Lab # 12 - 20SW084.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyPdCxRvG73DufVeDc9T5yOh"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["Lab # 12 : Web Scraping & NLPs"],"metadata":{"id":"7OUWcmJ1tNEh"}},{"cell_type":"code","source":["import requests\n","\n","# Fetch a web page\n","r = requests.get(\"https://medium.com/@aghadurrezkhan75/intellifarm-farm-supervision-productivity-analysis-platform-b81961e79210\")\n","print(r.text)"],"metadata":{"id":"QMjTo7RJGq0J","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1696960341148,"user_tz":-300,"elapsed":1899,"user":{"displayName":"Junaid Aslam","userId":"00783424550127806115"}},"outputId":"1d3eacf7-9362-45b4-b223-d33866eca904"},"execution_count":1,"outputs":[{"output_type":"stream","name":"stdout","text":["<!doctype html><html lang=\"en\"><head><title data-rh=\"true\">IntelliFarm — Farm Supervision &amp; Productivity Analysis Platform | by Agha Durrez Khan | Oct, 2023 | Medium</title><meta data-rh=\"true\" charset=\"utf-8\"/><meta data-rh=\"true\" name=\"viewport\" content=\"width=device-width,minimum-scale=1,initial-scale=1,maximum-scale=1\"/><meta data-rh=\"true\" name=\"theme-color\" content=\"#000000\"/><meta data-rh=\"true\" name=\"twitter:app:name:iphone\" content=\"Medium\"/><meta data-rh=\"true\" name=\"twitter:app:id:iphone\" content=\"828256236\"/><meta data-rh=\"true\" property=\"al:ios:app_name\" content=\"Medium\"/><meta data-rh=\"true\" property=\"al:ios:app_store_id\" content=\"828256236\"/><meta data-rh=\"true\" property=\"al:android:package\" content=\"com.medium.reader\"/><meta data-rh=\"true\" property=\"fb:app_id\" content=\"542599432471018\"/><meta data-rh=\"true\" property=\"og:site_name\" content=\"Medium\"/><meta data-rh=\"true\" property=\"og:type\" content=\"article\"/><meta data-rh=\"true\" property=\"article:published_time\" content=\"2023-10-08T19:22:12.236Z\"/><meta data-rh=\"true\" name=\"title\" content=\"IntelliFarm — Farm Supervision &amp; Productivity Analysis Platform | by Agha Durrez Khan | Oct, 2023 | Medium\"/><meta data-rh=\"true\" property=\"og:title\" content=\"IntelliFarm — Farm Supervision &amp; Productivity Analysis Platform\"/><meta data-rh=\"true\" property=\"al:android:url\" content=\"medium://p/b81961e79210\"/><meta data-rh=\"true\" property=\"al:ios:url\" content=\"medium://p/b81961e79210\"/><meta data-rh=\"true\" property=\"al:android:app_name\" content=\"Medium\"/><meta data-rh=\"true\" name=\"description\" content=\"Agriculture is the backbone of the Pakistan’s economy. The majority of the population of Pakistan is directly or indirectly dependent on this sector, it contributes about 24% of the Gross Domestic…\"/><meta data-rh=\"true\" property=\"og:description\" content=\"Note: The information provided here is subject to change and may be updated or revised in response to evolving circumstances.\"/><meta data-rh=\"true\" property=\"og:url\" content=\"https://medium.com/@aghadurrezkhan75/intellifarm-farm-supervision-productivity-analysis-platform-b81961e79210\"/><meta data-rh=\"true\" property=\"al:web:url\" content=\"https://medium.com/@aghadurrezkhan75/intellifarm-farm-supervision-productivity-analysis-platform-b81961e79210\"/><meta data-rh=\"true\" property=\"og:image\" content=\"https://miro.medium.com/v2/resize:fit:990/1*-jC_49QspNOJEZQ-71iWxQ.png\"/><meta data-rh=\"true\" property=\"article:author\" content=\"https://medium.com/@aghadurrezkhan75\"/><meta data-rh=\"true\" name=\"author\" content=\"Agha Durrez Khan\"/><meta data-rh=\"true\" name=\"robots\" content=\"index,follow,max-image-preview:large\"/><meta data-rh=\"true\" name=\"referrer\" content=\"unsafe-url\"/><meta data-rh=\"true\" property=\"twitter:title\" content=\"IntelliFarm — Farm Supervision &amp; Productivity Analysis Platform\"/><meta data-rh=\"true\" name=\"twitter:site\" content=\"@Medium\"/><meta data-rh=\"true\" name=\"twitter:app:url:iphone\" content=\"medium://p/b81961e79210\"/><meta data-rh=\"true\" property=\"twitter:description\" content=\"Note: The information provided here is subject to change and may be updated or revised in response to evolving circumstances.\"/><meta data-rh=\"true\" name=\"twitter:image:src\" content=\"https://miro.medium.com/v2/resize:fit:990/1*-jC_49QspNOJEZQ-71iWxQ.png\"/><meta data-rh=\"true\" name=\"twitter:card\" content=\"summary_large_image\"/><meta data-rh=\"true\" name=\"twitter:label1\" content=\"Reading time\"/><meta data-rh=\"true\" name=\"twitter:data1\" content=\"3 min read\"/><meta data-rh=\"true\" name=\"twitter:tile:template:testing\" content=\"2\"/><meta data-rh=\"true\" name=\"twitter:tile:image\" content=\"https://miro.medium.com/v2/resize:fit:990/1*-jC_49QspNOJEZQ-71iWxQ.png\"/><meta data-rh=\"true\" name=\"twitter:tile:info1:icon\" content=\"Person\"/><meta data-rh=\"true\" name=\"twitter:tile:info1:text\" content=\"Agha Durrez Khan\"/><meta data-rh=\"true\" name=\"twitter:tile:info2:icon\" content=\"Calendar\"/><meta data-rh=\"true\" name=\"twitter:tile:info2:text\" content=\"Oct 8, 2023\"/><meta data-rh=\"true\" name=\"twitter:cta\" content=\"Read on Medium\"/><link data-rh=\"true\" rel=\"icon\" href=\"https://miro.medium.com/v2/1*m-R_BkNf1Qjr1YbyOIJY2w.png\"/><link data-rh=\"true\" rel=\"search\" type=\"application/opensearchdescription+xml\" title=\"Medium\" href=\"/osd.xml\"/><link data-rh=\"true\" rel=\"apple-touch-icon\" sizes=\"152x152\" href=\"https://miro.medium.com/v2/resize:fill:152:152/1*sHhtYhaCe2Uc3IU0IgKwIQ.png\"/><link data-rh=\"true\" rel=\"apple-touch-icon\" sizes=\"120x120\" href=\"https://miro.medium.com/v2/resize:fill:120:120/1*sHhtYhaCe2Uc3IU0IgKwIQ.png\"/><link data-rh=\"true\" rel=\"apple-touch-icon\" sizes=\"76x76\" href=\"https://miro.medium.com/v2/resize:fill:76:76/1*sHhtYhaCe2Uc3IU0IgKwIQ.png\"/><link data-rh=\"true\" rel=\"apple-touch-icon\" sizes=\"60x60\" href=\"https://miro.medium.com/v2/resize:fill:60:60/1*sHhtYhaCe2Uc3IU0IgKwIQ.png\"/><link data-rh=\"true\" rel=\"mask-icon\" href=\"https://cdn-static-1.medium.com/_/fp/icons/Medium-Avatar-500x500.svg\" color=\"#171717\"/><link data-rh=\"true\" rel=\"preconnect\" href=\"https://glyph.medium.com\" crossOrigin=\"\"/><link data-rh=\"true\" id=\"glyph_preload_link\" rel=\"preload\" as=\"style\" type=\"text/css\" href=\"https://glyph.medium.com/css/unbound.css\"/><link data-rh=\"true\" id=\"glyph_link\" rel=\"stylesheet\" type=\"text/css\" href=\"https://glyph.medium.com/css/unbound.css\"/><link data-rh=\"true\" rel=\"author\" href=\"https://medium.com/@aghadurrezkhan75\"/><link data-rh=\"true\" rel=\"canonical\" href=\"https://medium.com/@aghadurrezkhan75/intellifarm-farm-supervision-productivity-analysis-platform-b81961e79210\"/><link data-rh=\"true\" rel=\"alternate\" href=\"android-app://com.medium.reader/https/medium.com/p/b81961e79210\"/><script data-rh=\"true\" type=\"application/ld+json\">{\"@context\":\"http:\\u002F\\u002Fschema.org\",\"@type\":\"NewsArticle\",\"image\":[\"https:\\u002F\\u002Fmiro.medium.com\\u002Fv2\\u002Fresize:fit:1200\\u002F1*-jC_49QspNOJEZQ-71iWxQ.png\"],\"url\":\"https:\\u002F\\u002Fmedium.com\\u002F@aghadurrezkhan75\\u002Fintellifarm-farm-supervision-productivity-analysis-platform-b81961e79210\",\"dateCreated\":\"2023-10-08T19:22:12.236Z\",\"datePublished\":\"2023-10-08T19:22:12.236Z\",\"dateModified\":\"2023-10-10T09:40:31.795Z\",\"headline\":\"IntelliFarm — Farm Supervision & Productivity Analysis Platform\",\"name\":\"IntelliFarm — Farm Supervision & Productivity Analysis Platform\",\"description\":\"Agriculture is the backbone of the Pakistan’s economy. 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may be updated or revised in response to evolving circumstances.</p></blockquote><h2 id=\"8b0a\" class=\"lq lr ev be ls lt lu lv lw lx ly lz ma mb mc md me mf mg mh mi mj mk ml mm mn bj\">Project Overview</h2><p id=\"4732\" class=\"pw-post-body-paragraph kr ks ev ku b kv mo kx ky kz mp lb lc mb mq lf lg mf mr lj lk mj ms ln lo lp eo bj\">Agriculture is the backbone of the Pakistan’s economy. The majority of the population of Pakistan is directly or indirectly dependent on this sector, it contributes about 24% of the Gross Domestic Product (GDP). However, it is plagued by inefficiencies in management and lack of coordination between landlords and farmers. In addition to this, vast tracts of lands owned by landlords are often poorly managed, unable to reach their full potential yield.</p><p id=\"5068\" class=\"pw-post-body-paragraph kr ks ev ku b kv kw kx ky kz la lb lc mb le lf lg mf li lj lk mj lm ln lo lp eo bj\">The solution to all of these problems lies in our app “<em class=\"kt\">IntelliFarm</em>” which is a comprehensive, unified, tailored and adaptable farm management system developed using flutter framework, designed to streamline the complexities of farm management which helps to stimulate communication, organization, and efficiency In management of farmlands.</p><p id=\"7821\" class=\"pw-post-body-paragraph kr ks ev ku b kv kw kx ky kz la lb lc mb le lf lg mf li lj lk mj lm ln lo lp eo bj\">It will offer a wide range of features that will benefit landlords, tenants, and related stakeholders. Key functionalities may include tenant management, expense tracking, financial report generation, and seamless communication. The system will also facilitate farmer screening/verification and event tracking via an integrated calendar.</p><blockquote class=\"ko kp kq\"><p id=\"2b80\" class=\"kr ks kt ku b kv kw kx ky kz la lb lc ld le lf lg lh li lj lk ll lm ln lo lp eo bj\">In short: The main purpose of our application is to reduce the complexity of managing farmlands and utilizing historical data to make informed decisions thereby maximizing productivity of farms.</p></blockquote><h2 id=\"7cd1\" class=\"lq lr ev be ls lt lu lv lw lx ly lz ma mb mc md me mf mg mh mi mj mk ml mm mn bj\">The Role of Data Science</h2><p id=\"8e97\" class=\"pw-post-body-paragraph kr ks ev ku b kv mo kx ky kz mp lb lc mb mq lf lg mf mr lj lk mj ms ln lo lp eo bj\">In farm management there a amount of data at play, yield of crop, expenses, profit etc. To make the most of this data we need to apply data science techniques in order to perform critical analysis of historical data in order to make well informed decisions in the future with the goal of maximizing productivity and hence profit. This is where data science comes in. One of our goals will be to generate reports and graphs from our dataset that will provide the landlords with the ability to make informed business decisions which will boost the productivity of their farms. The Following graphs are examples of how data science can provide insights to the landlords using the app:</p><figure class=\"mw mx my mz na nb mt mu paragraph-image\"><div role=\"button\" tabindex=\"0\" class=\"nc nd gp ne bg nf\"><div class=\"mt mu mv\"><picture><source srcSet=\"https://miro.medium.com/v2/resize:fit:640/format:webp/1*-jC_49QspNOJEZQ-71iWxQ.png 640w, https://miro.medium.com/v2/resize:fit:720/format:webp/1*-jC_49QspNOJEZQ-71iWxQ.png 720w, https://miro.medium.com/v2/resize:fit:750/format:webp/1*-jC_49QspNOJEZQ-71iWxQ.png 750w, https://miro.medium.com/v2/resize:fit:786/format:webp/1*-jC_49QspNOJEZQ-71iWxQ.png 786w, https://miro.medium.com/v2/resize:fit:828/format:webp/1*-jC_49QspNOJEZQ-71iWxQ.png 828w, https://miro.medium.com/v2/resize:fit:1100/format:webp/1*-jC_49QspNOJEZQ-71iWxQ.png 1100w, https://miro.medium.com/v2/resize:fit:1400/format:webp/1*-jC_49QspNOJEZQ-71iWxQ.png 1400w\" sizes=\"(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 700px\" type=\"image/webp\"/><source data-testid=\"og\" srcSet=\"https://miro.medium.com/v2/resize:fit:640/1*-jC_49QspNOJEZQ-71iWxQ.png 640w, https://miro.medium.com/v2/resize:fit:720/1*-jC_49QspNOJEZQ-71iWxQ.png 720w, https://miro.medium.com/v2/resize:fit:750/1*-jC_49QspNOJEZQ-71iWxQ.png 750w, https://miro.medium.com/v2/resize:fit:786/1*-jC_49QspNOJEZQ-71iWxQ.png 786w, https://miro.medium.com/v2/resize:fit:828/1*-jC_49QspNOJEZQ-71iWxQ.png 828w, https://miro.medium.com/v2/resize:fit:1100/1*-jC_49QspNOJEZQ-71iWxQ.png 1100w, https://miro.medium.com/v2/resize:fit:1400/1*-jC_49QspNOJEZQ-71iWxQ.png 1400w\" sizes=\"(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 700px\"/><img alt=\"\" class=\"bg ng nh c\" width=\"700\" height=\"418\" loading=\"lazy\" role=\"presentation\"/></picture></div></div><figcaption class=\"ni nj nk mt mu nl nm be b bf z gx\">In the above graph we can see the total profit per year of the farmland. This will inform the landlord on how effective his management has been throughout the years.