, Unity, Unreal, Game Engines, Software Development, Simulation, Gaming, Virtual Reality, Lead Role, Technical Teams, Project Delivery, Planning, Designing, Testing, Implementation, Software Solutions, Customer Requirements, Design Constraints, Technical Innovations, Code Development, Team Performance, Customer Satisfaction, Continuous Learning, New Concepts, Computer Science', 'AWS, SaaS, Automotive mobile data, Automotive analytics, Microsoft, Full Stack, ASP.NET, Entity Framework, RabbitMQ, Angular, Vue.js, React, HTML, JavaScript, CSS, .NET WebAPI, RESTful APIs, C#, Async technologies, Lambda, EC2, S3, DynamoDB, API Gateway, CloudWatch, Microservices, Terraform, CI/CD Pipeline, SOAP services integration, Serviceoriented architecture (SOA), Web Service Development, MS SQL Server, Agile scrum methodology, Communication skills, Project management skills, Collaboration skills, Mentorship skills', 'Ember.js, .NET, Swift, Kotlin, AWS, JavaScript, SQL, Databases, SPAs, iOS, Android', 'Software Development, Data Science, Cognitive AI, Technical Stacks, Stakeholder Management, Machine Learning, Natural Language Processing, Data Analytics, Python, Java, Groovy, AWS, GPT, Generative Pretrained Transformer', 'Software Engineering, Fraud Detection, Risk Management, Java, Python, JavaScript, R, SQL, NoSQL, AWS, GCP, Azure, Machine Learning, Data Mining, Data Analytics, Agile, Scrum, Kanban, Jira, Confluence, GitHub, Slack, Zoom', 'Web Development, Frontend Development, Backend Development, Agile, Git, Angular, React, JavaScript, TypeScript, HTML, CSS, NodeJS, NestJS, Express, REST API, Document Database, Relational Database, Unit Testing, Endtoend Testing, DevSecOps, Deployment Tools, Docker, Kubernetes, Linux, UI/UX Design, Python, Top Secret Clearance', 'Scala, Java, Kotlin, Relational databases, Caching technologies, Message brokers, Akka technologies, NoSQL databases, Kubernetes, Kustomization, Terraform, Infrastructure tools, JVM resource management', 'SAP, Salesforce, Cloud Computing, Software Architecture, System Integration, RESTful APIs, Microservices Architecture, SQL, NoSQL, Performance Optimization, Security, Data Privacy, Reliability, Software Design, Software Development Lifecycle, Full Stack Development, MS Office, MS SharePoint, C#, .NET Core, .NET 5/6, Stakeholder Collaboration, Project Management, Leadership, Mentoring', 'Javascript, Typescript, AngularJS, React, HTML5, CSS3, Lit, Progressive Web Apps, Hybrid Apps, Agile Scrum, Unit Testing, Integration Testing, Code Reviews, Source Control, Continuous Integration, Continuous Delivery, REST APIs, GraphQL APIs, Unit Testing Frameworks, AWS, FHIR, HL7, Node.js, Web Components, Micro Frontends, Service Oriented Architecture, Microservices, WCAG Standards, iOS, Android, React Native', 'C#, .NET, JavaScript, SQL, ObjectOriented Design, Solid Practices, .NET Core, XHTML, CSS', 'Software Design, Software Development, Software Implementation, Software Maintenance, Product Design, Product Development, Information Security, Data Security, ProofofConcept, Software Architecture, Technical Mentorship', 'C#, .Net, SQL, Entity Framework, MedTech, Software Engineering, Software Development, CI/CD, Microservices, AI', 'Software Architecture, Agile Development, Network Engineering, DevOps, Linux Administration, ObjectOriented Programming, Automation, Git, FullStack Development, Telecommunications, Network Management, Juniper Contrail, Ciena Blue Planet, Nokia NSP, Cisco NSO, OpenDaylight, ONOS, DPDK, vSwitch, SPLUNK, Netflow, Nagios, Cacti, PRTG, RANCID, Blue Planet ROA, Analytics, MCP+, Juniper, Cisco, Arista, Ciena, MRV, Nokia, Netcracker, OSPI, IQGeo', 'Software architecture, System specifications, System requirements, Software component interfaces, Process sequences, Timing behaviours, Software testing, Requirements mapping, Distributed ecus, Software engineering, Embedded software development, C/C++, MBD processes, AUTOSAR concepts, MATLAB/Simulink, Communication protocols, CAN, LIN, Ethernet, I2C, SPI, RTOS, Software task timing, UML, Modelling methods, Organizational skills, Leadership skills, Communication skills, Presentation skills', 'Software Engineering, Frontend Web Development, React, Ember, Angular, TypeScript, Elm, Web Components, Continuous Deployment Pipeline, Unit Testing, Integration Testing, Acceptance Testing, JavaScript, HIPAA Security and Privacy Rules, ObjectOriented Analysis and Design Patterns, Multitasking, Prioritization, DetailOrientedness', 'Agile, Angular, Authentication, Backend, Caching, Code Review, Data Storage, Debugging, Frontend, HIPAA, HL7, ICD10, Integration, Leadership, NoSQL, Node, OAuth, Object Oriented Programming, Performance Monitoring, Problem Solving, Project Management, React, Redux, Refactoring, RESTful APIs, SAML, Scalability, Scrum, Security, Software Development, SQL, Waterfall', 'C#, C++, Visual Studio, .net, GUI development, Version control, Application software design, Application software test, Real time software design, Production of design records, Maintenance of design records, Fault diagnosis, Technical support, Continuous improvement program', 'C++, C#, Java, Python, Objectoriented design (OOD), Objectoriented analysis (OOA), Agile methodology, PLC programming, Drives programming, Test driven development, Test automation, Build and configuration management, Industrial automation', 'Cloud computing, AWS, RESTFul, GraphQL, RDBMS, KeyValue Stores, SearchIndex, Object Storage, Unit testing, Integration testing, Endtoend testing, DevSecOps, Continuous integration, Continuous delivery, CRM, ERP, IT Service Management, Data Warehouse, Data Lake, Data Engineering, React, iOS, Android, Crossplatform frameworks, JavaScript', 'Python, Go, React, AWS, CloudWatch, New Relic, Grafana, Prometheus, Kibana, Apache Spark, Databricks, Kafka, Elasticsearch, LDAP, MS AD, Okta, Auth0, Cybersecurity, MS 365 data, Email/SMTP, Data Loss Protection (DLP), Cloud Access Security Broker (CASB), DevOps, Continuous integration, Continuous deployment, Infrastructure as code', 'Cloud Computing, AWS, GCP, Software Architecture, SOA, Microservices, Monolithic Architecture, Kernel, NodeJS, Golang, Typescript, React, SQL, MySQL, PostgreSQL, NoSQL, Redis, Memcached, Gitlab, Kubernetes, Docker', 'Software Development, Full Stack Development, JavaScript, TypeScript, JSON, React, Node.js, AngularJS, Material UI, Next.js, D3, UI/UX Design, Python, Shell Scripting, HTTP/HTTPS, TCP/IP, REST APIs, Websockets, CAN, I2C, SPI, RS232, RS485, JSON, XML, Git, Cloud Computing, Linux, Windows', 'Software engineering, System scaling, Cloudbased architecture, Microservices, Kubernetes, Go, Domaindriven design, Eventdriven design, Containerization, Google Cloud Platform, Messaging queues, Message brokers, PostgreSQL, Linux, Unit testing, Code reviews, Troubleshooting, Incident management, Problemsolving, Communication, Collaboration, Independent work, Team work, Experience in financial industry, DTCC integration, Remote work, Startup experience, DevOps', 'Software Testing, Avionics, Embedded Systems, C Programming, Microprocessors, VxWorks, MPEG2, h.264, Requirements Management, DOORs, Source Control Management, GIT, GitLab, GitHub, IDEs, Unit Testing, Code Reviews, Microsoft Office (Excel Word PowerPoint Project Visio), Cybersecurity, Secure Boot, Trusted Boot', 'Web Testing, Mobile Testing, Agile Development, Scrum, Selenium, Jira, API Testing, Quality Assurance, User Experience, User Interface, Design Concepts, Technical Documentation, Browser Tools, Enterprise QA Frameworks, Standups, Sprint Planning, Sprint Retrospective', 'C++, Unreal Engine, Games Development, Leadership, Console Games, Mobile Games, Low Level Optimisation, Shader Programming, Physics, Mathematics, Managing Teams, Technical Leadership, Mentoring, Source Control, Asset Pipelines, Issue Tracking, QA, Localisation, C#, Unity', 'System engineering, System of systems, System Architect, Software engineering, System analysis, System Architect, Software Failure Modes and Effects Analysis (FMEA), Product Marketing, Development, Testing, Vmodel, Requirements analysis, Functional analysis, Functional requirements, Nonfunctional requirements, Component analysis, Systems modeling, ModelBased Systems Engineering (MBSE), SysML, IEC 62304, Software development, Cloud computing, Networking, Security, CISSP, CISA, IT engineering, Network engineering, Medical device software', 'Linux, Operating Systems, Kernel, Device Firmware, Secure Embedded Linux, ARM, RISCV, X86, Boot Mechanisms, Bootloaders, Storage Partition Layout, Device Trees, Services, RESTful APIs, Golang, C/C++, Shell, Debian, Ubuntu, Systemd, Udev, Initrd, Graphics, TPM, FDE, LUKS, HSM, API Design, REST, gRPC, Raspberry Pi', 'Python, React, Scalability, Low latency infrastructure, Green field projects, Computer Science fundamentals, Personal projects, Hackathons', 'Linux, Virtualization, Docker, Ceph, OpenStack, Kubernetes, Python, Go, C, C++, KVM, LXC, LXD, OVS, OVN, Core networking, Programming, Troubleshooting, Software engineering, Git, Bash, Distributed systems, Ubuntu, Postgresql, Mongo, Debian packaging, QEMU', 'Embedded systems, Firmware development, Cloud applications, IOT solutions, Wireless networking, Custom hardware, Embedded Linux, BLE (Bluetooth Low Energy), Mesh technologies, Federal and state regulations, ARM, STM, NRF platforms, C, C++, Python, Java, Data analysis', 'Software Quality Assurance, Microsoft Windows, Agile Development, Test Plans, Functional Testing, Regression Testing, System Integration Testing, MSSQL, Relational Databases, Bug Tracking, Test Case Management, Jira, OnTime, Test Automation, RESTful Services, Microsoft Team Foundation Server (TFS), Visual Studio', 'Backend engineering, Fullstack engineering, Infrastructure engineering, Platform engineering, Site reliability engineering, Engineering management, Data engineering, Machine learning engineering, Principal software engineering', 'Software Development, Planning, Requirements Gathering, Deployment, Software Maintenance, Software Testing, Unit Testing, Agile Development, REST, SOAP, XML, JSON, Javascript, Python, ERP, Pipelines, Mulesoft, Workato, Zapier, Quickbase, Snaplogic', 'Software Design, C#, Communication Skills, Interpersonal Skills, Customer Focus, Teamwork, Multisite Collaboration, Multicountry Collaboration, Learning and Development, Continuous Learning, Latest Technologies, Computer Engineering, Computer Science, Electrical Engineering, Diversity & Inclusion, Disability Confident Program, Competitive Salary, Bonus Scheme, Annual Leave, Holiday Buy & Sell Program, Pension Scheme, Employee Share Ownership Program, Health & Wellbeing Support, Gym Flex, Open Talent Market, Global Mobility, Mentorship, Learning Portal, Digital Transformation, Energy Management, Automation, IoT, R&D', 'C++, Linux, Unix, Data Structures, Multithreading, Problem Solving, C++11, C++14, OS Concepts, Database', 'C++, Linux, Virtual Functions, Type casting, Pointers, Multithreading, STL, Memory Allocation, Design patterns, System Design Thinking, CAN basics, J1939, UDS, Visual Studio, CMake, Conan, Git, GDB, Agile development process, Test Automation, CI/CD', 'C++, Python, Bash, SQL, Java, Perl, Linux, System Performance, Network Communication, Risk Management, Performance Tracking, Data Analysis, System Programming, Network Programming, Software Design, Debugging, Troubleshooting, Problem Solving, Latency Optimization', 'ReactJS, NodeJS, TypeScript, JavaScript, Git, Jira, AWS, Docker, Kubernetes, OAuth2, OpenID Connect, Identity and Access Management, Security, Privacy, Consent Management, Fraud Detection, Abuse Prevention, Data Science, Product Management, Agile Development, Scrum, Kanban, User Experience Design, User Interface Design', 'C/C++, Java, JavaScript, Python, PHP, Perl, UNIX shell scripting, Linux, SQL, Oracle, CUDA, OpenCL, TS/SCI clearance', 'Linux virtualisation, Libvirt/KVM, Containers, Kubernetes, TCP/IP networking, PostgreSQL, Corosync/Pacemaker, MongoDB, MySQL, Apache, OpenStack development, Kubernetes, Ceph, LXD, Snaps, MAAS, Juju, Ubuntu, Datacenter technologies, Cloudnative development', 'JavaScript, Node.js, React, TypeScript, CSS, HTML, PowerBI, Cosmos DB, REST APIs, Microservices, Agile methodologies, Continuous integration, Continuous delivery, Version control systems, Software development lifecycle, Technical leadership, Mentoring, Cloud native software, Architectural decisions, Performance optimization, Nonfunctional requirements, Observability, Scalability, Documentation, Code reviews, Problemsolving, Communication, Collaboration', 'Software Development, DevOps, Continuous Integration, Continuous Delivery, Continuous Security, Agile Software Development, Agile Software Delivery, Unit Testing, Integration Testing, Cloud Solutions, Azure, C#, DOTNET, React, ASP.NET Core, Entity Framework Core, TypeScript', 'Figma, FigJam, WebAssembly, React, Typescript, GraphQL, Livegraph, C++, Python, Java, ObjectiveC, Go, Rust, UX, UI, REST APIs', '.NET Core, ASP.NET Core, C#, Azure cloud services, Docker, Kubernetes (AKS), Microservices, API Gateway, Service Mesh (Istio LinkerD Kuma), Networking concepts and protocols, SQL Server, Oracle, Redis, NoSQL document database (MongoDB Cosmos DB Raven DB), Messaging (Kafka)', 'Leadership, Software Engineering, Coaching, Technical Capabilities, Project Management, Project Lifecycles, Process Improvement, KPI Alignment, Agile Development, Software Quality Assurance, Embedded Systems, Software Testing, Product Development, Software Architecture, Documentation, Communication, Budgeting, Risk Management, Vendor Management, Stakeholder Management, Negotiation, Security Clearance', 'Salesforce, Field Service Lightning (FSL), Territory Management, Route Optimization, Health Cloud, Apex, SOAP/REST Integration Services, Lightning Web Components (LWC), Salesforce Integrations (API), Batch Processing, Bulk API, Cloud, On Prem SalesForce, API Integrations, Lightning Framework, VS Code, Git, GitHub, Gitlab, Salesforce DX, Salesforce CLI, UML, Unit Testing, Agile, System Architect, Source Control, Static Code Analysis, Security Reports', 'Java, Spring Framework, Spring Boot, Microservices, AWS, Kafka, Docker, JSP, Hibernate, Web Services, Maven, Unit Testing, JUnit, MySQL, Oracle, Jenkins, Sonar, Data engineering, Data architecture, Middleware frameworks, Kafka connect frameworks, Data infrastructure, Data integrations, Data warehouse, Snowflake, Redshift, Database design, PostgresDB, DB2, Business requirements, Micro services APIs, AWSâ€“AppFlow engine, Airflow, ETL integrations, Data extraction, Data transforming, Data loading, Kafka streaming, Data quality, Data validation, BI solutions, Kubernetes, CI/CD, Gitops, Enterprise Development, Event driven framework, SSO, Testing, Documentation, Monitoring, REST API services, Kafka Development, Confluent, Vector, Kubernetes, APIGEE API products', 'Web development, Mobile development, Angular, React Native, ASP.NET, ASP.NET MVC, C#, SQL, Stored procedures, HTML, Relational database design, Structured methodology, Software development lifecycle, Programming, Database integration, Browsers, Web compatibility, Web page design, Web technologies, Source code control, Version control, Objectoriented development, Unit tests, Dependency injection, Web server technology, Web security, Web statistics, Problem solving, Team work, Communication, Business requirements, Web design, Complex analysis, Programming, Program structures', 'Customer service, IT support, Communication, System learning, Numerical analysis, Problem solving, Selfmotivation, Initiative, Cando attitude, Solution finding, Microsoft SQL, Microsoft Server platforms, Windows operating systems, Excel, Accounting software, Construction industry', 'JavaScript, TypeScript, HTML5, CSS3, React.js, Express, SpringBoot, AWS, GCP, Azure, Docker, Kubernetes, CI/CD, SQL, CloudWatch, DataDog, New Relic, Testing methodologies, WCAG 2.0 accessibility, HIPAA, PII protections, Soft realtime requirements, Design thinking', 'Software Engineering, React, Go, Kubernetes, GCP, Agile, SaaS, Cybersecurity']\n",
            "198 \n",