</figcaption></figure><figure class=\"mw mx my mz na nb mt mu paragraph-image\"><div role=\"button\" tabindex=\"0\" class=\"nc nd gp ne bg nf\"><div class=\"mt mu nn\"><picture><source srcSet=\"https://miro.medium.com/v2/resize:fit:640/format:webp/1*EQI8qAjmumY8v_L6eOG3WA.png 640w, https://miro.medium.com/v2/resize:fit:720/format:webp/1*EQI8qAjmumY8v_L6eOG3WA.png 720w, https://miro.medium.com/v2/resize:fit:750/format:webp/1*EQI8qAjmumY8v_L6eOG3WA.png 750w, https://miro.medium.com/v2/resize:fit:786/format:webp/1*EQI8qAjmumY8v_L6eOG3WA.png 786w, https://miro.medium.com/v2/resize:fit:828/format:webp/1*EQI8qAjmumY8v_L6eOG3WA.png 828w, https://miro.medium.com/v2/resize:fit:1100/format:webp/1*EQI8qAjmumY8v_L6eOG3WA.png 1100w, https://miro.medium.com/v2/resize:fit:1400/format:webp/1*EQI8qAjmumY8v_L6eOG3WA.png 1400w\" sizes=\"(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 700px\" type=\"image/webp\"/><source data-testid=\"og\" srcSet=\"https://miro.medium.com/v2/resize:fit:640/1*EQI8qAjmumY8v_L6eOG3WA.png 640w, https://miro.medium.com/v2/resize:fit:720/1*EQI8qAjmumY8v_L6eOG3WA.png 720w, https://miro.medium.com/v2/resize:fit:750/1*EQI8qAjmumY8v_L6eOG3WA.png 750w, https://miro.medium.com/v2/resize:fit:786/1*EQI8qAjmumY8v_L6eOG3WA.png 786w, https://miro.medium.com/v2/resize:fit:828/1*EQI8qAjmumY8v_L6eOG3WA.png 828w, https://miro.medium.com/v2/resize:fit:1100/1*EQI8qAjmumY8v_L6eOG3WA.png 1100w, https://miro.medium.com/v2/resize:fit:1400/1*EQI8qAjmumY8v_L6eOG3WA.png 1400w\" sizes=\"(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 700px\"/><img alt=\"\" class=\"bg ng nh c\" width=\"700\" height=\"418\" loading=\"lazy\" role=\"presentation\"/></picture></div></div><figcaption class=\"ni nj nk mt mu nl nm be b bf z gx\">The above graph shows the top 5 most profitable crops that are grown on the farmland. This can be used by a landlord to determine which crop he should focus on growing in order to maximize profit.</figcaption></figure><figure class=\"mw mx my mz na nb mt mu paragraph-image\"><div role=\"button\" tabindex=\"0\" class=\"nc nd gp ne bg nf\"><div class=\"mt mu no\"><picture><source srcSet=\"https://miro.medium.com/v2/resize:fit:640/format:webp/1*-hgiFdU2KsIkeYIucnyiNQ.png 640w, https://miro.medium.com/v2/resize:fit:720/format:webp/1*-hgiFdU2KsIkeYIucnyiNQ.png 720w, https://miro.medium.com/v2/resize:fit:750/format:webp/1*-hgiFdU2KsIkeYIucnyiNQ.png 750w, https://miro.medium.com/v2/resize:fit:786/format:webp/1*-hgiFdU2KsIkeYIucnyiNQ.png 786w, https://miro.medium.com/v2/resize:fit:828/format:webp/1*-hgiFdU2KsIkeYIucnyiNQ.png 828w, https://miro.medium.com/v2/resize:fit:1100/format:webp/1*-hgiFdU2KsIkeYIucnyiNQ.png 1100w, https://miro.medium.com/v2/resize:fit:1400/format:webp/1*-hgiFdU2KsIkeYIucnyiNQ.png 1400w\" sizes=\"(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 700px\" type=\"image/webp\"/><source data-testid=\"og\" srcSet=\"https://miro.medium.com/v2/resize:fit:640/1*-hgiFdU2KsIkeYIucnyiNQ.png 640w, https://miro.medium.com/v2/resize:fit:720/1*-hgiFdU2KsIkeYIucnyiNQ.png 720w, https://miro.medium.com/v2/resize:fit:750/1*-hgiFdU2KsIkeYIucnyiNQ.png 750w, https://miro.medium.com/v2/resize:fit:786/1*-hgiFdU2KsIkeYIucnyiNQ.png 786w, https://miro.medium.com/v2/resize:fit:828/1*-hgiFdU2KsIkeYIucnyiNQ.png 828w, https://miro.medium.com/v2/resize:fit:1100/1*-hgiFdU2KsIkeYIucnyiNQ.png 1100w, https://miro.medium.com/v2/resize:fit:1400/1*-hgiFdU2KsIkeYIucnyiNQ.png 1400w\" sizes=\"(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 700px\"/><img alt=\"\" class=\"bg ng nh c\" width=\"700\" height=\"585\" loading=\"lazy\" role=\"presentation\"/></picture></div></div><figcaption class=\"ni nj nk mt mu nl nm be b bf z gx\">In the above graph we can see the distribution of debt between the farmers. This will allow the landlord to determine which farmer can be entrusted with growing more crops.</figcaption></figure><h2 id=\"e35e\" class=\"lq lr ev be ls lt lu lv lw lx ly lz ma mb mc md me mf mg mh mi mj mk ml mm mn bj\">Conclusion</h2><p id=\"6675\" class=\"pw-post-body-paragraph kr ks ev ku b kv mo kx ky kz mp lb lc mb mq lf lg mf mr lj lk mj ms ln lo lp eo bj\">Data science plays an exceptionally crucial role in this project, underpinning its success and providing invaluable insights. Through the systematic collection, analysis, and interpretation of data, data science empowers the project and is essential to its functionality and hence its overall success.</p></div></div></div></div></section></div></div></article><div class=\"ab ca\"><div class=\"ch bg dx dy dz ea\"></div></div></div><div class=\"l\"></div><footer class=\"np nq nr ns nt nu nv nw nx ab q ny nz c\"><div class=\"l ae\"><div class=\"ab ca\"><div class=\"ch bg dx dy dz ea\"><div class=\"ab co oa\"><div class=\"ab q ir\"><div class=\"ob l\"><span class=\"l oc od oe e d\"><div class=\"ab q ir\"><div class=\"pw-multi-vote-icon gp is it iu iv\"><div class=\"\"><div class=\"iw ix iy iz ja jb jc am jd je jf iv\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" aria-label=\"clap\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M11.37.83L12 3.28l.63-2.45h-1.26zM15.42 1.84l-1.18-.39-.34 2.5 1.52-2.1zM9.76 1.45l-1.19.4 1.53 2.1-.34-2.5zM20.25 11.84l-2.5-4.4a1.42 1.42 0 0 0-.93-.64.96.96 0 0 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href=\"/the-generator/chatgpt-vision-is-changing-how-i-interact-with-the-real-world-a112ab20621b?source=read_next_recirc-----b81961e79210----0---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\"><span class=\"be b jn z gx\"><div class=\"ab q\"><div class=\"nx ab\"><div class=\"bl\" aria-hidden=\"false\"><button class=\"l ax ao am\" aria-label=\"Member-only story\"><div class=\"\"><div><div class=\"bl\" aria-hidden=\"false\"><svg width=\"16\" height=\"16\" viewBox=\"0 0 20 20\" fill=\"none\"><path d=\"M12.4 12.77l-1.81 4.99a.63.63 0 0 1-1.18 0l-1.8-4.99a.63.63 0 0 0-.38-.37l-4.99-1.81a.62.62 0 0 1 0-1.18l4.99-1.8a.63.63 0 0 0 .37-.38l1.81-4.99a.63.63 0 0 1 1.18 0l1.8 4.99a.63.63 0 0 0 .38.37l4.99 1.81a.63.63 0 0 1 0 1.18l-4.99 1.8a.63.63 0 0 0-.37.38z\" fill=\"#FFC017\"></path></svg></div></div></div></button></div></div><span class=\"gv l\" aria-hidden=\"true\"><span class=\"be b bf z gx\">·</span></span><span>8 min read</span><span class=\"gv l\" aria-hidden=\"true\"><span class=\"be b bf z gx\">·</span></span>3 days ago</div></span></a><div class=\"vm vn vo vp vq l\"><div class=\"ab co\"><div class=\"am vr vs vt vu vv vw vx vy vz wa ab q\"><div class=\"ab q ir\"><div class=\"pw-multi-vote-icon gp is it iu iv\"><div class=\"\"><div class=\"iw ix iy iz ja jb jc am jd je jf iv\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" aria-label=\"clap\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M11.37.83L12 3.28l.63-2.45h-1.26zM15.42 1.84l-1.18-.39-.34 2.5 1.52-2.1zM9.76 1.45l-1.19.4 1.53 2.1-.34-2.5zM20.25 11.84l-2.5-4.4a1.42 1.42 0 0 0-.93-.64.96.96 0 0 0-.75.18c-.25.19-.4.42-.45.7l.05.05 2.35 4.13c1.62 2.95 1.1 5.78-1.52 8.4l-.46.41c1-.13 1.93-.6 2.78-1.45 2.7-2.7 2.51-5.59 1.43-7.38zM12.07 9.01c-.13-.69.08-1.3.57-1.77l-2.06-2.07a1.12 1.12 0 0 0-1.56 0c-.15.15-.22.34-.27.53L12.07 9z\"></path><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M14.74 8.3a1.13 1.13 0 0 0-.73-.5.67.67 0 0 0-.53.13c-.15.12-.59.46-.2 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gx\">in</p></div><div class=\"l\"><div><div class=\"bl\" aria-hidden=\"false\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar gu ab q\" href=\"https://medium.com/towards-data-science?source=read_next_recirc-----b81961e79210----1---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\" rel=\"noopener follow\"><p class=\"be b jn z uh ui uj uk ul um un uo bj\">Towards Data Science</p></a></div></div></div></div><div class=\"up uq ur us ut uu uv uw ux uy l eo\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar as at\" rel=\"noopener follow\" href=\"/towards-data-science/5-generative-ai-use-cases-companies-can-implement-today-f458707bfbbe?source=read_next_recirc-----b81961e79210----1---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\"><div title=\"\"><h2 class=\"be ew qv qw uz va lw qx qy vb vc ma mb md vd ve me mf mh vf vg mi mj ml vh vi mm uh uj uk um uo bj\">5 Generative AI Use Cases Companies Can Implement Today</h2></div><div class=\"vj l\"><h3 class=\"be b gs z uh vk uj uk vl um uo gx\">Getting started with LLMs? Here are 5 common applications tested by OpenAI, Vimeo, Whatnot, and other AI leaders.</h3></div></a></div><a class=\"af ag ah ai aj ak al am an ao ap aq ar as at\" rel=\"noopener follow\" href=\"/towards-data-science/5-generative-ai-use-cases-companies-can-implement-today-f458707bfbbe?source=read_next_recirc-----b81961e79210----1---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\"><span class=\"be b jn z gx\"><div class=\"ab q\"><span>10 min read</span><span class=\"gv l\" aria-hidden=\"true\"><span class=\"be b bf z gx\">·</span></span>3 days ago</div></span></a><div class=\"vm vn vo vp vq l\"><div class=\"ab co\"><div class=\"am vr vs vt vu vv vw vx vy vz wa ab q\"><div class=\"ab q ir\"><div class=\"pw-multi-vote-icon gp is it iu iv\"><div class=\"\"><div class=\"iw ix iy iz ja jb jc am jd je jf iv\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" aria-label=\"clap\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M11.37.83L12 3.28l.63-2.45h-1.26zM15.42 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jh ji jj jk jl jm\"><p class=\"be b jn z gx\"><span class=\"ix\">--</span></p></div></div><div class=\"wb l\"><div><div class=\"bl\" aria-hidden=\"false\"><a class=\"af js ah iw aj ak al jr an ao ap aq ar as at jq ab q jt ju\" aria-label=\"responses\" rel=\"noopener follow\" href=\"/towards-data-science/5-generative-ai-use-cases-companies-can-implement-today-f458707bfbbe?responsesOpen=true&amp;sortBy=REVERSE_CHRON&amp;source=read_next_recirc-----b81961e79210----1---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" class=\"\"><path d=\"M18 16.8a7.14 7.14 0 0 0 2.24-5.32c0-4.12-3.53-7.48-8.05-7.48C7.67 4 4 7.36 4 11.48c0 4.13 3.67 7.48 8.2 7.48a8.9 8.9 0 0 0 2.38-.32c.23.2.48.39.75.56 1.06.69 2.2 1.04 3.4 1.04.22 0 .4-.11.48-.29a.5.5 0 0 0-.04-.52 6.4 6.4 0 0 1-1.16-2.65v.02zm-3.12 1.06l-.06-.22-.32.1a8 8 0 0 1-2.3.33c-4.03 0-7.3-2.96-7.3-6.59S8.17 4.9 12.2 4.9c4 0 7.1 2.96 7.1 6.6 0 1.8-.6 3.47-2.02 4.72l-.2.16v.26l.02.3a6.74 6.74 0 0 0 .88 2.4 5.27 5.27 0 0 1-2.17-.86c-.28-.17-.72-.38-.94-.59l.01-.02z\"></path></svg><p class=\"be b jn z gx\"><span class=\"pw-responses-count jo jp\">2</span></p></a></div></div></div></div><div class=\"ab q wc wd\"></div></div></div></div></div></div></div></div></article></div></div></div></div><div class=\"qc bg qd wf\"></div><h2 class=\"be pw gs z eu bj\">Lists</h2><div class=\"we l\"><div class=\"cm ab ir hg rj rk rl rm rn ro rp rq rr rs rt ru rv rw rx\"><div class=\"ry rz sa sb sc sd se sf sg sh si sj sk sl sm sn so sp sq sr ss\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar as at ab ck cm\" rel=\"noopener follow\" href=\"/@MediumStaff/list/staff-picks-c7bc6e1ee00f?source=read_next_recirc-----b81961e79210--------------------------------\"><div class=\"wm wn uh ab hd gp\"><div class=\"gp tt wh bw wi\"><div class=\"tt gj uh l\"><img alt=\"\" class=\"\" src=\"https://miro.medium.com/v2/resize:fill:96:96/1*aBKIE9o5fUsc84jqk24tiw.jpeg\" width=\"48\" height=\"48\" loading=\"lazy\" role=\"presentation\"/></div></div><div class=\"gp tt wh bw wj wk\"><div class=\"tt gj uh l\"><img alt=\"\" class=\"\" src=\"https://miro.medium.com/v2/resize:fill:96:96/1*mU-jXnYLA-lo0o0TEmVlpQ.png\" width=\"48\" height=\"48\" loading=\"lazy\" role=\"presentation\"/></div></div><div class=\"gp tt bw nz wl\"><div class=\"tt gj uh l\"><img alt=\"a person floating in a gradient orb with lines projecting out of it\" class=\"\" src=\"https://miro.medium.com/v2/resize:fill:96:96/1*aDcuhrWX6Gqksa9TXmAHjw.png\" width=\"48\" height=\"48\" loading=\"lazy\"/></div></div></div><div class=\"aw l\"><h2 class=\"be pw gs z uh vk uj uk vl um uo eu bj\">Staff Picks</h2><div class=\"be b jn z gx ab wg\">469 stories<span class=\"gv l\" aria-hidden=\"true\"><span class=\"be b bf z gx\">·</span></span>338<!-- --> <!-- -->saves</div></div></a></div><div class=\"ry rz sa sb sc sd se sf sg sh si sj sk sl sm sn so sp sq sr ss\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar as at ab ck cm\" rel=\"noopener follow\" href=\"/@MediumStaff/list/stories-to-help-you-levelup-at-work-faca18b0622f?source=read_next_recirc-----b81961e79210--------------------------------\"><div class=\"wm wn uh ab hd gp\"><div class=\"gp tt wh bw wi\"><div class=\"tt gj uh l\"><img alt=\"\" class=\"\" src=\"https://miro.medium.com/v2/resize:fill:96:96/1*4zC5ohNcmVDb1NXmzCvmNA.jpeg\" width=\"48\" height=\"48\" loading=\"lazy\" role=\"presentation\"/></div></div><div class=\"gp tt wh bw wj wk\"><div class=\"tt gj uh l\"><img alt=\"\" class=\"\" src=\"https://miro.medium.com/v2/resize:fill:96:96/1*0dul7hn9LeV7U2XLVPvYYw.jpeg\" width=\"48\" height=\"48\" loading=\"lazy\" role=\"presentation\"/></div></div><div class=\"gp tt bw nz wl\"><div class=\"tt gj uh l\"><img alt=\"\" class=\"\" src=\"https://miro.medium.com/v2/resize:fill:96:96/1*oO7uwYs0NMWV7B4mUCuoIw.png\" width=\"48\" height=\"48\" loading=\"lazy\" role=\"presentation\"/></div></div></div><div class=\"aw l\"><h2 class=\"be pw gs z uh vk uj uk vl um uo eu bj\">Stories to Help You Level-Up at Work</h2><div class=\"be b jn z gx ab wg\">19 stories<span class=\"gv l\" aria-hidden=\"true\"><span class=\"be b bf z gx\">·</span></span>239<!-- --> <!-- -->saves</div></div></a></div><div class=\"ry rz sa sb sc sd se sf sg sh si sj sk sl sm sn so sp sq sr ss\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar as at ab ck cm\" rel=\"noopener follow\" href=\"/@MediumForTeams/list/selfimprovement-101-3c62b6cb0526?source=read_next_recirc-----b81961e79210--------------------------------\"><div class=\"wm wn uh ab hd gp\"><div class=\"gp tt wh bw wi\"><div class=\"tt gj uh l\"><img alt=\"\" class=\"\" src=\"https://miro.medium.com/v2/resize:fill:96:96/1*VQhBEVqZRXlxFvFVqyTYVA.jpeg\" width=\"48\" height=\"48\" loading=\"lazy\" role=\"presentation\"/></div></div><div class=\"gp tt wh bw wj wk\"><div class=\"tt gj uh l\"><img alt=\"\" class=\"\" src=\"https://miro.medium.com/v2/resize:fill:96:96/1*XRekBY0_j_KEo2_lK_SrkQ.jpeg\" width=\"48\" height=\"48\" loading=\"lazy\" role=\"presentation\"/></div></div><div class=\"gp tt bw nz wl\"><div class=\"tt gj uh l\"><img alt=\"\" class=\"\" src=\"https://miro.medium.com/v2/resize:fill:96:96/1*c2stHqktjG8_XTqkC-bkfw.jpeg\" width=\"48\" height=\"48\" loading=\"lazy\" role=\"presentation\"/></div></div></div><div class=\"aw l\"><h2 class=\"be pw gs z uh vk uj uk vl um uo eu bj\">Self-Improvement 101</h2><div class=\"be b jn z gx ab wg\">20 stories<span class=\"gv l\" aria-hidden=\"true\"><span class=\"be b bf z gx\">·</span></span>690<!-- --> <!-- -->saves</div></div></a></div><div class=\"ry rz sa sb sc sd se sf sg sh si sj sk sl sm sn so sp sq sr ss\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar as at ab ck cm\" rel=\"noopener follow\" href=\"/@MediumForTeams/list/productivity-101-f09f1aaf38cd?source=read_next_recirc-----b81961e79210--------------------------------\"><div class=\"wm wn uh ab hd gp\"><div class=\"gp tt wh bw wi\"><div class=\"tt gj uh l\"><img alt=\"\" class=\"\" src=\"https://miro.medium.com/v2/resize:fill:96:96/1*HWxGot_WiEOZ0fkB_ee2gg.jpeg\" width=\"48\" height=\"48\" loading=\"lazy\" role=\"presentation\"/></div></div><div class=\"gp tt wh bw wj wk\"><div class=\"tt gj uh l\"><img alt=\"\" class=\"\" src=\"https://miro.medium.com/v2/resize:fill:96:96/1*kAzwx9sMsEYm0bMYDTa-lQ.jpeg\" width=\"48\" height=\"48\" loading=\"lazy\" role=\"presentation\"/></div></div><div class=\"gp tt bw nz wl\"><div class=\"tt gj uh l\"><img alt=\"\" class=\"\" src=\"https://miro.medium.com/v2/resize:fill:96:96/1*GGLm6Juo_CxQAKEM-mAWfw.jpeg\" width=\"48\" height=\"48\" loading=\"lazy\" role=\"presentation\"/></div></div></div><div class=\"aw l\"><h2 class=\"be pw gs z uh vk uj uk vl um uo eu bj\">Productivity 101</h2><div class=\"be b jn z gx ab wg\">20 stories<span class=\"gv l\" aria-hidden=\"true\"><span class=\"be b bf z gx\">·</span></span>626<!-- --> <!-- -->saves</div></div></a></div></div></div><div class=\"qc bg qd wo dj wp dk wq wr ws wt wu wv\"></div><div class=\"ri ab ir hg rj rk rl rm rn ro rp rq rr rs rt ru rv rw rx\"><div class=\"ry rz sa sb sc sd se sf sg sh si sj sk sl sm sn so sp sq sr ss\"><div class=\"st su sv sw sx sy l\"><article class=\"sy\"><div class=\"sy nx l\"><div class=\"bg sy\"><div class=\"sy l\"><div class=\"sy sz ta tb tc td te tf tg th ti tj tk tl\"><div class=\"tm\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar as at\" aria-label=\"The ChatGPT Hype Is Over — Now Watch How Google Will Kill ChatGPT.\" rel=\"noopener follow\" href=\"/@alanany/the-chatgpt-hype-is-over-now-watch-how-google-will-kill-chatgpt-426d5e3f7d05?source=read_next_recirc-----b81961e79210----0---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\"><div class=\"to tp tq tr ts\"><img alt=\"The ChatGPT Hype Is Over — Now Watch How Google Will Kill ChatGPT.\" class=\"bg tt tu tv tw bw\" src=\"https://miro.medium.com/v2/resize:fit:1358/1*3FtLa-nHJB8KOb-Wu9bqbg.png\" loading=\"lazy\"/></div></a></div><div class=\"tn ab ca cn\"><div class=\"tx ty tz ua ub ab\"><div class=\"uc l\"><div><div class=\"bl\" aria-hidden=\"false\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar as at\" rel=\"noopener follow\" href=\"/@alanany?source=read_next_recirc-----b81961e79210----0---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\"><div class=\"l gp\"><img alt=\"AL Anany\" class=\"l ec bx ue uf cw\" src=\"https://miro.medium.com/v2/resize:fill:40:40/1*VreqR95b_bWD8Oxp8M6Rtg@2x.jpeg\" width=\"20\" height=\"20\" loading=\"lazy\"/><div class=\"ud bx l ue uf eh n ax go\"></div></div></a></div></div></div><div class=\"ug l\"><div><div class=\"bl\" aria-hidden=\"false\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar gu ab q\" rel=\"noopener follow\" href=\"/@alanany?source=read_next_recirc-----b81961e79210----0---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\"><p class=\"be b jn z uh ui uj uk ul um un uo bj\">AL Anany</p><div class=\"ww wx l\"><div class=\"ab wy\"><div class=\"ab\"><svg width=\"16\" height=\"16\" viewBox=\"0 0 16 16\" fill=\"none\"><path d=\"M15.16 8c0 .65-.46 1.14-.86 1.57-.23.25-.47.5-.56.72-.1.22-.09.55-.1.88 0 .6-.01 1.3-.48 1.78-.48.48-1.16.5-1.75.5-.32 0-.65.01-.86.1-.2.07-.46.33-.7.57-.42.41-.9.88-1.54.88s-1.12-.47-1.54-.88a2.87 2.87 0 0 0-.7-.58c-.22-.09-.54-.08-.87-.09-.59 0-1.27-.02-1.74-.5s-.48-1.17-.49-1.78c0-.33-.01-.67-.1-.88-.07-.2-.32-.47-.55-.71-.4-.44-.87-.93-.87-1.58s.46-1.14.87-1.58c.23-.24.47-.5.56-.71.09-.22.08-.55.09-.88 0-.6.02-1.3.49-1.78s1.15-.5 1.74-.5c.33 0 .66-.01.86-.1.2-.08.47-.33.7-.57.43-.41.91-.88 1.55-.88.63 0 1.12.47 1.54.88.24.24.49.48.7.58.22.09.54.08.86.09.6 0 1.27.02 1.75.5.47.48.48 1.17.49 1.78 0 .33 0 .67.09.88.08.2.33.47.56.71.4.44.86.93.86 1.58z\" fill=\"#437AFF\"></path><path d=\"M7.33 10.5c.2 0 .38.08.52.22.13.14.21.33.21.53 0 .07.03.13.07.18a.24.24 0 0 0 .35 0 .25.25 0 0 0 .07-.18c0-.2.08-.39.22-.53a.73.73 0 0 1 .52-.22h1.96c.13 0 .25-.05.34-.15a.5.5 0 0 0 .15-.35V6a.5.5 0 0 0-.15-.35.48.48 0 0 0-.34-.15H9.78c-.33 0-.64.13-.87.37-.23.23-.36.55-.36.88v2.5c0 .07-.02.13-.07.18a.24.24 0 0 1-.35 0 .25.25 0 0 1-.07-.18v-2.5c0-.33-.13-.65-.36-.88a1.21 1.21 0 0 0-.86-.37H5.37a.48.48 0 0 0-.35.15.5.5 0 0 0-.14.35v4c0 .13.05.26.14.35.1.1.22.15.35.15h1.96z\" fill=\"#fff\"></path></svg></div></div></div></a></div></div></div></div><div class=\"up uq ur us ut uu uv uw ux uy l eo\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar as at\" rel=\"noopener follow\" href=\"/@alanany/the-chatgpt-hype-is-over-now-watch-how-google-will-kill-chatgpt-426d5e3f7d05?source=read_next_recirc-----b81961e79210----0---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\"><div title=\"\"><h2 class=\"be ew qv qw uz va lw qx qy vb vc ma mb md vd ve me mf mh vf vg mi mj ml vh vi mm uh uj uk um uo bj\">The ChatGPT Hype Is Over — Now Watch How Google Will Kill ChatGPT.</h2></div><div class=\"vj l\"><h3 class=\"be b gs z uh vk uj uk vl um uo gx\">It never happens instantly. The business game is longer than you know.</h3></div></a></div><a class=\"af ag ah ai aj ak al am an ao ap aq ar as at\" rel=\"noopener follow\" href=\"/@alanany/the-chatgpt-hype-is-over-now-watch-how-google-will-kill-chatgpt-426d5e3f7d05?source=read_next_recirc-----b81961e79210----0---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\"><span class=\"be b jn z gx\"><div class=\"ab q\"><div class=\"nx ab\"><div class=\"bl\" aria-hidden=\"false\"><button class=\"l ax ao am\" aria-label=\"Member-only story\"><div class=\"\"><div><div class=\"bl\" aria-hidden=\"false\"><svg width=\"16\" height=\"16\" viewBox=\"0 0 20 20\" fill=\"none\"><path d=\"M12.4 12.77l-1.81 4.99a.63.63 0 0 1-1.18 0l-1.8-4.99a.63.63 0 0 0-.38-.37l-4.99-1.81a.62.62 0 0 1 0-1.18l4.99-1.8a.63.63 0 0 0 .37-.38l1.81-4.99a.63.63 0 0 1 1.18 0l1.8 4.99a.63.63 0 0 0 .38.37l4.99 1.81a.63.63 0 0 1 0 1.18l-4.99 1.8a.63.63 0 0 0-.37.38z\" fill=\"#FFC017\"></path></svg></div></div></div></button></div></div><span class=\"gv l\" aria-hidden=\"true\"><span class=\"be b bf z gx\">·</span></span><span>6 min read</span><span class=\"gv l\" aria-hidden=\"true\"><span class=\"be b bf z gx\">·</span></span><span>Sep 1</span></div></span></a><div class=\"vm vn vo vp vq l\"><div class=\"ab co\"><div class=\"am vr vs vt vu vv vw vx vy vz wa ab q\"><div class=\"ab q ir\"><div class=\"pw-multi-vote-icon gp is it iu iv\"><div class=\"\"><div class=\"iw ix iy iz ja jb jc am jd je jf iv\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" aria-label=\"clap\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M11.37.83L12 3.28l.63-2.45h-1.26zM15.42 1.84l-1.18-.39-.34 2.5 1.52-2.1zM9.76 1.45l-1.19.4 1.53 2.1-.34-2.5zM20.25 11.84l-2.5-4.4a1.42 1.42 0 0 0-.93-.64.96.96 0 0 0-.75.18c-.25.19-.4.42-.45.7l.05.05 2.35 4.13c1.62 2.95 1.1 5.78-1.52 8.4l-.46.41c1-.13 1.93-.6 2.78-1.45 2.7-2.7 2.51-5.59 1.43-7.38zM12.07 9.01c-.13-.69.08-1.3.57-1.77l-2.06-2.07a1.12 1.12 0 0 0-1.56 0c-.15.15-.22.34-.27.53L12.07 9z\"></path><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M14.74 8.3a1.13 1.13 0 0 0-.73-.5.67.67 0 0 0-.53.13c-.15.12-.59.46-.2 1.3l1.18 2.5a.45.45 0 0 1-.23.76.44.44 0 0 1-.48-.25L7.6 6.11a.82.82 0 1 0-1.15 1.15l3.64 3.64a.45.45 0 1 1-.63.63L5.83 7.9 4.8 6.86a.82.82 0 0 0-1.33.9c.04.1.1.18.18.26l1.02 1.03 3.65 3.64a.44.44 0 0 1-.15.73.44.44 0 0 1-.48-.1L4.05 9.68a.82.82 0 0 0-1.4.57.81.81 0 0 0 .24.58l1.53 1.54 2.3 2.28a.45.45 0 0 1-.64.63L3.8 13a.81.81 0 0 0-1.39.57c0 .22.09.43.24.58l4.4 4.4c2.8 2.8 5.5 4.12 8.68.94 2.27-2.28 2.71-4.6 1.34-7.1l-2.32-4.08z\"></path></svg></div></div></div><div class=\"pw-multi-vote-count l jg jh ji jj jk jl jm\"><p class=\"be b jn z gx\"><span class=\"ix\">--</span></p></div></div><div class=\"wb l\"><div><div class=\"bl\" aria-hidden=\"false\"><a class=\"af js ah iw aj ak al jr an ao ap aq ar as at jq ab q jt ju\" aria-label=\"responses\" rel=\"noopener follow\" href=\"/@alanany/the-chatgpt-hype-is-over-now-watch-how-google-will-kill-chatgpt-426d5e3f7d05?responsesOpen=true&amp;sortBy=REVERSE_CHRON&amp;source=read_next_recirc-----b81961e79210----0---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" class=\"\"><path d=\"M18 16.8a7.14 7.14 0 0 0 2.24-5.32c0-4.12-3.53-7.48-8.05-7.48C7.67 4 4 7.36 4 11.48c0 4.13 3.67 7.48 8.2 7.48a8.9 8.9 0 0 0 2.38-.32c.23.2.48.39.75.56 1.06.69 2.2 1.04 3.4 1.04.22 0 .4-.11.48-.29a.5.5 0 0 0-.04-.52 6.4 6.4 0 0 1-1.16-2.65v.02zm-3.12 1.06l-.06-.22-.32.1a8 8 0 0 1-2.3.33c-4.03 0-7.3-2.96-7.3-6.59S8.17 4.9 12.2 4.9c4 0 7.1 2.96 7.1 6.6 0 1.8-.6 3.47-2.02 4.72l-.2.16v.26l.02.3a6.74 6.74 0 0 0 .88 2.4 5.27 5.27 0 0 1-2.17-.86c-.28-.17-.72-.38-.94-.59l.01-.02z\"></path></svg><p class=\"be b jn z gx\"><span class=\"pw-responses-count jo jp\">390</span></p></a></div></div></div></div><div class=\"ab q wc wd\"></div></div></div><div class=\"j i d\"><div class=\"qc bg qd we\"></div></div></div></div></div></div></div></article></div></div><div class=\"ry rz sa sb sc sd se sf sg sh si sj sk sl sm sn so sp sq sr ss\"><div class=\"st su sv sw sx sy l\"><article class=\"sy\"><div class=\"sy nx l\"><div class=\"bg sy\"><div class=\"sy l\"><div class=\"sy sz ta tb tc td te tf tg th ti tj tk tl\"><div class=\"tm\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar as at\" aria-label=\"Three Perspectives on AI in School\" rel=\"noopener follow\" href=\"/@worldhistory/three-perspectives-on-ai-in-school-14c196addf60?source=read_next_recirc-----b81961e79210----1---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\"><div class=\"to tp tq tr ts\"><img alt=\"Three Perspectives on AI in School\" class=\"bg tt tu tv tw bw\" src=\"https://miro.medium.com/v2/resize:fit:1358/0*fo7mSJVe0FKjcwKt\" loading=\"lazy\"/></div></a></div><div class=\"tn ab ca cn\"><div class=\"tx ty tz ua ub ab\"><div class=\"uc l\"><div><div class=\"bl\" aria-hidden=\"false\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar as at\" rel=\"noopener follow\" href=\"/@worldhistory?source=read_next_recirc-----b81961e79210----1---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\"><div class=\"l gp\"><img alt=\"George Dillard\" class=\"l ec bx ue uf cw\" src=\"https://miro.medium.com/v2/resize:fill:40:40/2*BW9Uf55ho46Yns-rqlEPLQ.jpeg\" width=\"20\" height=\"20\" loading=\"lazy\"/><div class=\"ud bx l ue uf eh n ax go\"></div></div></a></div></div></div><div class=\"ug l\"><div><div class=\"bl\" aria-hidden=\"false\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar gu ab q\" rel=\"noopener follow\" href=\"/@worldhistory?source=read_next_recirc-----b81961e79210----1---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\"><p class=\"be b jn z uh ui uj uk ul um un uo bj\">George Dillard</p></a></div></div></div></div><div class=\"up uq ur us ut uu uv uw ux uy l eo\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar as at\" rel=\"noopener follow\" href=\"/@worldhistory/three-perspectives-on-ai-in-school-14c196addf60?source=read_next_recirc-----b81961e79210----1---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\"><div title=\"\"><h2 class=\"be ew qv qw uz va lw qx qy vb vc ma mb md vd ve me mf mh vf vg mi mj ml vh vi mm uh uj uk um uo bj\">Three Perspectives on AI in School</h2></div><div class=\"vj l\"><h3 class=\"be b gs z uh vk uj uk vl um uo gx\">Are you an enthusiast, an inevitabilist, or a skeptic?