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'Git', 'FullStack', 'Development', 'Telecommunications', 'Network', 'Management', 'Juniper', 'Contrail', 'Ciena', 'Blue', 'Planet', 'Nokia', 'NSP', 'Cisco', 'NSO', 'OpenDaylight', 'ONOS', 'DPDK', 'vSwitch', 'SPLUNK', 'Netflow', 'Nagios', 'Cacti', 'PRTG', 'RANCID', 'Blue', 'Planet', 'ROA', 'Analytics', 'MCP+', 'Juniper', 'Cisco', 'Arista', 'Ciena', 'MRV', 'Nokia', 'Netcracker', 'OSPI', 'IQGeo'], ['Software', 'development', 'Leadership', 'HTML', 'CSS', 'Javascript', 'Typescript', 'Java', 'NoSQL', 'Relational', 'databases', 'Cloud', 'computing', 'CI/CD', 'Unit', 'testing', 'Functional', 'testing', 'Destructive', 'testing', 'Performance', 'testing', 'Debugging', 'Root', 'cause', 'analysis', 'Version', 'control', 'High', 'availability', 'Disaster', 'recovery', 'Performance', 'optimization', 'Efficiency', 'Security', 'Technical', 'roadmaps', 'Work', 'estimation', 'Refactoring', 'Modernization'], ['C/C++', 'Rust', 'Go', 'Lua', 'Nginx', 'Python', 'Typescript', 'JavaScript', 'ReactJS', 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'Ruby', 'Node.js', 'Java', 'Python'], ['DevOps', 'Data', 'management', 'Scalable', 'solutions', 'Automation', 'testing', 'Data', 'analysis', 'Reporting', 'Release', 'capabilities', 'Security', 'best', 'practices', 'Version', 'management', 'Collaboration', 'platforms', 'Guidance', 'documents', 'Agile', 'methodologies', 'Scrum', 'methodologies', 'Software', 'tracking', 'tools', 'IT', 'project', 'management', 'tools', 'Atlassian', 'products', '.NET', 'NodeJS', 'HTML', 'Javascript', 'Python', 'SQL', 'Azure', 'DevOps', 'XML', 'development', 'XSL(T)', 'Business', 'analysis', 'Process', 'analysis'], ['Machine', 'Learning', 'Artificial', 'Intelligence', 'Go', 'Typescript', 'Microservices', 'Architecture', 'Backend', 'Development', 'Frontend', 'Development', 'RESTful', 'APIs', 'Cloud', 'Computing', 'DevOps', 'Git', 'Docker', 'Kubernetes', 'Continuous', 'Integration/Continuous', 'Delivery', '(CI/CD)', 'Software', 'Design', 'Software', 'Architecture', 'System', 'Design', 'Unit', 'Testing', 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'testing', 'Software', 'integration', 'Software', 'validation', 'Embedded', 'systems', 'Software', 'development', 'Electronics', 'engineering', 'Computer', 'engineering'], ['Software', 'Development', 'Embedded', 'Software', 'Security', 'Automated', 'Tests', 'ObjectOriented', 'Programming', 'C++', 'Python', 'Continuous', 'Integration', 'Git', 'Jenkins', 'Unit', 'Testing', 'Agile', 'Development', 'Industrial', 'Protocols', 'Common', 'Industrial', 'Protocol', '(CIP)', 'IEC', '61508', 'IEC', '62443'], ['Backend', 'Development', 'Software', 'Development', 'FullStack', 'Development', 'Ruby', 'Ruby', 'on', 'Rails', 'PostgreSQL', 'TypeORM', 'MikroORM', 'RESTful', 'APIs', 'Software', 'Development', 'Life', 'Cycle', 'TestDriven', 'Development', 'Problem', 'Solving', 'Communication', 'Collaboration', 'Team', 'Player', 'Leadership', 'FinTech', 'Infrastructure'], ['Software', 'engineering', 'Linux', 'Windows', 'Code', 'reviews', 'Software', 'development', 'standards', 'Data', 'modeling', 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'Pants', 'CircleCI', 'Celery', 'Datadog', 'Honeycomb', 'GitHub'], ['ASP.net', 'Java', 'Script', 'React', 'CAD', '3D', 'visualisation', 'Desktop', 'applications', 'Web', 'applications', 'Agile', 'software', 'development', 'Software', 'requirements', 'Project', 'timelines', 'Customer', 'support', 'Sales', 'Marketing', 'Continuous', 'improvements'], ['Cloud', 'AI', 'Machine', 'Learning', 'IoT', '5G', 'Quantum', 'Computing', 'RPA', 'BluePrism', 'Automation', 'Anywhere', 'UiPath', 'WorkFusion', 'SQL'], ['Embedded', 'Software', 'Engineering', 'Realtime', 'Software', 'Development', 'DO178', 'Aerospace', 'Standard', 'Software', 'Requirements', 'Analysis', 'and', 'Definition', 'C', 'Programming', 'Microprocessorbased', 'Embedded', 'Hardware', 'Platforms', 'Project', 'Management', 'Product', 'Design', 'and', 'Development', 'Engineering', 'Principles', 'Scientific', 'Analysis', 'Mathematical', 'Modeling', 'Test', 'Planning', 'and', 'Execution', 'Technical', 'Documentation', 'Data', 'Analysis', 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'Management', 'DevOps', 'Serverless', 'architecture', 'Cloud', 'automation'], ['Java', 'Software', 'Development', 'Software', 'Engineering', 'Battlefield', 'Command', 'and', 'Control', 'Geospatial', 'Data', 'Management', 'Exploitation', 'Visualization', 'Analysis', 'AWS', 'Docker', 'Kubernetes', 'Agile', 'Methodologies', 'Design', 'Documentation', 'Ticketing', 'Systems', 'Version', 'Control', 'Formal', 'Software', 'Engineering', 'Principles'], ['Software', 'Development', 'Firmware', 'Linux', 'Ubuntu', 'Yocto', 'C', 'Embedded', 'Systems', 'Software', 'Testing', 'Software', 'Verification', 'Software', 'Documentation', 'Cellular', 'Medical', 'Automotive', 'Cybersecurity', 'Ethernet', 'Version', 'Control', 'Git', 'Jira', 'SafetyFocused', 'QMS', 'Wireless', 'Protocols', 'WiFi', 'BLE', 'Lora', 'Serial', 'USB', 'I2C', 'SPI', 'CAN', 'Static', 'Code', 'Analyzer', 'FreeRTOS', 'ThreadX', 'Wind', 'River', 'LabVIEW', 'Visual', 'Studio', 'C#', 'Keil', 'MDK', 'TI', 'Code', 'Composer', 'MPLAB', 'Eclipse', 'Visual', 'Studio', 'Agile', 'Software', 'Development'], ['.NET', 'C#', 'Software', 'Life', 'Cycle', 'IEC', '62304', 'ObjectOriented', 'Design', 'Revision', 'Control', 'Systems', 'Azure', 'DevOps', 'Git', 'Continuous', 'Integration'], ['Kotlin', 'Node.js', 'Typescript', 'Serverless', 'frameworks', 'AWS', 'services', 'AWS', 'certifications', 'API', 'gateways', 'SLAs', 'Monitoring', 'APIs', 'Automated', 'tests', 'Cloud', 'networking', 'CIDR', 'Routing', 'Problem', 'solving', 'Communication', 'Computer', 'Science', 'Go', 'Jest', 'Pytest', 'Cypress', 'Product', 'design', 'Crossplatform', 'constraints', 'Web'], ['Software', 'Engineering', 'RF', 'Engineering', 'DSP', 'Engineering', 'RFML', 'Engineering', 'Haskell', 'Scala', 'F#', 'OCaml', 'Rust', 'MATLAB', 'C', 'Linux', 'Nix/NixOS', 'FPGA', 'Verilog', 'VHDL', 'OpenGL', 'DirectX', 'Vulkan'], ['C++', 'Linux', '3D', 'vision', 'Motion', 'planning', 'Control', 'algorithms', 'Robotics', 'Lowlevel', 'software', 'libraries', 'Hardware', 'control', 'CUDA', 'Parallel', 'computation', 'Multithreading', 'CAD', '6DOF', 'robot', 'arms', 'End', 'effectors'], ['React', 'React', 'Router', 'Redux', 'MaterialUI', 'Jest', 'Webpack', 'Java', 'Spring', 'Spring', 'Batch', 'Spring', 'Boot', 'Git', 'Maven', 'Jenkins', 'CI/CD', 'SQL', 'Server', 'PostgreSQL', 'GraphQL', 'Agile', 'Microservices', 'API', 'design', 'Unit', 'testing', 'Documentation', 'Communication', 'Teamwork', 'Problemsolving', 'Analytical'], ['Software', 'Development', 'Testing', 'Postman', 'RestAssured', 'Automation', 'Framework', 'Java', 'OOP', 'Selenium', 'Cucumber', 'Jmeter', 'LoadRunner', 'XPath', 'DataDriven', 'Testing'], ['Software', 'Integration', 'Video', 'Systems', 'Troubleshooting', 'Verification', 'Vendor', 'Hardware', 'Vendor', 'Software', 'Python', 'Firmware', 'C', 'NodeJS', 'HTML5', 'JavaScript', 'Robot', 'Framework', 'Jira', 'Xray', 'PyQT', 'Kivy', 'Tkinter', 'HTML', 'AWS', 'Lambda', 'DevOps', 'CI/CD', 'Jira', 'Bitbucket', 'React', 'Native', 'Electron', 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'Technical', 'communication', 'KVM', 'LXC', 'PXE', 'DHCP', 'TFTP', 'DNS', 'NTP', 'Baseboard', 'Management', 'Controllers', 'Redfish', 'IPMI', 'AMT', 'Launchpad', 'Debian', 'packaging', 'tools', 'APT', 'dpkg', 'snapcraft'], ['Java', 'JavaScript', 'Spring', 'Boot', 'Hibernate', 'AWS', '(S3', 'IAM', 'SQS)', 'React.js', 'Redux', 'TypeScript', 'Next.JS', 'Docker', 'Kubernetes', 'Statistical', 'background', 'Machine', 'Learning', '(ML)', 'HL7', 'FHIR', 'Optimization', 'techniques', 'Agile', 'Scrum', 'Unit', 'testing', 'Integration', 'testing', 'Endtoend', 'testing', 'Asynchronous', 'programming', 'Closures', 'ES6'], ['Software', 'development', 'Software', 'design', 'Software', 'architecture', 'Enterprisegrade', 'software', 'solutions', 'Java', 'JEE', 'Spring', 'boot', 'Micro', 'services', 'Application', 'security', 'Information', 'security', 'principles', 'Web', 'app', 'security', 'OWASP', 'PCI', 'DSS', 'Compliance', 'Cryptographic', 'Security', 'Cryptographic', 'operations', 'Hardware', 'Security', 'Modules', '(HSMs)', 'Linux', 'Shell', 'scripting', 'CI/CD', 'tooling', 'PCI', 'GLBA', 'SOX', 'Agile', 'processes', 'Testdriven', 'development'], ['AWS', 'SaaS', 'Automotive', 'mobile', 'data', 'Automotive', 'analytics', 'Microsoft', 'Full', 'Stack', 'ASP.NET', 'Entity', 'Framework', 'RabbitMQ', 'Angular', 'Vue.js', 'React', 'HTML', 'JavaScript', 'CSS', '.NET', 'WebAPI', 'RESTful', 'APIs', 'C#', 'Async', 'technologies', 'Lambda', 'EC2', 'S3', 'DynamoDB', 'API', 'Gateway', 'CloudWatch', 'Microservices', 'Terraform', 'CI/CD', 'Pipeline', 'SOAP', 'services', 'integration', 'Serviceoriented', 'architecture', '(SOA)', 'Web', 'Service', 'Development', 'MS', 'SQL', 'Server', 'Agile', 'scrum', 'methodology', 'Communication', 'skills', 'Project', 'management', 'skills', 'Collaboration', 'skills', 'Mentorship', 'skills'], ['Embedded', 'Software', 'Development', 'C++', 'Linux', 'Operating', 'Systems', 'Debian', 'Distribution', 'Unit', 'Testing', 'SDETs/QA', 'Lab', 'Tools', 'Concurrency', 'Jenkins', 'Continuous', 'Integration', 'Make', 'Google', 'Test', 'Python', 'Golang', 'Network', 'Programming', 'TCP', 'UDP', 'Sockets', 'REST', 'Standard', 'Bluetooth', 'BLE', 'Bluetooth', 'WiFi', 'Linux', 'Kernel', 'Development', 'Device', 'Trees', 'Driver', 'Modification', 'Backporting', 'Bootloader', 'Customization', 'Qt', 'Stack', 'Agile', 'Development'], ['System', 'engineering', 'System', 'of', 'systems', 'System', 'Architect', 'Software', 'engineering', 'System', 'analysis', 'System', 'Architect', 'Software', 'Failure', 'Modes', 'and', 'Effects', 'Analysis', '(FMEA)', 'Product', 'Marketing', 'Development', 'Testing', 'Vmodel', 'Requirements', 'analysis', 'Functional', 'analysis', 'Functional', 'requirements', 'Nonfunctional', 'requirements', 'Component', 'analysis', 'Systems', 'modeling', 'ModelBased', 'Systems', 'Engineering', '(MBSE)', 'SysML', 'IEC', '62304', 'Software', 'development', 'Cloud', 'computing', 'Networking', 'Security', 'CISSP', 'CISA', 'IT', 'engineering', 'Network', 'engineering', 'Medical', 'device', 'software'], ['C++', 'Digital', 'Signal', 'Processing', 'Software', 'Development', 'Systems', 'Engineering', 'LabVIEW', 'MATLAB', 'GreenHills', 'MULTI', 'Integrated', 'Development', 'Environment', 'DOORS', 'ClearCase', 'ClearQuest', 'TI', 'DSPs', 'Code', 'Composer', 'Studio', 'Rhapsody'], ['Computer', 'science', 'Electrical', 'engineering', 'Power', 'electronics', 'Software', 'design', 'Power', 'distribution', 'Power', 'conversion', 'UML', 'SysML', 'System', 'development', 'lifecycle', 'Computer', 'networking', 'architectures', 'Microsoft', 'Project', 'MS', 'Office', 'VCRMs', 'Technical', 'requirements'], ['Power', 'Electronics', 'Systems', 'Development', 'Lifecycle', 'Computer', 'Networking', 'Architectures', 'Hardware', 'Software', 'Design', 'Technical', 'Requirements', 'Project', 'Management', 'Microsoft', 'Project', 'MS', 'Office', 'Systems', 'Modeling', 'SysML/UML', 'VCRMs', 'Troubleshooting', 'Power', 'Distribution', 'Data', 'Center', 'Power', 'Conversion', 'Computer', 'Science', 'Electrical', 'Engineering'], ['Software', 'Quality', 'Assurance', 'Automation', 'Engineer', 'RESTful', 'APIs', 'SOAP', 'Web', 'Services', 'Web', 'applications', 'Windows', 'services', 'Automation', 'techniques', 'Data', 'validation', 'Troubleshooting', 'queries', 'Test', 'automation', 'framework', 'Windows', 'operating', 'systems', 'Linux', 'Selenium', 'Junit', 'JMeter', 'Cloud', 'technologies', 'AWS', 'Microservices', 'API', 'testing', 'SDLC', 'process', 'DevOps', 'Accounts', 'Receivable', 'Collections', 'Docker', 'Kubernetes'], ['Agile', 'Development', 'Scrum', 'Avionics', 'Software', 'Development', 'Software', 'Testing', 'Ada', 'C/C++', 'Python', 'DOORS', 'JAMA', 'Atlassian', 'Suite', 'JIRA', 'Confluence', 'DO178B/C', 'Configuration', 'Control', 'Risk', 'Management', 'Requirements', 'Management', 'Leadership', 'Communication', 'Teamwork', 'Time', 'Management', 'Organization'], ['Software', 'Engineering', 'Scrum', 'Master', 'Microsoft', 'Azure', 'Data', 'Factory', 'Data', 'Flow', 'Data', 'Bricks', 'Azure', 'SQL', 'C#', '.NET', 'Azure', 'API', 'Azure', 'DevOps', 'Leadership', 'Agile', 'Methodology', 'Product', 'Management', 'Microsoft', 'Dynamics', 'Javascript'], ['Computer', 'science', 'Computer', 'engineering', 'Software', 'patents', 'Cryptography', 'Blockchain', 'Artificial', 'intelligence', '(AI)', 'Machine', 'learning', '(ML)', 'Enterprise', 'applications', 'Mobile', 'applications', 'Databases', 'Data', 'structures', 'Web', 'services', 'Cloud', 'services', 'Virtualization', 'Operating', 'systems', 'Software', 'user', 'interfaces', 'Open', 'source', '3D', 'graphics', 'Digital', 'design', 'Grid', 'computing', 'Telecommunications', 'Computer', 'networking', 'Network', 'protocols', 'Computer', 'architecture', 'Network', 'security'], ['Core', 'Java', 'JavaScript', 'HTML', 'REST', 'Maven', 'Git', 'IDE', 'SonarQube', 'Adobe', 'Experience', 'Manager', 'Coral', 'UI'], ['NestJS', 'Node.js', 'Typescript', 'JavaScript', 'React', 'AWS', 'Postgres', 'Redshift', 'ORM', 'libraries', 'Data', 'structures', 'HTTP', 'REST', 'JSON', 'API', 'JSON', 'XML', 'DevOps', 'Service', 'Oriented', 'Architecture', 'Diagrams'], ['nan'], ['Senior', 'Software', 'Engineer', 'Fullstack', 'Development', 'Agile', 'Java', 'Python', 'SQL', 'Node.js', 'Go', 'Scala', 'RDBMS', 'NoSQL', 'Docker', 'Kubernetes', 'AWS', 'Cloud', 'Services', 'Open', 'Source', 'Frameworks'], ['Software', 'development', 'Python', 'Agile', 'methodology', 'Linux', 'UnitLevel', 'Test', 'SystemLevel', 'Test', 'HardwareintheLoop', 'Simulator', 'SoftwareintheLoop', 'Simulator', 'Full', 'Lifecycle', 'Software', 'Engineering', 'DO178', 'NPR', '7150', 'CCSDS'], ['Java', 'SOA', 'Web', 'Services', 'Adapters', 'XML', 'XSLT', 'XPath', 'XQuery', 'JavaScript', 'CSS3', 'HTML5', 'Unit', 'Testing', 'Integration', 'Testing', 'MarkLogic', 'RDL', 'Apache', 'Nifi', 'Data', 'Mining', 'Data', 'Extraction', 'OLTP', 'ODS', 'Aggregate', 'Data', 'Stores', 'Networking', 'Protocols', 'TCP/IP', 'HTTP', 'NTP', 'DNS', 'MLLP', 'NDM', 'MultiBusiness', 'Unit', 'Integrations', 'Communication', 'Skills', 'Interpersonal', 'Skills', 'Independent', 'Work', 'Analytical', 'Skills', 'Problem', 'Solving', 'Skills', 'Teamwork', 'EndtoEnd', 'Solutions', 'ObjectOriented', 'Design', 'BDD', 'Rapid', 'Development', 'Tools', 'Functional', 'Design', 'FastPaced', 'Development', 'Robust', 'Development', 'Low', 'Defect', 'Products', 'Design', 'Articulation', 'Testing', 'Skills', 'Validation', 'Skills', 'Simulated', 'Data', 'Initiative', 'Desire', 'to', 'Learn', \"Bachelor's\", 'Degree', 'in', 'Computer', 'Science'], ['React', 'Python', 'Node.js', 'TypeScript', 'AWS', 'SQL', 'Lambda', 'Serverless', 'Computing', 'ObjectOriented', 'Programming', 'Functional', 'Programming', 'Paradigms', 'Algorithms', 'Data', 'Structures', 'TimeSeries', 'Data', 'RemoteTeam', 'Collaboration', 'Communication', 'Data', 'Visualization', 'Data', 'Portal', 'API', 'Development', 'Microservices', 'Documentation', 'Creation', 'Technical', 'Writing', 'Mentoring', 'Recruiting', 'Hiring', 'Cloud', 'Computing', 'Software', 'Development', 'Trends'], ['JavaScript', 'Vue.js', 'Java', 'HTML/CSS', 'TypeScript', 'SQL', 'Node.js', 'AWS', 'Microservices', 'Full', 'Stack', 'Systems', 'Agile', 'practices', 'People', 'management'], ['C++', 'ObjectOriented', 'Programming', 'Agile', 'Methodology', 'SDLC', 'Qt', 'Framework', 'Linear', 'Algebra', '3D', 'Graphics', 'Computational', 'Geometry', 'Design', 'Patterns', 'Software', 'Modeling', 'Software', 'Development', 'Life', 'Cycle', 'Software', 'Engineering', 'Computer', 'Science', 'Data', 'Structures', 'Algorithms', 'Linux', 'Medical', 'Imaging', 'Image', 'Processing', 'Computer', 'Vision', 'ComputerAssisted', 'Surgery', 'Robotics', 'Biomedical', 'Software', 'Development'], ['Software', 'development', 'Software', 'lifecycle', 'Microservices', 'Serverless', 'architecture', 'Cloudbased', 'platforms', '(AWS', 'Azure', 'GCP)', 'Terraform/Cloud', 'Formation', 'RESTful', 'APIs', 'Objectoriented', 'programming', '(C#', 'Java', 'Python)', 'Code', 'reviews', 'Source', 'control', 'management', 'Build', 'processes', 