</h3></div></a></div><a class=\"af ag ah ai aj ak al am an ao ap aq ar as at\" rel=\"noopener follow\" href=\"/@worldhistory/three-perspectives-on-ai-in-school-14c196addf60?source=read_next_recirc-----b81961e79210----1---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\"><span class=\"be b jn z gx\"><div class=\"ab q\"><div class=\"nx ab\"><div class=\"bl\" aria-hidden=\"false\"><button class=\"l ax ao am\" aria-label=\"Member-only story\"><div class=\"\"><div><div class=\"bl\" aria-hidden=\"false\"><svg width=\"16\" height=\"16\" viewBox=\"0 0 20 20\" fill=\"none\"><path d=\"M12.4 12.77l-1.81 4.99a.63.63 0 0 1-1.18 0l-1.8-4.99a.63.63 0 0 0-.38-.37l-4.99-1.81a.62.62 0 0 1 0-1.18l4.99-1.8a.63.63 0 0 0 .37-.38l1.81-4.99a.63.63 0 0 1 1.18 0l1.8 4.99a.63.63 0 0 0 .38.37l4.99 1.81a.63.63 0 0 1 0 1.18l-4.99 1.8a.63.63 0 0 0-.37.38z\" fill=\"#FFC017\"></path></svg></div></div></div></button></div></div><span class=\"gv l\" aria-hidden=\"true\"><span class=\"be b bf z gx\">·</span></span><span>6 min read</span><span class=\"gv l\" aria-hidden=\"true\"><span class=\"be b bf z gx\">·</span></span>4 days ago</div></span></a><div class=\"vm vn vo vp vq l\"><div class=\"ab co\"><div class=\"am vr vs vt vu vv vw vx vy vz wa ab q\"><div class=\"ab q ir\"><div class=\"pw-multi-vote-icon gp is it iu iv\"><div class=\"\"><div class=\"iw ix iy iz ja jb jc am jd je jf iv\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" aria-label=\"clap\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M11.37.83L12 3.28l.63-2.45h-1.26zM15.42 1.84l-1.18-.39-.34 2.5 1.52-2.1zM9.76 1.45l-1.19.4 1.53 2.1-.34-2.5zM20.25 11.84l-2.5-4.4a1.42 1.42 0 0 0-.93-.64.96.96 0 0 0-.75.18c-.25.19-.4.42-.45.7l.05.05 2.35 4.13c1.62 2.95 1.1 5.78-1.52 8.4l-.46.41c1-.13 1.93-.6 2.78-1.45 2.7-2.7 2.51-5.59 1.43-7.38zM12.07 9.01c-.13-.69.08-1.3.57-1.77l-2.06-2.07a1.12 1.12 0 0 0-1.56 0c-.15.15-.22.34-.27.53L12.07 9z\"></path><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M14.74 8.3a1.13 1.13 0 0 0-.73-.5.67.67 0 0 0-.53.13c-.15.12-.59.46-.2 1.3l1.18 2.5a.45.45 0 0 1-.23.76.44.44 0 0 1-.48-.25L7.6 6.11a.82.82 0 1 0-1.15 1.15l3.64 3.64a.45.45 0 1 1-.63.63L5.83 7.9 4.8 6.86a.82.82 0 0 0-1.33.9c.04.1.1.18.18.26l1.02 1.03 3.65 3.64a.44.44 0 0 1-.15.73.44.44 0 0 1-.48-.1L4.05 9.68a.82.82 0 0 0-1.4.57.81.81 0 0 0 .24.58l1.53 1.54 2.3 2.28a.45.45 0 0 1-.64.63L3.8 13a.81.81 0 0 0-1.39.57c0 .22.09.43.24.58l4.4 4.4c2.8 2.8 5.5 4.12 8.68.94 2.27-2.28 2.71-4.6 1.34-7.1l-2.32-4.08z\"></path></svg></div></div></div><div class=\"pw-multi-vote-count l jg jh ji jj jk jl jm\"><p class=\"be b jn z gx\"><span class=\"ix\">--</span></p></div></div><div class=\"wb l\"><div><div class=\"bl\" aria-hidden=\"false\"><a class=\"af js ah iw aj ak al jr an ao ap aq ar as at jq ab q jt ju\" aria-label=\"responses\" rel=\"noopener follow\" href=\"/@worldhistory/three-perspectives-on-ai-in-school-14c196addf60?responsesOpen=true&amp;sortBy=REVERSE_CHRON&amp;source=read_next_recirc-----b81961e79210----1---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" class=\"\"><path d=\"M18 16.8a7.14 7.14 0 0 0 2.24-5.32c0-4.12-3.53-7.48-8.05-7.48C7.67 4 4 7.36 4 11.48c0 4.13 3.67 7.48 8.2 7.48a8.9 8.9 0 0 0 2.38-.32c.23.2.48.39.75.56 1.06.69 2.2 1.04 3.4 1.04.22 0 .4-.11.48-.29a.5.5 0 0 0-.04-.52 6.4 6.4 0 0 1-1.16-2.65v.02zm-3.12 1.06l-.06-.22-.32.1a8 8 0 0 1-2.3.33c-4.03 0-7.3-2.96-7.3-6.59S8.17 4.9 12.2 4.9c4 0 7.1 2.96 7.1 6.6 0 1.8-.6 3.47-2.02 4.72l-.2.16v.26l.02.3a6.74 6.74 0 0 0 .88 2.4 5.27 5.27 0 0 1-2.17-.86c-.28-.17-.72-.38-.94-.59l.01-.02z\"></path></svg><p class=\"be b jn z gx\"><span class=\"pw-responses-count jo jp\">9</span></p></a></div></div></div></div><div class=\"ab q wc wd\"></div></div></div><div class=\"j i d\"><div class=\"qc bg qd we\"></div></div></div></div></div></div></div></article></div></div><div class=\"ry rz sa sb sc sd se sf sg sh si sj sk sl sm sn so sp sq sr ss\"><div class=\"st su sv sw sx sy l\"><article class=\"sy\"><div class=\"sy nx l\"><div class=\"bg sy\"><div class=\"sy l\"><div class=\"sy sz ta tb tc td te tf tg th ti tj tk tl\"><div class=\"tm\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar as at\" aria-label=\"Autonomous AI Agent\" rel=\"noopener follow\" href=\"/@agent007gpt/autonomous-ai-agent-c947f7e58a94?source=read_next_recirc-----b81961e79210----2---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\"><div class=\"to tp tq tr ts\"><img alt=\"Autonomous AI Agent\" class=\"bg tt tu tv tw bw\" src=\"https://miro.medium.com/v2/resize:fit:1358/1*X_8eBJzw8mNJOQYlEGlrCg.png\" loading=\"lazy\"/></div></a></div><div class=\"tn ab ca cn\"><div class=\"tx ty tz ua ub ab\"><div class=\"uc l\"><div><div class=\"bl\" aria-hidden=\"false\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar as at\" rel=\"noopener follow\" href=\"/@agent007gpt?source=read_next_recirc-----b81961e79210----2---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\"><div class=\"l gp\"><img alt=\"agent007GPT\" class=\"l ec bx ue uf cw\" src=\"https://miro.medium.com/v2/resize:fill:40:40/1*PmiTO4f8K62swCPiSIz2Hg.png\" width=\"20\" height=\"20\" loading=\"lazy\"/><div class=\"ud bx l ue uf eh n ax go\"></div></div></a></div></div></div><div class=\"ug l\"><div><div class=\"bl\" aria-hidden=\"false\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar gu ab q\" rel=\"noopener follow\" href=\"/@agent007gpt?source=read_next_recirc-----b81961e79210----2---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\"><p class=\"be b jn z uh ui uj uk ul um un uo bj\">agent007GPT</p></a></div></div></div></div><div class=\"up uq ur us ut uu uv uw ux uy l eo\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar as at\" rel=\"noopener follow\" href=\"/@agent007gpt/autonomous-ai-agent-c947f7e58a94?source=read_next_recirc-----b81961e79210----2---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\"><div title=\"\"><h2 class=\"be ew qv qw uz va lw qx qy vb vc ma mb md vd ve me mf mh vf vg mi mj ml vh vi mm uh uj uk um uo bj\">Autonomous AI Agent</h2></div><div class=\"vj l\"><h3 class=\"be b gs z uh vk uj uk vl um uo gx\">The next AI revolution after chatGPT</h3></div></a></div><a class=\"af ag ah ai aj ak al am an ao ap aq ar as at\" rel=\"noopener follow\" href=\"/@agent007gpt/autonomous-ai-agent-c947f7e58a94?source=read_next_recirc-----b81961e79210----2---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\"><span class=\"be b jn z gx\"><div class=\"ab q\"><span>9 min read</span><span class=\"gv l\" aria-hidden=\"true\"><span class=\"be b bf z gx\">·</span></span><span>Jun 23</span></div></span></a><div class=\"vm vn vo vp vq l\"><div class=\"ab co\"><div class=\"am vr vs vt vu vv vw vx vy vz wa ab q\"><div class=\"ab q ir\"><div class=\"pw-multi-vote-icon gp is it iu iv\"><div class=\"\"><div class=\"iw ix iy iz ja jb jc am jd je jf iv\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" aria-label=\"clap\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M11.37.83L12 3.28l.63-2.45h-1.26zM15.42 1.84l-1.18-.39-.34 2.5 1.52-2.1zM9.76 1.45l-1.19.4 1.53 2.1-.34-2.5zM20.25 11.84l-2.5-4.4a1.42 1.42 0 0 0-.93-.64.96.96 0 0 0-.75.18c-.25.19-.4.42-.45.7l.05.05 2.35 4.13c1.62 2.95 1.1 5.78-1.52 8.4l-.46.41c1-.13 1.93-.6 2.78-1.45 2.7-2.7 2.51-5.59 1.43-7.38zM12.07 9.01c-.13-.69.08-1.3.57-1.77l-2.06-2.07a1.12 1.12 0 0 0-1.56 0c-.15.15-.22.34-.27.53L12.07 9z\"></path><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M14.74 8.3a1.13 1.13 0 0 0-.73-.5.67.67 0 0 0-.53.13c-.15.12-.59.46-.2 1.3l1.18 2.5a.45.45 0 0 1-.23.76.44.44 0 0 1-.48-.25L7.6 6.11a.82.82 0 1 0-1.15 1.15l3.64 3.64a.45.45 0 1 1-.63.63L5.83 7.9 4.8 6.86a.82.82 0 0 0-1.33.9c.04.1.1.18.18.26l1.02 1.03 3.65 3.64a.44.44 0 0 1-.15.73.44.44 0 0 1-.48-.1L4.05 9.68a.82.82 0 0 0-1.4.57.81.81 0 0 0 .24.58l1.53 1.54 2.3 2.28a.45.45 0 0 1-.64.63L3.8 13a.81.81 0 0 0-1.39.57c0 .22.09.43.24.58l4.4 4.4c2.8 2.8 5.5 4.12 8.68.94 2.27-2.28 2.71-4.6 1.34-7.1l-2.32-4.08z\"></path></svg></div></div></div><div class=\"pw-multi-vote-count l jg jh ji jj jk jl jm\"><p class=\"be b jn z gx\"><span class=\"ix\">--</span></p></div></div><div class=\"wb l\"><div><div class=\"bl\" aria-hidden=\"false\"><a class=\"af js ah iw aj ak al jr an ao ap aq ar as at jq ab q jt ju\" aria-label=\"responses\" rel=\"noopener follow\" href=\"/@agent007gpt/autonomous-ai-agent-c947f7e58a94?responsesOpen=true&amp;sortBy=REVERSE_CHRON&amp;source=read_next_recirc-----b81961e79210----2---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" class=\"\"><path d=\"M18 16.8a7.14 7.14 0 0 0 2.24-5.32c0-4.12-3.53-7.48-8.05-7.48C7.67 4 4 7.36 4 11.48c0 4.13 3.67 7.48 8.2 7.48a8.9 8.9 0 0 0 2.38-.32c.23.2.48.39.75.56 1.06.69 2.2 1.04 3.4 1.04.22 0 .4-.11.48-.29a.5.5 0 0 0-.04-.52 6.4 6.4 0 0 1-1.16-2.65v.02zm-3.12 1.06l-.06-.22-.32.1a8 8 0 0 1-2.3.33c-4.03 0-7.3-2.96-7.3-6.59S8.17 4.9 12.2 4.9c4 0 7.1 2.96 7.1 6.6 0 1.8-.6 3.47-2.02 4.72l-.2.16v.26l.02.3a6.74 6.74 0 0 0 .88 2.4 5.27 5.27 0 0 1-2.17-.86c-.28-.17-.72-.38-.94-.59l.01-.02z\"></path></svg></a></div></div></div></div><div class=\"ab q wc wd\"></div></div></div><div class=\"j i d\"><div class=\"qc bg qd we\"></div></div></div></div></div></div></div></article></div></div><div class=\"ry rz sa sb sc sd se sf sg sh si sj sk sl sm sn so sp sq sr ss\"><div class=\"st su sv sw sx sy l\"><article class=\"sy\"><div class=\"sy nx l\"><div class=\"bg sy\"><div class=\"sy l\"><div class=\"sy sz ta tb tc td te tf tg th ti tj tk tl\"><div class=\"tm\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar as at\" aria-label=\"Bye Bye, Spotify\" rel=\"noopener follow\" href=\"/pitfall/bye-bye-spotify-37bb823839d2?source=read_next_recirc-----b81961e79210----3---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\"><div class=\"to tp tq tr ts\"><img alt=\"Bye Bye, Spotify\" class=\"bg tt tu tv tw bw\" src=\"https://miro.medium.com/v2/resize:fit:1358/0*CIFEv8QIEjuBWqTB\" loading=\"lazy\"/></div></a></div><div class=\"tn ab ca cn\"><div class=\"tx ty tz ua ub ab\"><div class=\"uc l\"><div><div class=\"bl\" aria-hidden=\"false\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar as at\" rel=\"noopener follow\" href=\"/@73srabt?source=read_next_recirc-----b81961e79210----3---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\"><div class=\"l gp\"><img alt=\"Scott-Ryan Abt\" class=\"l ec bx ue uf cw\" src=\"https://miro.medium.com/v2/resize:fill:40:40/1*4MpeAtM5-fGCa3vOPM6XXg.jpeg\" width=\"20\" height=\"20\" loading=\"lazy\"/><div class=\"ud bx l ue uf eh n ax go\"></div></div></a></div></div></div><div class=\"ug l\"><div><div class=\"bl\" aria-hidden=\"false\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar gu ab q\" rel=\"noopener follow\" href=\"/@73srabt?source=read_next_recirc-----b81961e79210----3---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\"><p class=\"be b jn z uh ui uj uk ul um un uo bj\">Scott-Ryan Abt</p></a></div></div></div><div class=\"ug l\"><p class=\"be b jn z gx\">in</p></div><div class=\"l\"><div><div class=\"bl\" aria-hidden=\"false\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar gu ab q\" href=\"https://medium.com/pitfall?source=read_next_recirc-----b81961e79210----3---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\" rel=\"noopener follow\"><p class=\"be b jn z uh ui uj uk ul um un uo bj\">Pitfall</p></a></div></div></div></div><div class=\"up uq ur us ut uu uv uw ux uy l eo\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar as at\" rel=\"noopener follow\" href=\"/pitfall/bye-bye-spotify-37bb823839d2?source=read_next_recirc-----b81961e79210----3---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\"><div title=\"\"><h2 class=\"be ew qv qw uz va lw qx qy vb vc ma mb md vd ve me mf mh vf vg mi mj ml vh vi mm uh uj uk um uo bj\">Bye Bye, Spotify</h2></div><div class=\"vj l\"><h3 class=\"be b gs z uh vk uj uk vl um uo gx\">And see ya later, all you subscription services in my little empire</h3></div></a></div><a class=\"af ag ah ai aj ak al am an ao ap aq ar as at\" rel=\"noopener follow\" href=\"/pitfall/bye-bye-spotify-37bb823839d2?source=read_next_recirc-----b81961e79210----3---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\"><span class=\"be b jn z gx\"><div class=\"ab q\"><div class=\"nx ab\"><div class=\"bl\" aria-hidden=\"false\"><button class=\"l ax ao am\" aria-label=\"Member-only story\"><div class=\"\"><div><div class=\"bl\" aria-hidden=\"false\"><svg width=\"16\" height=\"16\" viewBox=\"0 0 20 20\" fill=\"none\"><path d=\"M12.4 12.77l-1.81 4.99a.63.63 0 0 1-1.18 0l-1.8-4.99a.63.63 0 0 0-.38-.37l-4.99-1.81a.62.62 0 0 1 0-1.18l4.99-1.8a.63.63 0 0 0 .37-.38l1.81-4.99a.63.63 0 0 1 1.18 0l1.8 4.99a.63.63 0 0 0 .38.37l4.99 1.81a.63.63 0 0 1 0 1.18l-4.99 1.8a.63.63 0 0 0-.37.38z\" fill=\"#FFC017\"></path></svg></div></div></div></button></div></div><span class=\"gv l\" aria-hidden=\"true\"><span class=\"be b bf z gx\">·</span></span><span>4 min read</span><span class=\"gv l\" aria-hidden=\"true\"><span class=\"be b bf z gx\">·</span></span><span>Aug 19</span></div></span></a><div class=\"vm vn vo vp vq l\"><div class=\"ab co\"><div class=\"am vr vs vt vu vv vw vx vy vz wa ab q\"><div class=\"ab q ir\"><div class=\"pw-multi-vote-icon gp is it iu iv\"><div class=\"\"><div class=\"iw ix