'Testing', 'Operations', 'Communication', 'skills'], ['Data', 'engineering', 'Machine', 'learning', 'Distributed', 'systems', 'Cloud', 'computing', 'Kubernetes', 'Linux', 'Python', 'Java', 'C++', 'Scala', 'Golang', 'NoSQL', 'databases', 'Git', 'Continuous', 'integration/continuous', 'delivery', '(CI/CD)', 'Infrastructure', 'as', 'Code', '(IaC)', 'DevOps', 'Amazon', 'Web', 'Services', '(AWS)', 'Google', 'Cloud', 'Platform', '(GCP)', 'Microsoft', 'Azure'], ['C++', 'CUDA', 'Linux', 'MATLAB', 'Embedded', 'software', 'development', 'Image', 'processing', 'Signal', 'processing', 'System', 'architecture', 'Operating', 'systems', 'Hardware/software', 'interfaces', 'Multithreaded', 'programming', 'GPU', 'development', 'Medical', 'device', 'industry', 'Imaging', 'medical', 'device', 'industry', 'Objectoriented', 'software', 'development'], ['C++', 'C#', 'Python', '.NET', 'UI/UX', 'OOP', 'Software', 'Development', 'Life', 'Cycle', 'Object', 'oriented', 'programming'], ['React', 'Ember', 'Angular', 'Typescript', 'Elm', 'Web', 'Components', 'Continuous', 'Deployment', 'Code', 'Reviews', 'Unit', 'Testing', 'Integration', 'Testing', 'Acceptance', 'Testing', 'Industry', 'Trends', 'HIPAA', 'Code', 'of', 'Conduct', 'JavaScript', 'ObjectOriented', 'Analysis', 'SQL', 'WorkLife', 'Balance', 'TimeOff', 'Policy', 'Flexible', 'Work', 'Schedule', 'Remote', 'Work', '401(k)', 'Matching', 'Adoption', 'Assistance', 'Fertility', 'Treatments'], ['Software', 'Testing', 'API', 'Embedded', 'Systems', 'Debugging', 'Test', 'Setup', 'Software', 'Development', 'Cloud', 'Computing', 'Security', 'Javascript', 'C++', 'Computer', 'Science', 'Design', 'Patterns', 'Databases', 'Storage', 'Services', 'RESTful', 'APIs'], ['Java', 'HTML', 'CSS', 'JavaScript/TypeScript', 'Relational/NoSQL', 'Cloud', 'Computing', 'CI/CD', 'Security', 'Frameworks', 'Unit', 'Testing', 'Functional', 'Testing', 'Destructive', 'Testing', 'Performance', 'Testing', 'Debugging', 'Root', 'Cause', 'Analysis', 'Version', 'Control'], ['Embedded', 'Software', 'Systems', 'Engineering', 'Electronics', 'Hardware', 'Engineering', 'Automotive', 'Functional', 'Safety', 'Cyber', 'Security', 'Project', 'Management', 'Team', 'Leadership', 'Budgeting', 'Resource', 'Planning', 'Recruitment', 'Staff', 'Development', 'Travel'], ['Software', 'Integration', 'Business', 'requirements', 'gathering', 'System', 'analysis', 'Solution', 'design', 'Development', 'MS', 'SQL/TSQL', 'Stored', 'procedures', 'User', 'defined', 'functions', 'Views', 'Tables', 'APIs', 'Middleware', 'ETL', 'EDI', 'Data', 'mapping', 'Testing', 'Quality', 'assurance', 'Monitoring', 'Maintenance', 'Documentation', 'Collaboration', 'Security', 'Compliance', 'Performance', 'optimization', 'Troubleshooting', 'Training', 'Integration', 'technologies', 'ESB', 'Web', 'services', 'REST', 'SOAP', 'JSON', 'XML', 'Boomi', 'Mulesoft', 'Workato', 'JDE', 'EnterpriseOne', 'Smart', 'Factory', 'equipment', 'Problemsolving', 'Analytical', 'skills', 'Communication', 'skills', 'JDE', 'development', 'Cloud', 'Inventory', 'Fast', 'Forms', 'Core', 'JDE', 'development', 'JDE', 'Orchestrator', 'Studio', 'Application', 'Interface', 'Services', 'JDE', 'Business', 'Services'], ['Software', 'Architect', 'Automotive', 'Systems', 'InVehicle', 'User', 'Interfaces', 'Infotainment', 'Systems', 'Connected', 'Services', 'User', 'Experience', 'Design', 'C/C++', 'Java', 'Python', 'Embedded', 'Software', 'Development', 'CANalyzer', 'CANoe', 'Diagnostic', 'Tools', 'CAN/LIN/Ethernet', 'Multimedia', 'Frameworks', 'Communication', 'Protocols', 'Connectivity', 'Technologies', 'ProblemSolving', 'Skills', 'Creativity', 'Collaboration', 'Communication', 'Skills', 'ISO', '26262', 'Cybersecurity'], ['Golang', 'React', 'TypeScript', 'NodeJs', 'GraphQL', 'AWS', 'Software', 'engineering', 'Product', 'management', 'Design', 'Git', 'Agile', 'DevOps', 'Cloud', 'computing', 'Data', 'analysis', 'Communication', 'Teamwork', 'Problemsolving', 'Critical', 'thinking', 'Learning', 'agility', 'Adaptability'], ['Programming', 'languages', 'Software', 'development', 'Software', 'engineering', 'Java', 'C++', 'SQL', 'COTS', 'GOTS', 'Algorithms', 'Data', 'visualization', 'Data', 'management', 'Documentation', 'Software', 'design', 'Testing', 'Debugging'], ['Embedded', 'C/C++', 'Baremetal', 'Bootloader', 'UBoot', 'RTOS', 'FreeRTOS'], ['Software', 'Engineering', 'Product', 'Management', 'ERP', 'CustomerCentric', 'ProblemSolving', 'Programming', 'Languages', 'Autonomous', 'Work', 'Team', 'Leadership', 'Communication', 'Scalability', 'Performance', 'Code', 'Review', 'Flatiron', 'Equity', 'Health', 'and', 'Dental', 'Insurance'], ['Web', 'Development', 'Frontend', 'Development', 'Backend', 'Development', 'Agile', 'Git', 'Angular', 'React', 'JavaScript', 'TypeScript', 'HTML', 'CSS', 'NodeJS', 'NestJS', 'Express', 'REST', 'API', 'Document', 'Database', 'Relational', 'Database', 'Unit', 'Testing', 'Endtoend', 'Testing', 'DevSecOps', 'Deployment', 'Tools', 'Docker', 'Kubernetes', 'Linux', 'UI/UX', 'Design', 'Python', 'Top', 'Secret', 'Clearance'], ['API', 'abstraction', 'layers', 'application', 'software', 'development', 'GCP', 'AWS', 'distributed', 'systems', 'streaming', 'data', 'services', 'cloud', 'native', 'infrastructure', 'serverless', 'architecture', 'microoperations', 'workflow', 'automation', 'Javascript', 'TypeScript', 'MongoDB', 'Python', 'Github', 'Gitlab', 'CI/CD', 'Jira', 'unit', 'testing', 'integration', 'testing', 'regression', 'testing', 'collaborative', 'documentation', 'Kubernetes', 'Docker', 'containerization', 'MAP/TRR', 'media', 'asset', 'management', '(MAM)', 'video', 'supply', 'chain', 'platform', '401(k)', 'plan'], ['Software', 'Development', 'Computer', 'Engineering', 'DoD', 'Acquisition', 'Agile', 'Methodology', 'DoD', 'Cybersecurity', 'SAP', 'Continuous', 'Delivery', 'Operating', 'Systems', 'Software', 'Languages', 'Computer', 'Hardware', 'SCI', 'FPGA', 'Firmware', 'Hardware', 'Layer', 'Development', 'Program', 'and', 'Contract', 'Documentation', 'Contractor', 'Proposals', 'Cybersecurity', 'Considerations', 'System', 'Test', 'Plans', 'Configuration', 'and', 'Control', 'Measures', 'Quality', 'Accreditation', 'Contractor', 'Design', 'Changes', 'System', 'Design', 'Software', 'Interoperability', 'Requirements', 'Test', 'Data', 'Analysis', 'Communication', 'Bus', 'Architectures', 'U.S.', 'Citizenship', 'TopSecret', 'Security', 'Clearance'], ['.NET', 'SQL', 'API', 'Microservices', 'OAUTH', 'JWT', 'CLEAN', 'architecture', 'Microservices', 'Onion', 'architecture', 'Agile', 'Communication', 'Teamwork', 'Decisionmaking', 'Project', 'ownership', 'Task', 'completion', 'Team', 'environment', 'Backend', 'development'], ['Software', 'Engineering', 'C', 'C++', 'Linux', 'Unix', 'Operating', 'Systems', 'Networking', 'Java', 'Python', 'Mobile', 'Technologies', 'DevOps', 'CICD', 'Mentoring', 'Database', 'Technologies', 'Relational', 'Databases', 'NoSQL', 'Databases'], ['Software', 'Development', 'Frontend', 'Development', 'Javascript', 'VueJS', 'HTML5', 'CSS', 'REST', 'APIs', 'Git', 'Gitlab', 'Pivotal', 'Tracker', 'Jira', 'Slack', 'Kubernetes', 'Bootstrap', 'Test', 'Driven', 'Development', '(TDD)', 'UI/UX', 'Scrum', 'Kanban', 'boards'], ['C++', 'Linux', '3D', 'vision', 'Motion', 'planning', 'Control', 'algorithms', 'Robotics', 'Lowlevel', 'software', 'libraries', 'Hardware', 'control', 'CUDA', 'Parallel', 'computation', 'Multithreading', 'CAD', '6DOF', 'robot', 'arms', 'End', 'effectors'], ['Java', 'Spring', 'Tomcat', 'Nginx', 'Elastic', 'Search', 'RESTful', 'AWS', 'EC2', 'SQS', 'S3', 'Lambdas', 'DynamoDB', 'RDS', 'Cloudformation', 'Terraform', 'Jenkins', 'Gitlab', 'CICD', 'Docker', 'Linux', 'Git', 'SQL', 'NoSQL', 'Cloud', 'Computing', 'Microservices', 'Distributed', 'Systems', 'Big', 'Data', 'Data', 'Analytics', 'Machine', 'Learning', 'Artificial', 'Intelligence'], ['C#', 'ASP.Net', 'MVC', 'React/Redux', 'SQL', 'Server', 'TSQL', 'SSRS/Tableau/Power', 'BI', 'DevOps', 'Azure', 'Mobile', '(Xamarin)', 'Web', 'Services', 'Objectoriented', 'programming', 'DevOps', 'Agile', 'development'], ['Software', 'engineering', 'Data', 'structures', 'Algorithms', 'Computer', 'architecture', 'Operating', 'systems', 