iy iz ja jb jc am jd je jf iv\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" aria-label=\"clap\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M11.37.83L12 3.28l.63-2.45h-1.26zM15.42 1.84l-1.18-.39-.34 2.5 1.52-2.1zM9.76 1.45l-1.19.4 1.53 2.1-.34-2.5zM20.25 11.84l-2.5-4.4a1.42 1.42 0 0 0-.93-.64.96.96 0 0 0-.75.18c-.25.19-.4.42-.45.7l.05.05 2.35 4.13c1.62 2.95 1.1 5.78-1.52 8.4l-.46.41c1-.13 1.93-.6 2.78-1.45 2.7-2.7 2.51-5.59 1.43-7.38zM12.07 9.01c-.13-.69.08-1.3.57-1.77l-2.06-2.07a1.12 1.12 0 0 0-1.56 0c-.15.15-.22.34-.27.53L12.07 9z\"></path><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M14.74 8.3a1.13 1.13 0 0 0-.73-.5.67.67 0 0 0-.53.13c-.15.12-.59.46-.2 1.3l1.18 2.5a.45.45 0 0 1-.23.76.44.44 0 0 1-.48-.25L7.6 6.11a.82.82 0 1 0-1.15 1.15l3.64 3.64a.45.45 0 1 1-.63.63L5.83 7.9 4.8 6.86a.82.82 0 0 0-1.33.9c.04.1.1.18.18.26l1.02 1.03 3.65 3.64a.44.44 0 0 1-.15.73.44.44 0 0 1-.48-.1L4.05 9.68a.82.82 0 0 0-1.4.57.81.81 0 0 0 .24.58l1.53 1.54 2.3 2.28a.45.45 0 0 1-.64.63L3.8 13a.81.81 0 0 0-1.39.57c0 .22.09.43.24.58l4.4 4.4c2.8 2.8 5.5 4.12 8.68.94 2.27-2.28 2.71-4.6 1.34-7.1l-2.32-4.08z\"></path></svg></div></div></div><div class=\"pw-multi-vote-count l jg jh ji jj jk jl jm\"><p class=\"be b jn z gx\"><span class=\"ix\">--</span></p></div></div><div class=\"wb l\"><div><div class=\"bl\" aria-hidden=\"false\"><a class=\"af js ah iw aj ak al jr an ao ap aq ar as at jq ab q jt ju\" aria-label=\"responses\" rel=\"noopener follow\" href=\"/pitfall/bye-bye-spotify-37bb823839d2?responsesOpen=true&amp;sortBy=REVERSE_CHRON&amp;source=read_next_recirc-----b81961e79210----3---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" class=\"\"><path d=\"M18 16.8a7.14 7.14 0 0 0 2.24-5.32c0-4.12-3.53-7.48-8.05-7.48C7.67 4 4 7.36 4 11.48c0 4.13 3.67 7.48 8.2 7.48a8.9 8.9 0 0 0 2.38-.32c.23.2.48.39.75.56 1.06.69 2.2 1.04 3.4 1.04.22 0 .4-.11.48-.29a.5.5 0 0 0-.04-.52 6.4 6.4 0 0 1-1.16-2.65v.02zm-3.12 1.06l-.06-.22-.32.1a8 8 0 0 1-2.3.33c-4.03 0-7.3-2.96-7.3-6.59S8.17 4.9 12.2 4.9c4 0 7.1 2.96 7.1 6.6 0 1.8-.6 3.47-2.02 4.72l-.2.16v.26l.02.3a6.74 6.74 0 0 0 .88 2.4 5.27 5.27 0 0 1-2.17-.86c-.28-.17-.72-.38-.94-.59l.01-.02z\"></path></svg><p class=\"be b jn z gx\"><span class=\"pw-responses-count jo jp\">282</span></p></a></div></div></div></div><div class=\"ab q wc wd\"></div></div></div></div></div></div></div></div></article></div></div></div><div class=\"qc bg qd dj dk wz xa xb\"></div><a class=\"be b bf z bj ou xc xd xe xf jt xg pa pb ha xh xi xj pe xk xl xm xn xo pg ph ec bl pi nj\" rel=\"noopener follow\" href=\"/?source=post_page-----b81961e79210--------------------------------\"><div class=\"l nj\">See more 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The majority of the population of Pakistan is directly or indirectly dependent on this sector, it contributes about 24% of the Gross Domestic Product (GDP). However, it is plagued by inefficiencies in management and lack of coordination between landlords and farmers. 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Key functionalities may include tenant management, expense tracking, financial report generation, and seamless communication. The system will also facilitate farmer screening\\u002Fverification and event tracking via an integrated calendar.\",\"hasDropCap\":null,\"dropCapImage\":null,\"markups\":[],\"codeBlockMetadata\":null,\"iframe\":null,\"mixtapeMetadata\":null},\"Paragraph:9ce8dd6e7209_6\":{\"__typename\":\"Paragraph\",\"id\":\"9ce8dd6e7209_6\",\"name\":\"2b80\",\"type\":\"BQ\",\"href\":null,\"layout\":null,\"metadata\":null,\"text\":\"In short: The main purpose of our application is to reduce the complexity of managing farmlands and utilizing historical data to make informed decisions thereby maximizing productivity of farms.\",\"hasDropCap\":null,\"dropCapImage\":null,\"markups\":[],\"codeBlockMetadata\":null,\"iframe\":null,\"mixtapeMetadata\":null},\"Paragraph:9ce8dd6e7209_7\":{\"__typename\":\"Paragraph\",\"id\":\"9ce8dd6e7209_7\",\"name\":\"7cd1\",\"type\":\"H4\",\"href\":null,\"layout\":null,\"metadata\":null,\"text\":\"The Role of Data Science\",\"hasDropCap\":null,\"dropCapImage\":null,\"markups\":[],\"codeBlockMetadata\":null,\"iframe\":null,\"mixtapeMetadata\":null},\"Paragraph:9ce8dd6e7209_8\":{\"__typename\":\"Paragraph\",\"id\":\"9ce8dd6e7209_8\",\"name\":\"8e97\",\"type\":\"P\",\"href\":null,\"layout\":null,\"metadata\":null,\"text\":\"In farm management there a amount of data at play, yield of crop, expenses, profit etc. To make the most of this data we need to apply data science techniques in order to perform critical analysis of historical data in order to make well informed decisions in the future with the goal of maximizing productivity and hence profit. This is where data science comes in. One of our goals will be to generate reports and graphs from our dataset that will provide the landlords with the ability to make informed business decisions which will boost the productivity of their farms. 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28px)}.rq{margin-left:-14px}.rr{margin-right:-14px}.sg{padding-left:14px}.sh{padding-right:14px}.si{flex-basis:50%}.sj{max-width:50%}.sv{padding-bottom:56px}.tg{gap:24px 0}.th{grid-template-areas:\"image image image image image image image image image image image image\" \"content content content content content content content content content content content content\"}.tq{display:block}.tz{margin-bottom:16px}.ut{padding-bottom:16px}.uu{flex:1 0 auto}.vd{max-height:48px}.ve{-webkit-line-clamp:2}.vo{padding-top:16px}.vv{max-width:56%}.vw{flex:1 0 0}.wq{margin-top:24px}.wr{margin-bottom:56px}.wz{margin-bottom:24px}.xm{width:min-width}.k{display:none}.u{display:flex}.v{justify-content:space-between}.bs{width:24px}.cc{margin:0 24px}.cr{height:40px}.cy{margin-bottom:44px}.dk{margin-bottom:32px}.dt{margin-bottom:4px}.fc{font-size:32px}.fd{margin-top:1.01em}.fe{margin-bottom:24px}.ff{line-height:38px}.fg{letter-spacing:-0.014em}.gd{align-items:flex-start}.hf{flex-direction:column}.hl{margin:24px 0 0}.hm{padding:0}.ib> *{margin-right:8px}.ic> :last-child{margin-right:8px}.iu{margin-left:0px}.kh{border:1px solid #F2F2F2}.ki{border-radius:99em}.kj{padding:0px 16px 0px 12px}.kk{height:38px}.kl{align-items:center}.kn svg{margin-right:8px}.kz{font-size:18px}.la{margin-top:1.56em}.lb{line-height:28px}.lc{letter-spacing:-0.003em}.lx{font-size:16px}.ly{margin-top:1.23em}.lz{line-height:20px}.ma{letter-spacing:0}.mp{margin-top:0.67em}.mx{margin-top:40px}.nr{margin-bottom:80px}.oj{padding-top:48px}.qf{margin-top:32px}.qp{margin:0}.qx{font-size:20px}.qy{line-height:24px}.rm{width:calc(100% + 24px)}.rn{margin-left:-12px}.ro{margin-right:-12px}.sc{padding-left:12px}.sd{padding-right:12px}.se{flex-basis:100%}.sf{max-width:100%}.su{padding-bottom:32px}.te{gap:24px 0}.tf{grid-template-areas:\"image image image image image image image image image image image image\" \"content content content content content content content content content content content content\"}.tp{display:block}.ty{margin-bottom:16px}.ur{padding-bottom:16px}.us{flex:1 0 auto}.vb{max-height:48px}.vc{-webkit-line-clamp:2}.vn{padding-top:16px}.vt{max-width:56%}.vu{flex:1 0 0}.wp{margin-top:16px}.xl{width:100%}.km:hover{border-color:#E5E5E5}.oa{display:none}.nc{transition:transform 300ms cubic-bezier(0.2, 0, 0.2, 1)}.uo{max-height:none}document.domain = document.domain;IntelliFarm — Farm Supervision &amp; Productivity Analysis PlatformAgha Durrez Khan·Follow3 min read·1 day ago--1ListenShareNote: The information provided here is subject to change and may be updated or revised in response to evolving circumstances.Project OverviewAgriculture is the backbone of the Pakistan’s economy. The majority of the population of Pakistan is directly or indirectly dependent on this sector, it contributes about 24% of the Gross Domestic Product (GDP). However, it is plagued by inefficiencies in management and lack of coordination between landlords and farmers. In addition to this, vast tracts of lands owned by landlords are often poorly managed, unable to reach their full potential yield.The solution to all of these problems lies in our app “IntelliFarm” which is a comprehensive, unified, tailored and adaptable farm management system developed using flutter framework, designed to streamline the complexities of farm management which helps to stimulate communication, organization, and efficiency In management of farmlands.It will offer a wide range of features that will benefit landlords, tenants, and related stakeholders. Key functionalities may include tenant management, expense tracking, financial report generation, and seamless communication. The system will also facilitate farmer screening/verification and event tracking via an integrated calendar.In short: The main purpose of our application is to reduce the complexity of managing farmlands and utilizing historical data to make informed decisions thereby maximizing productivity of farms.The Role of Data ScienceIn farm management there a amount of data at play, yield of crop, expenses, profit etc. To make the most of this data we need to apply data science techniques in order to perform critical analysis of historical data in order to make well informed decisions in the future with the goal of maximizing productivity and hence profit. This is where data science comes in. One of our goals will be to generate reports and graphs from our dataset that will provide the landlords with the ability to make informed business decisions which will boost the productivity of their farms. The Following graphs are examples of how data science can provide insights to the landlords using the app:In the above graph we can see the total profit per year of the farmland. This will inform the landlord on how effective his management has been throughout the years.The above graph shows the top 5 most profitable crops that are grown on the farmland. This can be used by a landlord to determine which crop he should focus on growing in order to maximize profit.In the above graph we can see the distribution of debt between the farmers. This will allow the landlord to determine which farmer can be entrusted with growing more crops.ConclusionData science plays an exceptionally crucial role in this project, underpinning its success and providing invaluable insights. 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The majority of the population of Pakistan is directly or indirectly dependent on this sector, it contributes about 24% of the Gross Domestic Product (GDP). However, it is plagued by inefficiencies in management and lack of coordination between landlords and farmers. 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Key functionalities may include tenant management, expense tracking, financial report generation, and seamless communication. The system will also facilitate farmer screening\\u002Fverification and event tracking via an integrated calendar.\",\"hasDropCap\":null,\"dropCapImage\":null,\"markups\":[],\"codeBlockMetadata\":null,\"iframe\":null,\"mixtapeMetadata\":null},\"Paragraph:9ce8dd6e7209_6\":{\"__typename\":\"Paragraph\",\"id\":\"9ce8dd6e7209_6\",\"name\":\"2b80\",\"type\":\"BQ\",\"href\":null,\"layout\":null,\"metadata\":null,\"text\":\"In short: The main purpose of our application is to reduce the complexity of managing farmlands and utilizing historical data to make informed decisions thereby maximizing productivity of farms.\",\"hasDropCap\":null,\"dropCapImage\":null,\"markups\":[],\"codeBlockMetadata\":null,\"iframe\":null,\"mixtapeMetadata\":null},\"Paragraph:9ce8dd6e7209_7\":{\"__typename\":\"Paragraph\",\"id\":\"9ce8dd6e7209_7\",\"name\":\"7cd1\",\"type\":\"H4\",\"href\":null,\"layout\":null,\"metadata\":null,\"text\":\"The Role of Data Science\",\"hasDropCap\":null,\"dropCapImage\":null,\"markups\":[],\"codeBlockMetadata\":null,\"iframe\":null,\"mixtapeMetadata\":null},\"Paragraph:9ce8dd6e7209_8\":{\"__typename\":\"Paragraph\",\"id\":\"9ce8dd6e7209_8\",\"name\":\"8e97\",\"type\":\"P\",\"href\":null,\"layout\":null,\"metadata\":null,\"text\":\"In farm management there a amount of data at play, yield of crop, expenses, profit etc. To make the most of this data we need to apply data science techniques in order to perform critical analysis of historical data in order to make well informed decisions in the future with the goal of maximizing productivity and hence profit. This is where data science comes in. One of our goals will be to generate reports and graphs from our dataset that will provide the landlords with the ability to make informed business decisions which will boost the productivity of their farms. 