'Databases', 'C', 'C++', 'C#', 'Java', 'Linux/Unix', 'Unit', 'testing', 'Test', 'case', 'planning', 'Requirements', 'analysis', 'Design', 'reviews', 'Documentation', 'Prototyping', 'Project', 'management', 'Cost', 'estimation', 'Scheduling', 'Manufacturing', 'Supply', 'chain', 'management', 'Communication', 'Teamwork', 'Problem', 'solving', 'Critical', 'thinking', 'Analytical', 'skills'], ['Linux', 'OpenStack', 'Kubernetes', 'Ceph', 'Python', 'Go', 'C', 'C++', 'Docker', 'LXC', 'LXD', 'OVS', 'OVN', 'Core', 'networking', 'Virtualization', 'KVM', 'Containerization', 'Bare', 'metal', 'Storage', 'Linux', 'filesystems', 'Networking', 'Git', 'GDB', 'Ubuntu', 'Debian', 'packaging', 'Postgresql', 'Mongo', 'QEMU', 'Distributed', 'systems'], ['Python', 'Golang', 'Linux', 'OpenStack', 'Kubernetes', 'DevOps', 'Cloud', 'computing', 'Networking', 'Containers', 'Monitoring', 'Alerting', 'Infrastructure', 'Agile', 'development', 'Software', 'engineering', 'Design', 'Testing', 'Collaboration', 'Ubuntu'], ['C#', '.Net', 'SQL', 'Angular', 'UI', 'MySQL', 'MSSQL', 'Server', 'SOX', '404', 'FDA', '21CFR', 'Part', '11', 'Validated', 'Systems', 'MES', 'ERP'], ['Software', 'Design', 'Software', 'Architecture', 'Software', 'Development', 'Software', 'Requirements', 'UML', 'SysML', 'AUTOSAR', 'POSIX', 'CAN', 'Ethernet', 'TCP/UDP', 'C', 'C++'], ['C#', 'C++', 'Unity', 'Unreal', 'Game', 'Engines', 'Software', 'Development', 'Simulation', 'Gaming', 'Virtual', 'Reality', 'Lead', 'Role', 'Technical', 'Teams', 'Project', 'Delivery', 'Planning', 'Designing', 'Testing', 'Implementation', 'Software', 'Solutions', 'Customer', 'Requirements', 'Design', 'Constraints', 'Technical', 'Innovations', 'Code', 'Development', 'Team', 'Performance', 'Customer', 'Satisfaction', 'Continuous', 'Learning', 'New', 'Concepts', 'Computer', 'Science'], ['AWS', 'SaaS', 'Automotive', 'mobile', 'data', 'Automotive', 'analytics', 'Microsoft', 'Full', 'Stack', 'ASP.NET', 'Entity', 'Framework', 'RabbitMQ', 'Angular', 'Vue.js', 'React', 'HTML', 'JavaScript', 'CSS', '.NET', 'WebAPI', 'RESTful', 'APIs', 'C#', 'Async', 'technologies', 'Lambda', 'EC2', 'S3', 'DynamoDB', 'API', 'Gateway', 'CloudWatch', 'Microservices', 'Terraform', 'CI/CD', 'Pipeline', 'SOAP', 'services', 'integration', 'Serviceoriented', 'architecture', '(SOA)', 'Web', 'Service', 'Development', 'MS', 'SQL', 'Server', 'Agile', 'scrum', 'methodology', 'Communication', 'skills', 'Project', 'management', 'skills', 'Collaboration', 'skills', 'Mentorship', 'skills'], ['Ember.js', '.NET', 'Swift', 'Kotlin', 'AWS', 'JavaScript', 'SQL', 'Databases', 'SPAs', 'iOS', 'Android'], ['Software', 'Development', 'Data', 'Science', 'Cognitive', 'AI', 'Technical', 'Stacks', 'Stakeholder', 'Management', 'Machine', 'Learning', 'Natural', 'Language', 'Processing', 'Data', 'Analytics', 'Python', 'Java', 'Groovy', 'AWS', 'GPT', 'Generative', 'Pretrained', 'Transformer'], ['Software', 'Engineering', 'Fraud', 'Detection', 'Risk', 'Management', 'Java', 'Python', 'JavaScript', 'R', 'SQL', 'NoSQL', 'AWS', 'GCP', 'Azure', 'Machine', 'Learning', 'Data', 'Mining', 'Data', 'Analytics', 'Agile', 'Scrum', 'Kanban', 'Jira', 'Confluence', 'GitHub', 'Slack', 'Zoom'], ['Web', 'Development', 'Frontend', 'Development', 'Backend', 'Development', 'Agile', 'Git', 'Angular', 'React', 'JavaScript', 'TypeScript', 'HTML', 'CSS', 'NodeJS', 'NestJS', 'Express', 'REST', 'API', 'Document', 'Database', 'Relational', 'Database', 'Unit', 'Testing', 'Endtoend', 'Testing', 'DevSecOps', 'Deployment', 'Tools', 'Docker', 'Kubernetes', 'Linux', 'UI/UX', 'Design', 'Python', 'Top', 'Secret', 'Clearance'], ['Scala', 'Java', 'Kotlin', 'Relational', 'databases', 'Caching', 'technologies', 'Message', 'brokers', 'Akka', 'technologies', 'NoSQL', 'databases', 'Kubernetes', 'Kustomization', 'Terraform', 'Infrastructure', 'tools', 'JVM', 'resource', 'management'], ['SAP', 'Salesforce', 'Cloud', 'Computing', 'Software', 'Architecture', 'System', 'Integration', 'RESTful', 'APIs', 'Microservices', 'Architecture', 'SQL', 'NoSQL', 'Performance', 'Optimization', 'Security', 'Data', 'Privacy', 'Reliability', 'Software', 'Design', 'Software', 'Development', 'Lifecycle', 'Full', 'Stack', 'Development', 'MS', 'Office', 'MS', 'SharePoint', 'C#', '.NET', 'Core', '.NET', '5/6', 'Stakeholder', 'Collaboration', 'Project', 'Management', 'Leadership', 'Mentoring'], ['Javascript', 'Typescript', 'AngularJS', 'React', 'HTML5', 'CSS3', 'Lit', 'Progressive', 'Web', 'Apps', 'Hybrid', 'Apps', 'Agile', 'Scrum', 'Unit', 'Testing', 'Integration', 'Testing', 'Code', 'Reviews', 'Source', 'Control', 'Continuous', 'Integration', 'Continuous', 'Delivery', 'REST', 'APIs', 'GraphQL', 'APIs', 'Unit', 'Testing', 'Frameworks', 'AWS', 'FHIR', 'HL7', 'Node.js', 'Web', 'Components', 'Micro', 'Frontends', 'Service', 'Oriented', 'Architecture', 'Microservices', 'WCAG', 'Standards', 'iOS', 'Android', 'React', 'Native'], ['C#', '.NET', 'JavaScript', 'SQL', 'ObjectOriented', 'Design', 'Solid', 'Practices', '.NET', 'Core', 'XHTML', 'CSS'], ['Software', 'Design', 'Software', 'Development', 'Software', 'Implementation', 'Software', 'Maintenance', 'Product', 'Design', 'Product', 'Development', 'Information', 'Security', 'Data', 'Security', 'ProofofConcept', 'Software', 'Architecture', 'Technical', 'Mentorship'], ['C#', '.Net', 'SQL', 'Entity', 'Framework', 'MedTech', 'Software', 'Engineering', 'Software', 'Development', 'CI/CD', 'Microservices', 'AI'], ['Software', 'Architecture', 'Agile', 'Development', 'Network', 'Engineering', 'DevOps', 'Linux', 'Administration', 'ObjectOriented', 'Programming', 'Automation', 'Git', 'FullStack', 'Development', 'Telecommunications', 'Network', 'Management', 'Juniper', 'Contrail', 'Ciena', 'Blue', 'Planet', 'Nokia', 'NSP', 'Cisco', 'NSO', 'OpenDaylight', 'ONOS', 'DPDK', 'vSwitch', 'SPLUNK', 'Netflow', 'Nagios', 'Cacti', 'PRTG', 'RANCID', 'Blue', 'Planet', 'ROA', 'Analytics', 'MCP+', 'Juniper', 'Cisco', 'Arista', 'Ciena', 'MRV', 'Nokia', 'Netcracker', 'OSPI', 'IQGeo'], ['Software', 'architecture', 'System', 'specifications', 'System', 'requirements', 'Software', 'component', 'interfaces', 'Process', 'sequences', 'Timing', 'behaviours', 'Software', 'testing', 'Requirements', 'mapping', 'Distributed', 'ecus', 'Software', 'engineering', 'Embedded', 'software', 'development', 'C/C++', 'MBD', 'processes', 'AUTOSAR', 'concepts', 'MATLAB/Simulink', 'Communication', 'protocols', 'CAN', 'LIN', 'Ethernet', 'I2C', 'SPI', 'RTOS', 'Software', 'task', 'timing', 'UML', 'Modelling', 'methods', 'Organizational', 'skills', 'Leadership', 'skills', 'Communication', 'skills', 'Presentation', 'skills'], ['Software', 'Engineering', 'Frontend', 'Web', 'Development', 'React', 'Ember', 'Angular', 'TypeScript', 'Elm', 'Web', 'Components', 'Continuous', 'Deployment', 'Pipeline', 'Unit', 'Testing', 'Integration', 'Testing', 'Acceptance', 'Testing', 'JavaScript', 'HIPAA', 'Security', 'and', 'Privacy', 'Rules', 'ObjectOriented', 'Analysis', 'and', 'Design', 'Patterns', 'Multitasking', 'Prioritization', 'DetailOrientedness'], ['Agile', 'Angular', 'Authentication', 'Backend', 'Caching', 'Code', 'Review', 'Data', 'Storage', 'Debugging', 'Frontend', 'HIPAA', 'HL7', 'ICD10', 'Integration', 'Leadership', 'NoSQL', 'Node', 'OAuth', 'Object', 'Oriented', 'Programming', 'Performance', 'Monitoring', 'Problem', 'Solving', 'Project', 'Management', 'React', 'Redux', 'Refactoring', 'RESTful', 'APIs', 'SAML', 'Scalability', 'Scrum', 'Security', 'Software', 'Development', 'SQL', 'Waterfall'], ['C#', 'C++', 'Visual', 'Studio', '.net', 'GUI', 'development', 'Version', 'control', 'Application', 'software', 'design', 'Application', 'software', 'test', 'Real', 'time', 'software', 'design', 'Production', 'of', 'design', 'records', 'Maintenance', 'of', 'design', 'records', 'Fault', 'diagnosis', 'Technical', 'support', 'Continuous', 'improvement', 'program'], ['C++', 'C#', 'Java', 'Python', 'Objectoriented', 'design', '(OOD)', 'Objectoriented', 'analysis', '(OOA)', 'Agile', 'methodology', 'PLC', 'programming', 'Drives', 'programming', 'Test', 'driven', 'development', 'Test', 'automation', 'Build', 'and', 'configuration', 'management', 'Industrial', 'automation'], ['Cloud', 'computing', 'AWS', 'RESTFul', 'GraphQL', 'RDBMS', 'KeyValue', 'Stores', 'SearchIndex', 'Object', 'Storage', 'Unit', 'testing', 'Integration', 'testing', 'Endtoend', 'testing', 'DevSecOps', 'Continuous', 'integration', 'Continuous', 'delivery', 'CRM', 'ERP', 'IT', 'Service', 'Management', 'Data', 'Warehouse', 'Data', 'Lake', 'Data', 'Engineering', 'React', 'iOS', 'Android', 'Crossplatform', 'frameworks', 'JavaScript'], ['Python', 'Go', 'React', 'AWS', 'CloudWatch', 'New', 'Relic', 'Grafana', 'Prometheus', 'Kibana', 'Apache', 'Spark', 'Databricks', 'Kafka', 'Elasticsearch', 'LDAP', 'MS', 'AD', 'Okta', 'Auth0', 'Cybersecurity', 'MS', '365', 'data', 'Email/SMTP', 'Data', 'Loss', 'Protection', '(DLP)', 'Cloud', 'Access', 'Security', 'Broker', '(CASB)', 'DevOps', 'Continuous', 'integration', 'Continuous', 'deployment', 'Infrastructure', 'as', 'code'], ['Cloud', 'Computing', 'AWS', 'GCP', 'Software', 'Architecture', 'SOA', 'Microservices', 'Monolithic', 'Architecture', 'Kernel', 'NodeJS', 'Golang', 'Typescript', 'React', 'SQL', 'MySQL', 'PostgreSQL', 'NoSQL', 'Redis', 'Memcached', 'Gitlab', 'Kubernetes', 'Docker'], ['Software', 'Development', 'Full', 'Stack', 'Development', 'JavaScript', 'TypeScript', 'JSON', 'React', 'Node.js', 'AngularJS', 'Material', 'UI', 'Next.js', 'D3', 'UI/UX', 'Design', 'Python', 'Shell', 'Scripting', 'HTTP/HTTPS', 'TCP/IP', 'REST', 'APIs', 'Websockets', 'CAN', 'I2C', 'SPI', 'RS232', 'RS485', 'JSON', 'XML', 'Git', 'Cloud', 'Computing', 'Linux', 'Windows'], ['Software', 'engineering', 'System', 'scaling', 'Cloudbased', 'architecture', 'Microservices', 'Kubernetes', 'Go', 'Domaindriven', 'design', 'Eventdriven', 'design', 'Containerization', 'Google', 'Cloud', 'Platform', 'Messaging', 'queues', 'Message', 'brokers', 'PostgreSQL', 'Linux', 'Unit', 'testing', 'Code', 'reviews', 'Troubleshooting', 'Incident', 'management', 'Problemsolving', 'Communication', 'Collaboration', 'Independent', 'work', 'Team', 'work', 'Experience', 'in', 'financial', 'industry', 'DTCC', 'integration', 'Remote', 'work', 'Startup', 'experience', 'DevOps'], ['Software', 'Testing', 'Avionics', 'Embedded', 'Systems', 'C', 'Programming', 'Microprocessors', 'VxWorks', 'MPEG2', 'h.264', 'Requirements', 'Management', 'DOORs', 'Source', 'Control', 'Management', 'GIT', 'GitLab', 'GitHub', 'IDEs', 'Unit', 'Testing', 'Code', 'Reviews', 'Microsoft', 'Office', '(Excel', 'Word', 'PowerPoint', 'Project', 'Visio)', 'Cybersecurity', 'Secure', 'Boot', 'Trusted', 'Boot'], ['Web', 'Testing', 'Mobile', 'Testing', 'Agile', 'Development', 'Scrum', 'Selenium', 'Jira', 'API', 'Testing', 'Quality', 'Assurance', 'User', 'Experience', 'User', 'Interface', 'Design', 'Concepts', 'Technical', 'Documentation', 'Browser', 'Tools', 'Enterprise', 'QA', 'Frameworks', 'Standups', 'Sprint', 'Planning', 'Sprint', 'Retrospective'], ['C++', 'Unreal', 'Engine', 'Games', 'Development', 'Leadership', 'Console', 'Games', 'Mobile', 'Games', 'Low', 'Level', 'Optimisation', 'Shader', 'Programming', 'Physics', 'Mathematics', 'Managing', 'Teams', 'Technical', 'Leadership', 'Mentoring', 'Source', 'Control', 'Asset', 'Pipelines', 'Issue', 'Tracking', 'QA', 'Localisation', 'C#', 'Unity'], ['System', 'engineering', 'System', 'of', 'systems', 'System', 'Architect', 'Software', 'engineering', 'System', 'analysis', 'System', 'Architect', 'Software', 'Failure', 'Modes', 'and', 'Effects', 'Analysis', '(FMEA)', 'Product', 'Marketing', 'Development', 'Testing', 'Vmodel', 'Requirements', 'analysis', 'Functional', 'analysis', 'Functional', 'requirements', 'Nonfunctional', 'requirements', 'Component', 'analysis', 'Systems', 'modeling', 'ModelBased', 'Systems', 'Engineering', '(MBSE)', 'SysML', 'IEC', '62304', 'Software', 'development', 'Cloud', 'computing', 'Networking', 'Security', 'CISSP', 'CISA', 'IT', 'engineering', 'Network', 'engineering', 'Medical', 'device', 'software'], ['Linux', 'Operating', 'Systems', 'Kernel', 'Device', 'Firmware', 'Secure', 'Embedded', 'Linux', 'ARM', 'RISCV', 'X86', 'Boot', 'Mechanisms', 'Bootloaders', 'Storage', 'Partition', 'Layout', 'Device', 'Trees', 'Services', 'RESTful', 'APIs', 'Golang', 'C/C++', 'Shell', 'Debian', 'Ubuntu', 'Systemd', 'Udev', 'Initrd', 'Graphics', 'TPM', 'FDE', 'LUKS', 'HSM', 'API', 'Design', 'REST', 'gRPC', 'Raspberry', 'Pi'], ['Python', 'React', 'Scalability', 'Low', 'latency', 'infrastructure', 'Green', 'field', 'projects', 'Computer', 'Science', 'fundamentals', 'Personal', 'projects', 'Hackathons'], ['Linux', 'Virtualization', 'Docker', 'Ceph', 'OpenStack', 'Kubernetes', 'Python', 'Go', 'C', 'C++', 'KVM', 'LXC', 'LXD', 'OVS', 'OVN', 'Core', 'networking', 'Programming', 'Troubleshooting', 'Software', 'engineering', 'Git', 'Bash', 'Distributed', 'systems', 'Ubuntu', 'Postgresql', 'Mongo', 'Debian', 'packaging', 'QEMU'], ['Embedded', 'systems', 'Firmware', 'development', 'Cloud', 'applications', 'IOT', 'solutions', 'Wireless', 'networking', 'Custom', 'hardware', 'Embedded', 'Linux', 'BLE', '(Bluetooth', 'Low', 'Energy)', 'Mesh', 'technologies', 'Federal', 'and', 'state', 'regulations', 'ARM', 'STM', 'NRF', 'platforms', 'C', 'C++', 'Python', 'Java', 'Data', 'analysis'], ['Software', 'Quality', 'Assurance', 'Microsoft', 'Windows', 'Agile', 'Development', 'Test', 'Plans', 'Functional', 'Testing', 'Regression', 'Testing', 'System', 'Integration', 'Testing', 'MSSQL', 'Relational', 'Databases', 'Bug', 'Tracking', 'Test', 'Case', 'Management', 'Jira', 'OnTime', 'Test', 'Automation', 'RESTful', 'Services', 'Microsoft', 'Team', 'Foundation', 'Server', '(TFS)', 'Visual', 'Studio'], ['Backend', 'engineering', 'Fullstack', 'engineering', 'Infrastructure', 'engineering', 'Platform', 'engineering', 'Site', 'reliability', 'engineering', 'Engineering', 'management', 'Data', 'engineering', 'Machine', 'learning', 'engineering', 'Principal', 'software', 'engineering'], ['Software', 'Development', 'Planning', 'Requirements', 'Gathering', 'Deployment', 'Software', 'Maintenance', 'Software', 'Testing', 'Unit', 'Testing', 'Agile', 'Development', 'REST', 'SOAP', 'XML', 'JSON', 'Javascript', 'Python', 'ERP', 'Pipelines', 'Mulesoft', 'Workato', 'Zapier', 'Quickbase', 'Snaplogic'], ['Software', 'Design', 'C#', 'Communication', 'Skills', 'Interpersonal', 'Skills', 'Customer', 'Focus', 'Teamwork', 'Multisite', 'Collaboration', 'Multicountry', 'Collaboration', 'Learning', 'and', 'Development', 'Continuous', 'Learning', 'Latest', 'Technologies', 'Computer', 'Engineering', 'Computer', 'Science', 'Electrical', 'Engineering', 'Diversity', '&', 'Inclusion', 'Disability', 'Confident', 'Program', 'Competitive', 'Salary', 'Bonus', 'Scheme', 'Annual', 'Leave', 'Holiday', 'Buy', '&', 'Sell', 'Program', 'Pension', 'Scheme', 'Employee', 'Share', 'Ownership', 'Program', 'Health', '&', 'Wellbeing', 'Support', 'Gym', 'Flex', 'Open', 'Talent', 'Market', 'Global', 'Mobility', 'Mentorship', 'Learning', 'Portal', 'Digital', 'Transformation', 'Energy', 'Management', 'Automation', 'IoT', 'R&D'], ['C++', 'Linux', 'Unix', 'Data', 'Structures', 'Multithreading', 'Problem', 'Solving', 'C++11', 'C++14', 'OS', 'Concepts', 'Database'], ['C++', 'Linux', 'Virtual', 'Functions', 'Type', 'casting', 'Pointers', 'Multithreading', 'STL', 'Memory', 'Allocation', 'Design', 'patterns', 'System', 'Design', 'Thinking', 'CAN', 'basics', 'J1939', 'UDS', 'Visual', 'Studio', 'CMake', 'Conan', 'Git', 'GDB', 'Agile', 'development', 'process', 'Test', 'Automation', 'CI/CD'], ['C++', 'Python', 'Bash', 'SQL', 'Java', 'Perl', 'Linux', 'System', 'Performance', 'Network', 'Communication', 'Risk', 'Management', 'Performance', 'Tracking', 'Data', 'Analysis', 'System', 'Programming', 'Network', 'Programming', 'Software', 'Design', 'Debugging', 'Troubleshooting', 'Problem', 'Solving', 'Latency', 'Optimization'], ['ReactJS', 'NodeJS', 'TypeScript', 'JavaScript', 'Git', 'Jira', 'AWS', 'Docker', 'Kubernetes', 'OAuth2', 'OpenID', 'Connect', 'Identity', 'and', 'Access', 'Management', 'Security', 'Privacy', 'Consent', 'Management', 'Fraud', 'Detection', 'Abuse', 'Prevention', 'Data', 'Science', 'Product', 'Management', 'Agile', 'Development', 'Scrum', 'Kanban', 'User', 