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28px)}.rq{margin-left:-14px}.rr{margin-right:-14px}.sg{padding-left:14px}.sh{padding-right:14px}.si{flex-basis:50%}.sj{max-width:50%}.sv{padding-bottom:56px}.tg{gap:24px 0}.th{grid-template-areas:\"image image image image image image image image image image image image\" \"content content content content content content content content content content content content\"}.tq{display:block}.tz{margin-bottom:16px}.ut{padding-bottom:16px}.uu{flex:1 0 auto}.vd{max-height:48px}.ve{-webkit-line-clamp:2}.vo{padding-top:16px}.vv{max-width:56%}.vw{flex:1 0 0}.wq{margin-top:24px}.wr{margin-bottom:56px}.wz{margin-bottom:24px}.xm{width:min-width}.k{display:none}.u{display:flex}.v{justify-content:space-between}.bs{width:24px}.cc{margin:0 24px}.cr{height:40px}.cy{margin-bottom:44px}.dk{margin-bottom:32px}.dt{margin-bottom:4px}.fc{font-size:32px}.fd{margin-top:1.01em}.fe{margin-bottom:24px}.ff{line-height:38px}.fg{letter-spacing:-0.014em}.gd{align-items:flex-start}.hf{flex-direction:column}.hl{margin:24px 0 0}.hm{padding:0}.ib> *{margin-right:8px}.ic> :last-child{margin-right:8px}.iu{margin-left:0px}.kh{border:1px solid #F2F2F2}.ki{border-radius:99em}.kj{padding:0px 16px 0px 12px}.kk{height:38px}.kl{align-items:center}.kn svg{margin-right:8px}.kz{font-size:18px}.la{margin-top:1.56em}.lb{line-height:28px}.lc{letter-spacing:-0.003em}.lx{font-size:16px}.ly{margin-top:1.23em}.lz{line-height:20px}.ma{letter-spacing:0}.mp{margin-top:0.67em}.mx{margin-top:40px}.nr{margin-bottom:80px}.oj{padding-top:48px}.qf{margin-top:32px}.qp{margin:0}.qx{font-size:20px}.qy{line-height:24px}.rm{width:calc(100% + 24px)}.rn{margin-left:-12px}.ro{margin-right:-12px}.sc{padding-left:12px}.sd{padding-right:12px}.se{flex-basis:100%}.sf{max-width:100%}.su{padding-bottom:32px}.te{gap:24px 0}.tf{grid-template-areas:\"image image image image image image image image image image image image\" \"content content content content content content content content content content content content\"}.tp{display:block}.ty{margin-bottom:16px}.ur{padding-bottom:16px}.us{flex:1 0 auto}.vb{max-height:48px}.vc{-webkit-line-clamp:2}.vn{padding-top:16px}.vt{max-width:56%}.vu{flex:1 0 0}.wp{margin-top:16px}.xl{width:100%}.km:hover{border-color:#E5E5E5}.oa{display:none}.nc{transition:transform 300ms cubic-bezier(0.2, 0, 0.2, 1)}.uo{max-height:none}document.domain = document.domain;IntelliFarm — Farm Supervision & Productivity Analysis PlatformAgha Durrez Khan·Follow3 min read·1 day ago--1ListenShareNote: The information provided here is subject to change and may be updated or revised in response to evolving circumstances.Project OverviewAgriculture is the backbone of the Pakistan’s economy. The majority of the population of Pakistan is directly or indirectly dependent on this sector, it contributes about 24% of the Gross Domestic Product (GDP). However, it is plagued by inefficiencies in management and lack of coordination between landlords and farmers. In addition to this, vast tracts of lands owned by landlords are often poorly managed, unable to reach their full potential yield.The solution to all of these problems lies in our app “IntelliFarm” which is a comprehensive, unified, tailored and adaptable farm management system developed using flutter framework, designed to streamline the complexities of farm management which helps to stimulate communication, organization, and efficiency In management of farmlands.It will offer a wide range of features that will benefit landlords, tenants, and related stakeholders. Key functionalities may include tenant management, expense tracking, financial report generation, and seamless communication. The system will also facilitate farmer screening/verification and event tracking via an integrated calendar.In short: The main purpose of our application is to reduce the complexity of managing farmlands and utilizing historical data to make informed decisions thereby maximizing productivity of farms.The Role of Data ScienceIn farm management there a amount of data at play, yield of crop, expenses, profit etc. To make the most of this data we need to apply data science techniques in order to perform critical analysis of historical data in order to make well informed decisions in the future with the goal of maximizing productivity and hence profit. This is where data science comes in. One of our goals will be to generate reports and graphs from our dataset that will provide the landlords with the ability to make informed business decisions which will boost the productivity of their farms. The Following graphs are examples of how data science can provide insights to the landlords using the app:In the above graph we can see the total profit per year of the farmland. This will inform the landlord on how effective his management has been throughout the years.The above graph shows the top 5 most profitable crops that are grown on the farmland. This can be used by a landlord to determine which crop he should focus on growing in order to maximize profit.In the above graph we can see the distribution of debt between the farmers. This will allow the landlord to determine which farmer can be entrusted with growing more crops.ConclusionData science plays an exceptionally crucial role in this project, underpinning its success and providing invaluable insights. Through the systematic collection, analysis, and interpretation of data, data science empowers the project and is essential to its functionality and hence its overall success.----1FollowWritten by Agha Durrez Khan2 FollowersFollowRecommended from MediumThomas SmithinThe GeneratorChatGPT Vision is Changing How I Interact With the Real WorldI’m using the system every day — but not how I expected·8 min read·3 days ago--34Barr MosesinTowards Data Science5 Generative AI Use Cases Companies Can Implement TodayGetting started with LLMs? Here are 5 common applications tested by OpenAI, Vimeo, Whatnot, and other AI leaders.10 min read·3 days ago--2ListsStaff Picks469 stories·338 savesStories to Help You Level-Up at Work19 stories·239 savesSelf-Improvement 10120 stories·690 savesProductivity 10120 stories·626 savesAL AnanyThe ChatGPT Hype Is Over — Now Watch How Google Will Kill ChatGPT.It never happens instantly. 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Key functionalities may include tenant management, expense tracking, financial report generation, and seamless communication. The system will also facilitate farmer screening\\u002Fverification and event tracking via an integrated calendar.\",\"hasDropCap\":null,\"dropCapImage\":null,\"markups\":[],\"codeBlockMetadata\":null,\"iframe\":null,\"mixtapeMetadata\":null},\"Paragraph:9ce8dd6e7209_6\":{\"__typename\":\"Paragraph\",\"id\":\"9ce8dd6e7209_6\",\"name\":\"2b80\",\"type\":\"BQ\",\"href\":null,\"layout\":null,\"metadata\":null,\"text\":\"In short: The main purpose of our application is to reduce the complexity of managing farmlands and utilizing historical data to make informed decisions thereby maximizing productivity of farms.\",\"hasDropCap\":null,\"dropCapImage\":null,\"markups\":[],\"codeBlockMetadata\":null,\"iframe\":null,\"mixtapeMetadata\":null},\"Paragraph:9ce8dd6e7209_7\":{\"__typename\":\"Paragraph\",\"id\":\"9ce8dd6e7209_7\",\"name\":\"7cd1\",\"type\":\"H4\",\"href\":null,\"layout\":null,\"metadata\":null,\"text\":\"The Role of Data Science\",\"hasDropCap\":null,\"dropCapImage\":null,\"markups\":[],\"codeBlockMetadata\":null,\"iframe\":null,\"mixtapeMetadata\":null},\"Paragraph:9ce8dd6e7209_8\":{\"__typename\":\"Paragraph\",\"id\":\"9ce8dd6e7209_8\",\"name\":\"8e97\",\"type\":\"P\",\"href\":null,\"layout\":null,\"metadata\":null,\"text\":\"In farm management there a amount of data at play, yield of crop, expenses, profit etc. To make the most of this data we need to apply data science techniques in order to perform critical analysis of historical data in order to make well informed decisions in the future with the goal of maximizing productivity and hence profit. This is where data science comes in. One of our goals will be to generate reports and graphs from our dataset that will provide the landlords with the ability to make informed business decisions which will boost the productivity of their farms. 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Find all articles\n","summaries = soup.find_all(\"div\", class_=\"l\")\n","summaries[0]"],"metadata":{"id":"TlgQP0TWG3Ki","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1696960362827,"user_tz":-300,"elapsed":13,"user":{"displayName":"Junaid Aslam","userId":"00783424550127806115"}},"outputId":"42b49f64-a99e-45ee-a836-ea42736aa9a5"},"execution_count":5,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<div class=\"l c\"><div class=\"l m n o c\"><div class=\"p q r s t u v w x i d y z\"></div><div class=\"p q r ab ac\"><div class=\"ab q ae\"><a aria-label=\"Homepage\" class=\"af ag ah ai aj ak al am an ao ap aq ar as at ab\" data-testid=\"headerMediumLogo\" href=\"/?source=---two_column_layout_nav----------------------------------\" rel=\"noopener follow\"><svg class=\"au av\" viewBox=\"0 0 1043.63 592.71\"><g data-name=\"Layer 2\"><g data-name=\"Layer 1\"><path d=\"M588.67 296.36c0 163.67-131.78 296.35-294.33 296.35S0 460 0 296.36 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bg l\"><div class=\"gc gd ge gf gg ab\"><div><div class=\"ab gh\"><a href=\"/@aghadurrezkhan75?source=post_page-----b81961e79210--------------------------------\" rel=\"noopener follow\"><div><div aria-hidden=\"false\" class=\"bl\"><div class=\"l gi gj bx gk gl\"><div class=\"l gp\"><img alt=\"Agha Durrez Khan\" class=\"l ec bx dc dd cw\" data-testid=\"authorPhoto\" height=\"44\" loading=\"lazy\" src=\"https://miro.medium.com/v2/resize:fill:88:88/0*MEiJ_MVeqiEvE52x\" width=\"44\"/><div class=\"gm bx l dc dd eh n gn go\"></div></div></div></div></div></a></div></div><div class=\"bm bg l\"><div class=\"ab\"><div style=\"flex:1\"><span class=\"be b bf z bj\"><div class=\"gq ab q\"><div class=\"ab q gr\"><div class=\"ab q\"><div><div aria-hidden=\"false\" class=\"bl\"><p class=\"be b gs gt bj\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar gu\" data-testid=\"authorName\" href=\"/@aghadurrezkhan75?source=post_page-----b81961e79210--------------------------------\" rel=\"noopener 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0-.04-.52 6.4 6.4 0 0 1-1.16-2.65v.02zm-3.12 1.06l-.06-.22-.32.1a8 8 0 0 1-2.3.33c-4.03 0-7.3-2.96-7.3-6.59S8.17 4.9 12.2 4.9c4 0 7.1 2.96 7.1 6.6 0 1.8-.6 3.47-2.02 4.72l-.2.16v.26l.02.3a6.74 6.74 0 0 0 .88 2.4 5.27 5.27 0 0 1-2.17-.86c-.28-.17-.72-.38-.94-.59l.01-.02z\"></path></svg><p class=\"be b jn z gx\"><span class=\"pw-responses-count jo jp\">1</span></p></button></div></div></div><div class=\"ab q hz ia ib ic id ie if ig ih ii ij ik il im in\"><div class=\"jv k j i d\"></div><div class=\"h k\"></div><div class=\"ec qn cm\"><div class=\"l ae\"><div class=\"ab ca\"><div class=\"qo qp qq qr qs ng ch bg\"><div class=\"ab\"><div aria-hidden=\"false\" class=\"bl bg\"><div><div aria-hidden=\"false\" class=\"bl\"><button aria-label=\"Listen\" class=\"af js ah ai aj ak al jw an ao ap ha jx jy ju jz ka kb kc kd s ke kf kg kh ki kj kk u kl km kn\" data-testid=\"audioPlayButton\"><svg fill=\"none\" height=\"24\" viewBox=\"0 0 24 24\" width=\"24\"><path clip-rule=\"evenodd\" d=\"M3 12a9 9 0 1 1 18 0 9 9 0 0 1-18 0zm9-10a10 10 0 1 0 0 20 10 10 0 0 0 0-20zm3.38 10.42l-4.6 3.06a.5.5 0 0 1-.78-.41V8.93c0-.4.45-.63.78-.41l4.6 3.06c.3.2.3.64 0 .84z\" fill=\"currentColor\" fill-rule=\"evenodd\"></path></svg><div class=\"j i d\"><p class=\"be b bf z gx\">Listen</p></div></button></div></div></div></div></div></div></div></div><div aria-describedby=\"postFooterSocialMenu\" aria-hidden=\"false\" aria-labelledby=\"postFooterSocialMenu\" class=\"bl\"><div><div aria-hidden=\"false\" class=\"bl\"><button aria-controls=\"postFooterSocialMenu\" aria-expanded=\"false\" aria-label=\"Share Post\" class=\"af js ah ai aj ak al jw an ao ap ha jx jy ju jz ka kb kc kd s ke kf kg kh ki kj kk u kl km kn\" data-testid=\"headerSocialShareButton\"><svg fill=\"none\" height=\"24\" viewBox=\"0 0 24 24\" width=\"24\"><path clip-rule=\"evenodd\" d=\"M15.22 4.93a.42.42 0 0 1-.12.13h.01a.45.45 0 0 1-.29.08.52.52 0 0 1-.3-.13L12.5 3v7.07a.5.5 0 0 1-.5.5.5.5 0 0 1-.5-.5V3.02l-2 2a.45.45 0 0 1-.57.04h-.02a.4.4 0 0 1-.16-.3.4.4 0 0 1 .1-.32l2.8-2.8a.5.5 0 0 1 .7 0l2.8 2.8a.42.42 0 0 1 .07.5zm-.1.14zm.88 2h1.5a2 2 0 0 1 2 2v10a2 2 0 0 1-2 2h-11a2 2 0 0 1-2-2v-10a2 2 0 0 1 2-2H8a.5.5 0 0 1 .35.14c.1.1.15.22.15.35a.5.5 0 0 1-.15.35.5.5 0 0 1-.35.15H6.4c-.5 0-.9.4-.9.9v10.2a.9.9 0 0 0 .9.9h11.2c.5 0 .9-.4.9-.9V8.96c0-.5-.4-.9-.9-.9H16a.5.5 0 0 1 0-1z\" fill=\"currentColor\" fill-rule=\"evenodd\"></path></svg><div class=\"j i d\"><p class=\"be b bf z gx\">Share</p></div></button></div></div></div></div></div></div></div></div></div><blockquote class=\"ko kp kq\"><p class=\"kr ks kt ku b kv kw kx ky kz la lb lc ld le lf lg lh li lj lk ll lm ln lo lp eo bj\" id=\"0826\">Note: The information provided here is subject to change and may be updated or revised in response to evolving circumstances.</p></blockquote><h2 class=\"lq lr ev be ls lt lu lv lw lx ly lz ma mb mc md me mf mg mh mi mj mk ml mm mn bj\" id=\"8b0a\">Project Overview</h2><p class=\"pw-post-body-paragraph kr ks ev ku b kv mo kx ky kz mp lb lc mb mq lf lg mf mr lj lk mj ms ln lo lp eo bj\" id=\"4732\">Agriculture is the backbone of the Pakistan’s economy. The majority of the population of Pakistan is directly or indirectly dependent on this sector, it contributes about 24% of the Gross Domestic Product (GDP). However, it is plagued by inefficiencies in management and lack of coordination between landlords and farmers. In addition to this, vast tracts of lands owned by landlords are often poorly managed, unable to reach their full potential yield.</p><p class=\"pw-post-body-paragraph kr ks ev ku b kv kw kx ky kz la lb lc mb le lf lg mf li lj lk mj lm ln lo lp eo bj\" id=\"5068\">The solution to all of these problems lies in our app “<em class=\"kt\">IntelliFarm</em>” which is a comprehensive, unified, tailored and adaptable farm management system developed using flutter framework, designed to streamline the complexities of farm management which helps to stimulate communication, organization, and efficiency In management of farmlands.</p><p class=\"pw-post-body-paragraph kr ks ev ku b kv kw kx ky kz la lb lc mb le lf lg mf li lj lk mj lm ln lo lp eo bj\" id=\"7821\">It will offer a wide range of features that will benefit landlords, tenants, and related stakeholders. Key functionalities may include tenant management, expense tracking, financial report generation, and seamless communication. The system will also facilitate farmer screening/verification and event tracking via an integrated calendar.</p><blockquote class=\"ko kp kq\"><p class=\"kr ks kt ku b kv kw kx ky kz la lb lc ld le lf lg lh li lj lk ll lm ln lo lp eo bj\" id=\"2b80\">In short: The main purpose of our application is to reduce the complexity of managing farmlands and utilizing historical data to make informed decisions thereby maximizing productivity of farms.</p></blockquote><h2 class=\"lq lr ev be ls lt lu lv lw lx ly lz ma mb mc md me mf mg mh mi mj mk ml mm mn bj\" id=\"7cd1\">The Role of Data Science</h2><p class=\"pw-post-body-paragraph kr ks ev ku b kv mo kx ky kz mp lb lc mb mq lf lg mf mr lj lk mj ms ln lo lp eo bj\" id=\"8e97\">In farm management there a amount of data at play, yield of crop, expenses, profit etc. To make the most of this data we need to apply data science techniques in order to perform critical analysis of historical data in order to make well informed decisions in the future with the goal of maximizing productivity and hence profit. This is where data science comes in. One of our goals will be to generate reports and graphs from our dataset that will provide the landlords with the ability to make informed business decisions which will boost the productivity of their farms. The Following graphs are examples of how data science can provide insights to the landlords using the app:</p><figure class=\"mw mx my mz na nb mt mu paragraph-image\"><div class=\"nc nd gp ne bg nf\" role=\"button\" tabindex=\"0\"><div class=\"mt mu mv\"><picture><source sizes=\"(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 700px\" srcset=\"https://miro.medium.com/v2/resize:fit:640/format:webp/1*-jC_49QspNOJEZQ-71iWxQ.png 640w, https://miro.medium.com/v2/resize:fit:720/format:webp/1*-jC_49QspNOJEZQ-71iWxQ.png 720w, https://miro.medium.com/v2/resize:fit:750/format:webp/1*-jC_49QspNOJEZQ-71iWxQ.png 750w, https://miro.medium.com/v2/resize:fit:786/format:webp/1*-jC_49QspNOJEZQ-71iWxQ.png 786w, https://miro.medium.com/v2/resize:fit:828/format:webp/1*-jC_49QspNOJEZQ-71iWxQ.png 828w, https://miro.medium.com/v2/resize:fit:1100/format:webp/1*-jC_49QspNOJEZQ-71iWxQ.png 1100w, https://miro.medium.com/v2/resize:fit:1400/format:webp/1*-jC_49QspNOJEZQ-71iWxQ.png 1400w\" type=\"image/webp\"/><source data-testid=\"og\" sizes=\"(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 700px\" srcset=\"https://miro.medium.com/v2/resize:fit:640/1*-jC_49QspNOJEZQ-71iWxQ.png 640w, https://miro.medium.com/v2/resize:fit:720/1*-jC_49QspNOJEZQ-71iWxQ.png 720w, https://miro.medium.com/v2/resize:fit:750/1*-jC_49QspNOJEZQ-71iWxQ.png 750w, https://miro.medium.com/v2/resize:fit:786/1*-jC_49QspNOJEZQ-71iWxQ.png 786w, https://miro.medium.com/v2/resize:fit:828/1*-jC_49QspNOJEZQ-71iWxQ.png 828w, https://miro.medium.com/v2/resize:fit:1100/1*-jC_49QspNOJEZQ-71iWxQ.png 1100w, https://miro.medium.com/v2/resize:fit:1400/1*-jC_49QspNOJEZQ-71iWxQ.png 1400w\"/><img alt=\"\" class=\"bg ng nh c\" height=\"418\" loading=\"lazy\" role=\"presentation\" width=\"700\"/></picture></div></div><figcaption class=\"ni nj nk mt mu nl nm be b bf z gx\">In the above graph we can see the total profit per year of the farmland. This will inform the landlord on how effective his management has been throughout the years.</figcaption></figure><figure class=\"mw mx my mz na nb mt mu paragraph-image\"><div class=\"nc nd gp ne bg nf\" role=\"button\" tabindex=\"0\"><div class=\"mt mu nn\"><picture><source sizes=\"(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 700px\" srcset=\"https://miro.medium.com/v2/resize:fit:640/format:webp/1*EQI8qAjmumY8v_L6eOG3WA.png 640w, https://miro.medium.com/v2/resize:fit:720/format:webp/1*EQI8qAjmumY8v_L6eOG3WA.png 720w, https://miro.medium.com/v2/resize:fit:750/format:webp/1*EQI8qAjmumY8v_L6eOG3WA.png 750w, https://miro.medium.com/v2/resize:fit:786/format:webp/1*EQI8qAjmumY8v_L6eOG3WA.png 786w, https://miro.medium.com/v2/resize:fit:828/format:webp/1*EQI8qAjmumY8v_L6eOG3WA.png 828w, https://miro.medium.com/v2/resize:fit:1100/format:webp/1*EQI8qAjmumY8v_L6eOG3WA.png 1100w, https://miro.medium.com/v2/resize:fit:1400/format:webp/1*EQI8qAjmumY8v_L6eOG3WA.png 1400w\" type=\"image/webp\"/><source data-testid=\"og\" sizes=\"(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 700px\" srcset=\"https://miro.medium.com/v2/resize:fit:640/1*EQI8qAjmumY8v_L6eOG3WA.png 640w, https://miro.medium.com/v2/resize:fit:720/1*EQI8qAjmumY8v_L6eOG3WA.png 720w, https://miro.medium.com/v2/resize:fit:750/1*EQI8qAjmumY8v_L6eOG3WA.png 750w, https://miro.medium.com/v2/resize:fit:786/1*EQI8qAjmumY8v_L6eOG3WA.png 786w, https://miro.medium.com/v2/resize:fit:828/1*EQI8qAjmumY8v_L6eOG3WA.png 828w, https://miro.medium.com/v2/resize:fit:1100/1*EQI8qAjmumY8v_L6eOG3WA.png 1100w, https://miro.medium.com/v2/resize:fit:1400/1*EQI8qAjmumY8v_L6eOG3WA.png 1400w\"/><img alt=\"\" class=\"bg ng nh c\" height=\"418\" loading=\"lazy\" role=\"presentation\" width=\"700\"/></picture></div></div><figcaption class=\"ni nj nk mt mu nl nm be b bf z gx\">The above graph shows the top 5 most profitable crops that are grown on the farmland. This can be used by a landlord to determine which crop he should focus on growing in order to maximize profit.</figcaption></figure><figure class=\"mw mx my mz na nb mt mu paragraph-image\"><div class=\"nc nd gp ne bg nf\" role=\"button\" tabindex=\"0\"><div class=\"mt mu no\"><picture><source sizes=\"(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 700px\" srcset=\"https://miro.medium.com/v2/resize:fit:640/format:webp/1*-hgiFdU2KsIkeYIucnyiNQ.png 640w, https://miro.medium.com/v2/resize:fit:720/format:webp/1*-hgiFdU2KsIkeYIucnyiNQ.png 720w, https://miro.medium.com/v2/resize:fit:750/format:webp/1*-hgiFdU2KsIkeYIucnyiNQ.png 750w, https://miro.medium.com/v2/resize:fit:786/format:webp/1*-hgiFdU2KsIkeYIucnyiNQ.png 786w, https://miro.medium.com/v2/resize:fit:828/format:webp/1*-hgiFdU2KsIkeYIucnyiNQ.png 828w, https://miro.medium.com/v2/resize:fit:1100/format:webp/1*-hgiFdU2KsIkeYIucnyiNQ.png 1100w, https://miro.medium.com/v2/resize:fit:1400/format:webp/1*-hgiFdU2KsIkeYIucnyiNQ.png 1400w\" type=\"image/webp\"/><source data-testid=\"og\" sizes=\"(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 700px\" srcset=\"https://miro.medium.com/v2/resize:fit:640/1*-hgiFdU2KsIkeYIucnyiNQ.png 640w, https://miro.medium.com/v2/resize:fit:720/1*-hgiFdU2KsIkeYIucnyiNQ.png 720w, https://miro.medium.com/v2/resize:fit:750/1*-hgiFdU2KsIkeYIucnyiNQ.png 750w, https://miro.medium.com/v2/resize:fit:786/1*-hgiFdU2KsIkeYIucnyiNQ.png 786w, https://miro.medium.com/v2/resize:fit:828/1*-hgiFdU2KsIkeYIucnyiNQ.png 828w, https://miro.medium.com/v2/resize:fit:1100/1*-hgiFdU2KsIkeYIucnyiNQ.png 1100w, https://miro.medium.com/v2/resize:fit:1400/1*-hgiFdU2KsIkeYIucnyiNQ.png 1400w\"/><img alt=\"\" class=\"bg ng nh c\" height=\"585\" loading=\"lazy\" role=\"presentation\" width=\"700\"/></picture></div></div><figcaption class=\"ni nj nk mt mu nl nm be b bf z gx\">In the above graph we can see the distribution of debt between the farmers. This will allow the landlord to determine which farmer can be entrusted with growing more crops.</figcaption></figure><h2 class=\"lq lr ev be ls lt lu lv lw lx ly lz ma mb mc md me mf mg mh mi mj mk ml mm mn bj\" id=\"e35e\">Conclusion</h2><p class=\"pw-post-body-paragraph kr ks ev ku b kv mo kx ky kz mp lb lc mb mq lf lg mf mr lj lk mj ms ln lo lp eo bj\" id=\"6675\">Data science plays an exceptionally crucial role in this project, underpinning its success and providing invaluable insights. Through the systematic collection, analysis, and interpretation of data, data science empowers the project and is essential to its functionality and hence its overall success.</p></div></div></div></div></section></div></div></article><div class=\"ab ca\"><div class=\"ch bg dx dy dz ea\"></div></div></div><div class=\"l\"></div><footer class=\"np nq nr ns nt nu nv nw nx ab q ny nz c\"><div class=\"l ae\"><div class=\"ab ca\"><div class=\"ch bg dx dy dz ea\"><div class=\"ab co oa\"><div class=\"ab q ir\"><div class=\"ob l\"><span class=\"l oc od oe e d\"><div class=\"ab q ir\"><div class=\"pw-multi-vote-icon gp is it iu iv\"><div class=\"\"><div class=\"iw ix iy iz ja jb jc am jd je jf iv\"><svg aria-label=\"clap\" height=\"24\" viewBox=\"0 0 24 24\" width=\"24\"><path clip-rule=\"evenodd\" d=\"M11.37.83L12 3.28l.63-2.45h-1.26zM15.42 1.84l-1.18-.39-.34 2.5 1.52-2.1zM9.76 1.45l-1.19.4 1.53 2.1-.34-2.5zM20.25 11.84l-2.5-4.4a1.42 1.42 0 0 0-.93-.64.96.96 0 0 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gx\"><div class=\"ab q\"><div class=\"nx ab\"><div aria-hidden=\"false\" class=\"bl\"><button aria-label=\"Member-only story\" class=\"l ax ao am\"><div class=\"\"><div><div aria-hidden=\"false\" class=\"bl\"><svg fill=\"none\" height=\"16\" viewBox=\"0 0 20 20\" width=\"16\"><path d=\"M12.4 12.77l-1.81 4.99a.63.63 0 0 1-1.18 0l-1.8-4.99a.63.63 0 0 0-.38-.37l-4.99-1.81a.62.62 0 0 1 0-1.18l4.99-1.8a.63.63 0 0 0 .37-.38l1.81-4.99a.63.63 0 0 1 1.18 0l1.8 4.99a.63.63 0 0 0 .38.37l4.99 1.81a.63.63 0 0 1 0 1.18l-4.99 1.8a.63.63 0 0 0-.37.38z\" fill=\"#FFC017\"></path></svg></div></div></div></button></div></div><span aria-hidden=\"true\" class=\"gv l\"><span class=\"be b bf z gx\">·</span></span><span>8 min read</span><span aria-hidden=\"true\" class=\"gv l\"><span class=\"be b bf z gx\">·</span></span>3 days ago</div></span></a><div class=\"vm vn vo vp vq l\"><div class=\"ab co\"><div class=\"am vr vs vt vu vv vw vx vy vz wa ab q\"><div class=\"ab q ir\"><div class=\"pw-multi-vote-icon gp 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Science</p></a></div></div></div></div><div class=\"up uq ur us ut uu uv uw ux uy l eo\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar as at\" href=\"/towards-data-science/5-generative-ai-use-cases-companies-can-implement-today-f458707bfbbe?source=read_next_recirc-----b81961e79210----1---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\" rel=\"noopener follow\"><div title=\"\"><h2 class=\"be ew qv qw uz va lw qx qy vb vc ma mb md vd ve me mf mh vf vg mi mj ml vh vi mm uh uj uk um uo bj\">5 Generative AI Use Cases Companies Can Implement Today</h2></div><div class=\"vj l\"><h3 class=\"be b gs z uh vk uj uk vl um uo gx\">Getting started with LLMs? Here are 5 common applications tested by OpenAI, Vimeo, Whatnot, and other AI leaders.