'Experience', 'Design', 'User', 'Interface', 'Design'], ['C/C++', 'Java', 'JavaScript', 'Python', 'PHP', 'Perl', 'UNIX', 'shell', 'scripting', 'Linux', 'SQL', 'Oracle', 'CUDA', 'OpenCL', 'TS/SCI', 'clearance'], ['Linux', 'virtualisation', 'Libvirt/KVM', 'Containers', 'Kubernetes', 'TCP/IP', 'networking', 'PostgreSQL', 'Corosync/Pacemaker', 'MongoDB', 'MySQL', 'Apache', 'OpenStack', 'development', 'Kubernetes', 'Ceph', 'LXD', 'Snaps', 'MAAS', 'Juju', 'Ubuntu', 'Datacenter', 'technologies', 'Cloudnative', 'development'], ['JavaScript', 'Node.js', 'React', 'TypeScript', 'CSS', 'HTML', 'PowerBI', 'Cosmos', 'DB', 'REST', 'APIs', 'Microservices', 'Agile', 'methodologies', 'Continuous', 'integration', 'Continuous', 'delivery', 'Version', 'control', 'systems', 'Software', 'development', 'lifecycle', 'Technical', 'leadership', 'Mentoring', 'Cloud', 'native', 'software', 'Architectural', 'decisions', 'Performance', 'optimization', 'Nonfunctional', 'requirements', 'Observability', 'Scalability', 'Documentation', 'Code', 'reviews', 'Problemsolving', 'Communication', 'Collaboration'], ['Software', 'Development', 'DevOps', 'Continuous', 'Integration', 'Continuous', 'Delivery', 'Continuous', 'Security', 'Agile', 'Software', 'Development', 'Agile', 'Software', 'Delivery', 'Unit', 'Testing', 'Integration', 'Testing', 'Cloud', 'Solutions', 'Azure', 'C#', 'DOTNET', 'React', 'ASP.NET', 'Core', 'Entity', 'Framework', 'Core', 'TypeScript'], ['Figma', 'FigJam', 'WebAssembly', 'React', 'Typescript', 'GraphQL', 'Livegraph', 'C++', 'Python', 'Java', 'ObjectiveC', 'Go', 'Rust', 'UX', 'UI', 'REST', 'APIs'], ['.NET', 'Core', 'ASP.NET', 'Core', 'C#', 'Azure', 'cloud', 'services', 'Docker', 'Kubernetes', '(AKS)', 'Microservices', 'API', 'Gateway', 'Service', 'Mesh', '(Istio', 'LinkerD', 'Kuma)', 'Networking', 'concepts', 'and', 'protocols', 'SQL', 'Server', 'Oracle', 'Redis', 'NoSQL', 'document', 'database', '(MongoDB', 'Cosmos', 'DB', 'Raven', 'DB)', 'Messaging', '(Kafka)'], ['Leadership', 'Software', 'Engineering', 'Coaching', 'Technical', 'Capabilities', 'Project', 'Management', 'Project', 'Lifecycles', 'Process', 'Improvement', 'KPI', 'Alignment', 'Agile', 'Development', 'Software', 'Quality', 'Assurance', 'Embedded', 'Systems', 'Software', 'Testing', 'Product', 'Development', 'Software', 'Architecture', 'Documentation', 'Communication', 'Budgeting', 'Risk', 'Management', 'Vendor', 'Management', 'Stakeholder', 'Management', 'Negotiation', 'Security', 'Clearance'], ['Salesforce', 'Field', 'Service', 'Lightning', '(FSL)', 'Territory', 'Management', 'Route', 'Optimization', 'Health', 'Cloud', 'Apex', 'SOAP/REST', 'Integration', 'Services', 'Lightning', 'Web', 'Components', '(LWC)', 'Salesforce', 'Integrations', '(API)', 'Batch', 'Processing', 'Bulk', 'API', 'Cloud', 'On', 'Prem', 'SalesForce', 'API', 'Integrations', 'Lightning', 'Framework', 'VS', 'Code', 'Git', 'GitHub', 'Gitlab', 'Salesforce', 'DX', 'Salesforce', 'CLI', 'UML', 'Unit', 'Testing', 'Agile', 'System', 'Architect', 'Source', 'Control', 'Static', 'Code', 'Analysis', 'Security', 'Reports'], ['Java', 'Spring', 'Framework', 'Spring', 'Boot', 'Microservices', 'AWS', 'Kafka', 'Docker', 'JSP', 'Hibernate', 'Web', 'Services', 'Maven', 'Unit', 'Testing', 'JUnit', 'MySQL', 'Oracle', 'Jenkins', 'Sonar', 'Data', 'engineering', 'Data', 'architecture', 'Middleware', 'frameworks', 'Kafka', 'connect', 'frameworks', 'Data', 'infrastructure', 'Data', 'integrations', 'Data', 'warehouse', 'Snowflake', 'Redshift', 'Database', 'design', 'PostgresDB', 'DB2', 'Business', 'requirements', 'Micro', 'services', 'APIs', 'AWSâ€“AppFlow', 'engine', 'Airflow', 'ETL', 'integrations', 'Data', 'extraction', 'Data', 'transforming', 'Data', 'loading', 'Kafka', 'streaming', 'Data', 'quality', 'Data', 'validation', 'BI', 'solutions', 'Kubernetes', 'CI/CD', 'Gitops', 'Enterprise', 'Development', 'Event', 'driven', 'framework', 'SSO', 'Testing', 'Documentation', 'Monitoring', 'REST', 'API', 'services', 'Kafka', 'Development', 'Confluent', 'Vector', 'Kubernetes', 'APIGEE', 'API', 'products'], ['Web', 'development', 'Mobile', 'development', 'Angular', 'React', 'Native', 'ASP.NET', 'ASP.NET', 'MVC', 'C#', 'SQL', 'Stored', 'procedures', 'HTML', 'Relational', 'database', 'design', 'Structured', 'methodology', 'Software', 'development', 'lifecycle', 'Programming', 'Database', 'integration', 'Browsers', 'Web', 'compatibility', 'Web', 'page', 'design', 'Web', 'technologies', 'Source', 'code', 'control', 'Version', 'control', 'Objectoriented', 'development', 'Unit', 'tests', 'Dependency', 'injection', 'Web', 'server', 'technology', 'Web', 'security', 'Web', 'statistics', 'Problem', 'solving', 'Team', 'work', 'Communication', 'Business', 'requirements', 'Web', 'design', 'Complex', 'analysis', 'Programming', 'Program', 'structures'], ['Customer', 'service', 'IT', 'support', 'Communication', 'System', 'learning', 'Numerical', 'analysis', 'Problem', 'solving', 'Selfmotivation', 'Initiative', 'Cando', 'attitude', 'Solution', 'finding', 'Microsoft', 'SQL', 'Microsoft', 'Server', 'platforms', 'Windows', 'operating', 'systems', 'Excel', 'Accounting', 'software', 'Construction', 'industry'], ['JavaScript', 'TypeScript', 'HTML5', 'CSS3', 'React.js', 'Express', 'SpringBoot', 'AWS', 'GCP', 'Azure', 'Docker', 'Kubernetes', 'CI/CD', 'SQL', 'CloudWatch', 'DataDog', 'New', 'Relic', 'Testing', 'methodologies', 'WCAG', '2.0', 'accessibility', 'HIPAA', 'PII', 'protections', 'Soft', 'realtime', 'requirements', 'Design', 'thinking'], ['Software', 'Engineering', 'React', 'Go', 'Kubernetes', 'GCP', 'Agile', 'SaaS', 'Cybersecurity']]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "hitRateList = []\n",
        "for i in range(len(bigger_ans_list)):\n",
        "  Intersection = set(bigger_ans_list[i]).intersection(set(listofAnswers[i]))\n",
        "  hitRate = round(len(Intersection) / len(listofAnswers[i]) * 100, 2)\n",
        "  hitRateList.append(hitRate)\n",
        "\n",
        "print(len(hitRateList), \"\\n\", hitRateList)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "eeXD-HHi167k",
        "outputId": "999502c2-9543-48f0-d61b-fd3ac0345afa"
      },
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "198 \n",
            " [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 4.35, 3.45, 0.0, 3.7, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.41, 0.0, 2.63, 2.27, 4.35, 4.76, 0.0, 4.08, 0.0, 0.0, 0.0, 7.5, 0.0, 0.0, 4.65, 0.0, 0.0, 0.0, 3.57, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 4.17, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 2.0, 4.35, 0.0, 0.0, 4.17, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 2.94, 0.0, 12.5, 0.0, 0.0, 0.0, 0.0, 0.0, 8.11, 0.0, 0.0, 0.0, 0.0, 4.65, 0.0, 5.71, 0.0, 0.0, 0.0, 0.0, 2.08, 0.0, 0.0, 2.44, 2.78, 6.38, 0.0, 0.0, 6.78, 0.0, 11.11, 0.0, 4.55, 0.0, 0.0, 4.17, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 6.45, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 9.52, 0.0, 0.0, 0.0, 3.92, 0.0, 4.35, 0.0, 0.0, 0.0, 0.0, 0.0, 2.33, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 5.77, 0.0, 0.0, 5.88, 3.7, 0.0, 2.38, 0.0, 0.0, 4.17, 0.0, 0.0, 0.0, 6.78, 0.0, 6.67, 0.0, 0.0, 0.0, 0.0, 0.0, 1.41, 0.0, 3.12, 0.0, 0.0, 0.0, 0.0, 4.55, 0.0, 0.0, 0.0, 0.0, 0.0, 2.25, 3.03, 6.67, 0.0, 0.0]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "meanSeed5 = round(np.mean(hitRateList), 2)\n",
        "stdSeed5 = round(np.std(hitRateList), 2)\n",
        "varianceSeed5 = round(np.var(hitRateList), 2)\n",
        "\n",
        "meanList.append(meanSeed5)\n",
        "print(\"mean: \", meanList)\n",
        "stdList.append(stdSeed5)\n",
        "print(\"stdList: \", stdList)\n",
        "varianceList.append(varianceSeed5)\n",
        "print(\"varianceList: \", varianceList)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RbdinaUV19Qc",
        "outputId": "474ba76f-7ae7-444b-86d7-4a04cc176efa"
      },
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "mean:  [1.01, 1.1, 1.29, 0.96, 1.1]\n",
            "stdList:  [2.59, 2.34, 2.44, 2.39, 2.28]\n",
            "varianceList:  [6.71, 5.5, 5.97, 5.73, 5.22]\n"
          ]
        }
      ]
    }
  ]
}