</h3></div></a></div><a class=\"af ag ah ai aj ak al am an ao ap aq ar as at\" href=\"/towards-data-science/5-generative-ai-use-cases-companies-can-implement-today-f458707bfbbe?source=read_next_recirc-----b81961e79210----1---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\" rel=\"noopener follow\"><span class=\"be b jn z gx\"><div class=\"ab q\"><span>10 min read</span><span aria-hidden=\"true\" class=\"gv l\"><span class=\"be b bf z gx\">·</span></span>3 days ago</div></span></a><div class=\"vm vn vo vp vq l\"><div class=\"ab co\"><div class=\"am vr vs vt vu vv vw vx vy vz wa ab q\"><div class=\"ab q ir\"><div class=\"pw-multi-vote-icon gp is it iu iv\"><div class=\"\"><div class=\"iw ix iy iz ja jb jc am jd je jf iv\"><svg aria-label=\"clap\" height=\"24\" viewBox=\"0 0 24 24\" width=\"24\"><path clip-rule=\"evenodd\" d=\"M11.37.83L12 3.28l.63-2.45h-1.26zM15.42 1.84l-1.18-.39-.34 2.5 1.52-2.1zM9.76 1.45l-1.19.4 1.53 2.1-.34-2.5zM20.25 11.84l-2.5-4.4a1.42 1.42 0 0 0-.93-.64.96.96 0 0 0-.75.18c-.25.19-.4.42-.45.7l.05.05 2.35 4.13c1.62 2.95 1.1 5.78-1.52 8.4l-.46.41c1-.13 1.93-.6 2.78-1.45 2.7-2.7 2.51-5.59 1.43-7.38zM12.07 9.01c-.13-.69.08-1.3.57-1.77l-2.06-2.07a1.12 1.12 0 0 0-1.56 0c-.15.15-.22.34-.27.53L12.07 9z\" fill-rule=\"evenodd\"></path><path clip-rule=\"evenodd\" d=\"M14.74 8.3a1.13 1.13 0 0 0-.73-.5.67.67 0 0 0-.53.13c-.15.12-.59.46-.2 1.3l1.18 2.5a.45.45 0 0 1-.23.76.44.44 0 0 1-.48-.25L7.6 6.11a.82.82 0 1 0-1.15 1.15l3.64 3.64a.45.45 0 1 1-.63.63L5.83 7.9 4.8 6.86a.82.82 0 0 0-1.33.9c.04.1.1.18.18.26l1.02 1.03 3.65 3.64a.44.44 0 0 1-.15.73.44.44 0 0 1-.48-.1L4.05 9.68a.82.82 0 0 0-1.4.57.81.81 0 0 0 .24.58l1.53 1.54 2.3 2.28a.45.45 0 0 1-.64.63L3.8 13a.81.81 0 0 0-1.39.57c0 .22.09.43.24.58l4.4 4.4c2.8 2.8 5.5 4.12 8.68.94 2.27-2.28 2.71-4.6 1.34-7.1l-2.32-4.08z\" fill-rule=\"evenodd\"></path></svg></div></div></div><div class=\"pw-multi-vote-count l jg jh ji jj jk jl jm\"><p class=\"be b jn z gx\"><span class=\"ix\">--</span></p></div></div><div class=\"wb l\"><div><div aria-hidden=\"false\" class=\"bl\"><a aria-label=\"responses\" class=\"af js ah iw aj ak al jr an ao ap aq ar as at jq ab q jt ju\" href=\"/towards-data-science/5-generative-ai-use-cases-companies-can-implement-today-f458707bfbbe?responsesOpen=true&amp;sortBy=REVERSE_CHRON&amp;source=read_next_recirc-----b81961e79210----1---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\" rel=\"noopener follow\"><svg class=\"\" height=\"24\" viewBox=\"0 0 24 24\" width=\"24\"><path d=\"M18 16.8a7.14 7.14 0 0 0 2.24-5.32c0-4.12-3.53-7.48-8.05-7.48C7.67 4 4 7.36 4 11.48c0 4.13 3.67 7.48 8.2 7.48a8.9 8.9 0 0 0 2.38-.32c.23.2.48.39.75.56 1.06.69 2.2 1.04 3.4 1.04.22 0 .4-.11.48-.29a.5.5 0 0 0-.04-.52 6.4 6.4 0 0 1-1.16-2.65v.02zm-3.12 1.06l-.06-.22-.32.1a8 8 0 0 1-2.3.33c-4.03 0-7.3-2.96-7.3-6.59S8.17 4.9 12.2 4.9c4 0 7.1 2.96 7.1 6.6 0 1.8-.6 3.47-2.02 4.72l-.2.16v.26l.02.3a6.74 6.74 0 0 0 .88 2.4 5.27 5.27 0 0 1-2.17-.86c-.28-.17-.72-.38-.94-.59l.01-.02z\"></path></svg><p class=\"be b jn z gx\"><span class=\"pw-responses-count jo jp\">2</span></p></a></div></div></div></div><div class=\"ab q wc wd\"></div></div></div></div></div></div></div></div></article></div></div></div></div><div class=\"qc bg qd wf\"></div><h2 class=\"be pw gs z eu bj\">Lists</h2><div class=\"we l\"><div class=\"cm ab ir hg rj rk rl rm rn ro rp rq rr rs rt ru rv rw rx\"><div class=\"ry rz sa sb sc sd se sf sg sh si sj sk sl sm sn so sp sq sr ss\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar as at ab ck cm\" href=\"/@MediumStaff/list/staff-picks-c7bc6e1ee00f?source=read_next_recirc-----b81961e79210--------------------------------\" rel=\"noopener follow\"><div class=\"wm wn uh ab hd gp\"><div class=\"gp tt wh bw wi\"><div class=\"tt gj uh l\"><img alt=\"\" class=\"\" height=\"48\" loading=\"lazy\" role=\"presentation\" src=\"https://miro.medium.com/v2/resize:fill:96:96/1*aBKIE9o5fUsc84jqk24tiw.jpeg\" width=\"48\"/></div></div><div class=\"gp tt wh bw wj wk\"><div class=\"tt gj uh l\"><img alt=\"\" class=\"\" height=\"48\" loading=\"lazy\" role=\"presentation\" src=\"https://miro.medium.com/v2/resize:fill:96:96/1*mU-jXnYLA-lo0o0TEmVlpQ.png\" width=\"48\"/></div></div><div class=\"gp tt bw nz wl\"><div class=\"tt gj uh l\"><img alt=\"a person floating in a gradient orb with lines projecting out of it\" class=\"\" height=\"48\" loading=\"lazy\" src=\"https://miro.medium.com/v2/resize:fill:96:96/1*aDcuhrWX6Gqksa9TXmAHjw.png\" width=\"48\"/></div></div></div><div class=\"aw l\"><h2 class=\"be pw gs z uh vk uj uk vl um uo eu bj\">Staff Picks</h2><div class=\"be b jn z gx ab wg\">469 stories<span aria-hidden=\"true\" class=\"gv l\"><span class=\"be b bf z gx\">·</span></span>338<!-- --> <!-- -->saves</div></div></a></div><div class=\"ry rz sa sb sc sd se sf sg sh si sj sk sl sm sn so sp sq sr ss\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar as at ab ck cm\" href=\"/@MediumStaff/list/stories-to-help-you-levelup-at-work-faca18b0622f?source=read_next_recirc-----b81961e79210--------------------------------\" rel=\"noopener follow\"><div class=\"wm wn uh ab hd gp\"><div class=\"gp tt wh bw wi\"><div class=\"tt gj uh l\"><img alt=\"\" class=\"\" height=\"48\" loading=\"lazy\" role=\"presentation\" src=\"https://miro.medium.com/v2/resize:fill:96:96/1*4zC5ohNcmVDb1NXmzCvmNA.jpeg\" width=\"48\"/></div></div><div class=\"gp tt wh bw wj wk\"><div class=\"tt gj uh l\"><img alt=\"\" class=\"\" height=\"48\" loading=\"lazy\" role=\"presentation\" src=\"https://miro.medium.com/v2/resize:fill:96:96/1*0dul7hn9LeV7U2XLVPvYYw.jpeg\" width=\"48\"/></div></div><div class=\"gp tt bw nz wl\"><div class=\"tt gj uh l\"><img alt=\"\" class=\"\" height=\"48\" loading=\"lazy\" role=\"presentation\" src=\"https://miro.medium.com/v2/resize:fill:96:96/1*oO7uwYs0NMWV7B4mUCuoIw.png\" width=\"48\"/></div></div></div><div class=\"aw l\"><h2 class=\"be pw gs z uh vk uj uk vl um uo eu bj\">Stories to Help You Level-Up at Work</h2><div class=\"be b jn z gx ab wg\">19 stories<span aria-hidden=\"true\" class=\"gv l\"><span class=\"be b bf z gx\">·</span></span>239<!-- --> <!-- -->saves</div></div></a></div><div class=\"ry rz sa sb sc sd se sf sg sh si sj sk sl sm sn so sp sq sr ss\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar as at ab ck cm\" href=\"/@MediumForTeams/list/selfimprovement-101-3c62b6cb0526?source=read_next_recirc-----b81961e79210--------------------------------\" rel=\"noopener follow\"><div class=\"wm wn uh ab hd gp\"><div class=\"gp tt wh bw wi\"><div class=\"tt gj uh l\"><img alt=\"\" class=\"\" height=\"48\" loading=\"lazy\" role=\"presentation\" src=\"https://miro.medium.com/v2/resize:fill:96:96/1*VQhBEVqZRXlxFvFVqyTYVA.jpeg\" width=\"48\"/></div></div><div class=\"gp tt wh bw wj wk\"><div class=\"tt gj uh l\"><img alt=\"\" class=\"\" height=\"48\" loading=\"lazy\" role=\"presentation\" src=\"https://miro.medium.com/v2/resize:fill:96:96/1*XRekBY0_j_KEo2_lK_SrkQ.jpeg\" width=\"48\"/></div></div><div class=\"gp tt bw nz wl\"><div class=\"tt gj uh l\"><img alt=\"\" class=\"\" height=\"48\" loading=\"lazy\" role=\"presentation\" src=\"https://miro.medium.com/v2/resize:fill:96:96/1*c2stHqktjG8_XTqkC-bkfw.jpeg\" width=\"48\"/></div></div></div><div class=\"aw l\"><h2 class=\"be pw gs z uh vk uj uk vl um uo eu bj\">Self-Improvement 101</h2><div class=\"be b jn z gx ab wg\">20 stories<span aria-hidden=\"true\" class=\"gv l\"><span class=\"be b bf z gx\">·</span></span>690<!-- --> <!-- -->saves</div></div></a></div><div class=\"ry rz sa sb sc sd se sf sg sh si sj sk sl sm sn so sp sq sr ss\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar as at ab ck cm\" href=\"/@MediumForTeams/list/productivity-101-f09f1aaf38cd?source=read_next_recirc-----b81961e79210--------------------------------\" rel=\"noopener follow\"><div class=\"wm wn uh ab hd gp\"><div class=\"gp tt wh bw wi\"><div class=\"tt gj uh l\"><img alt=\"\" class=\"\" height=\"48\" loading=\"lazy\" role=\"presentation\" src=\"https://miro.medium.com/v2/resize:fill:96:96/1*HWxGot_WiEOZ0fkB_ee2gg.jpeg\" width=\"48\"/></div></div><div class=\"gp tt wh bw wj wk\"><div class=\"tt gj uh l\"><img alt=\"\" class=\"\" height=\"48\" loading=\"lazy\" role=\"presentation\" src=\"https://miro.medium.com/v2/resize:fill:96:96/1*kAzwx9sMsEYm0bMYDTa-lQ.jpeg\" width=\"48\"/></div></div><div class=\"gp tt bw nz wl\"><div class=\"tt gj uh l\"><img alt=\"\" class=\"\" height=\"48\" loading=\"lazy\" role=\"presentation\" src=\"https://miro.medium.com/v2/resize:fill:96:96/1*GGLm6Juo_CxQAKEM-mAWfw.jpeg\" width=\"48\"/></div></div></div><div class=\"aw l\"><h2 class=\"be pw gs z uh vk uj uk vl um uo eu bj\">Productivity 101</h2><div class=\"be b jn z gx ab wg\">20 stories<span aria-hidden=\"true\" class=\"gv l\"><span class=\"be b bf z gx\">·</span></span>626<!-- --> <!-- -->saves</div></div></a></div></div></div><div class=\"qc bg qd wo dj wp dk wq wr ws wt wu wv\"></div><div class=\"ri ab ir hg rj rk rl rm rn ro rp rq rr rs rt ru rv rw rx\"><div class=\"ry rz sa sb sc sd se sf sg sh si sj sk sl sm sn so sp sq sr ss\"><div class=\"st su sv sw sx sy l\"><article class=\"sy\"><div class=\"sy nx l\"><div class=\"bg sy\"><div class=\"sy l\"><div class=\"sy sz ta tb tc td te tf tg th ti tj tk tl\"><div class=\"tm\"><a aria-label=\"The ChatGPT Hype Is Over — Now Watch How Google Will Kill ChatGPT.\" class=\"af ag ah ai aj ak al am an ao ap aq ar as at\" href=\"/@alanany/the-chatgpt-hype-is-over-now-watch-how-google-will-kill-chatgpt-426d5e3f7d05?source=read_next_recirc-----b81961e79210----0---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\" rel=\"noopener follow\"><div class=\"to tp tq tr ts\"><img alt=\"The ChatGPT Hype Is Over — Now Watch How Google Will Kill ChatGPT.\" class=\"bg tt tu tv tw bw\" loading=\"lazy\" src=\"https://miro.medium.com/v2/resize:fit:1358/1*3FtLa-nHJB8KOb-Wu9bqbg.png\"/></div></a></div><div class=\"tn ab ca cn\"><div class=\"tx ty tz ua ub ab\"><div class=\"uc l\"><div><div aria-hidden=\"false\" class=\"bl\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar as at\" href=\"/@alanany?source=read_next_recirc-----b81961e79210----0---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\" rel=\"noopener follow\"><div class=\"l gp\"><img alt=\"AL Anany\" class=\"l ec bx ue uf cw\" height=\"20\" loading=\"lazy\" src=\"https://miro.medium.com/v2/resize:fill:40:40/1*VreqR95b_bWD8Oxp8M6Rtg@2x.jpeg\" width=\"20\"/><div class=\"ud bx l ue uf eh n ax go\"></div></div></a></div></div></div><div class=\"ug l\"><div><div aria-hidden=\"false\" class=\"bl\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar gu ab q\" href=\"/@alanany?source=read_next_recirc-----b81961e79210----0---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\" rel=\"noopener follow\"><p class=\"be b jn z uh ui uj uk ul um un uo bj\">AL Anany</p><div class=\"ww wx l\"><div class=\"ab wy\"><div class=\"ab\"><svg fill=\"none\" height=\"16\" viewBox=\"0 0 16 16\" width=\"16\"><path d=\"M15.16 8c0 .65-.46 1.14-.86 1.57-.23.25-.47.5-.56.72-.1.22-.09.55-.1.88 0 .6-.01 1.3-.48 1.78-.48.48-1.16.5-1.75.5-.32 0-.65.01-.86.1-.2.07-.46.33-.7.57-.42.41-.9.88-1.54.88s-1.12-.47-1.54-.88a2.87 2.87 0 0 0-.7-.58c-.22-.09-.54-.08-.87-.09-.59 0-1.27-.02-1.74-.5s-.48-1.17-.49-1.78c0-.33-.01-.67-.1-.88-.07-.2-.32-.47-.55-.71-.4-.44-.87-.93-.87-1.58s.46-1.14.87-1.58c.23-.24.47-.5.56-.71.09-.22.08-.55.09-.88 0-.6.02-1.3.49-1.78s1.15-.5 1.74-.5c.33 0 .66-.01.86-.1.2-.08.47-.33.7-.57.43-.41.91-.88 1.55-.88.63 0 1.12.47 1.54.88.24.24.49.48.7.58.22.09.54.08.86.09.6 0 1.27.02 1.75.5.47.48.48 1.17.49 1.78 0 .33 0 .67.09.88.08.2.33.47.56.71.4.44.86.93.86 1.58z\" fill=\"#437AFF\"></path><path d=\"M7.33 10.5c.2 0 .38.08.52.22.13.14.21.33.21.53 0 .07.03.13.07.18a.24.24 0 0 0 .35 0 .25.25 0 0 0 .07-.18c0-.2.08-.39.22-.53a.73.73 0 0 1 .52-.22h1.96c.13 0 .25-.05.34-.15a.5.5 0 0 0 .15-.35V6a.5.5 0 0 0-.15-.35.48.48 0 0 0-.34-.15H9.78c-.33 0-.64.13-.87.37-.23.23-.36.55-.36.88v2.5c0 .07-.02.13-.07.18a.24.24 0 0 1-.35 0 .25.25 0 0 1-.07-.18v-2.5c0-.33-.13-.65-.36-.88a1.21 1.21 0 0 0-.86-.37H5.37a.48.48 0 0 0-.35.15.5.5 0 0 0-.14.35v4c0 .13.05.26.14.35.1.1.22.15.35.15h1.96z\" fill=\"#fff\"></path></svg></div></div></div></a></div></div></div></div><div class=\"up uq ur us ut uu uv uw ux uy l eo\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar as at\" href=\"/@alanany/the-chatgpt-hype-is-over-now-watch-how-google-will-kill-chatgpt-426d5e3f7d05?source=read_next_recirc-----b81961e79210----0---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\" rel=\"noopener follow\"><div title=\"\"><h2 class=\"be ew qv qw uz va lw qx qy vb vc ma mb md vd ve me mf mh vf vg mi mj ml vh vi mm uh uj uk um uo bj\">The ChatGPT Hype Is Over — Now Watch How Google Will Kill ChatGPT.</h2></div><div class=\"vj l\"><h3 class=\"be b gs z uh vk uj uk vl um uo gx\">It never happens instantly. The business game is longer than you know.</h3></div></a></div><a class=\"af ag ah ai aj ak al am an ao ap aq ar as at\" href=\"/@alanany/the-chatgpt-hype-is-over-now-watch-how-google-will-kill-chatgpt-426d5e3f7d05?source=read_next_recirc-----b81961e79210----0---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\" rel=\"noopener follow\"><span class=\"be b jn z gx\"><div class=\"ab q\"><div class=\"nx ab\"><div aria-hidden=\"false\" class=\"bl\"><button aria-label=\"Member-only story\" class=\"l ax ao am\"><div class=\"\"><div><div aria-hidden=\"false\" class=\"bl\"><svg fill=\"none\" height=\"16\" viewBox=\"0 0 20 20\" width=\"16\"><path d=\"M12.4 12.77l-1.81 4.99a.63.63 0 0 1-1.18 0l-1.8-4.99a.63.63 0 0 0-.38-.37l-4.99-1.81a.62.62 0 0 1 0-1.18l4.99-1.8a.63.63 0 0 0 .37-.38l1.81-4.99a.63.63 0 0 1 1.18 0l1.8 4.99a.63.63 0 0 0 .38.37l4.99 1.81a.63.63 0 0 1 0 1.18l-4.99 1.8a.63.63 0 0 0-.37.38z\" fill=\"#FFC017\"></path></svg></div></div></div></button></div></div><span aria-hidden=\"true\" class=\"gv l\"><span class=\"be b bf z gx\">·</span></span><span>6 min read</span><span aria-hidden=\"true\" class=\"gv l\"><span class=\"be b bf z gx\">·</span></span><span>Sep 1</span></div></span></a><div class=\"vm vn vo vp vq l\"><div class=\"ab co\"><div class=\"am vr vs vt vu vv vw vx vy vz wa ab q\"><div class=\"ab q ir\"><div class=\"pw-multi-vote-icon gp is it iu iv\"><div class=\"\"><div class=\"iw ix iy iz ja jb jc am jd je jf iv\"><svg aria-label=\"clap\" height=\"24\" viewBox=\"0 0 24 24\" width=\"24\"><path clip-rule=\"evenodd\" d=\"M11.37.83L12 3.28l.63-2.45h-1.26zM15.42 1.84l-1.18-.39-.34 2.5 1.52-2.1zM9.76 1.45l-1.19.4 1.53 2.1-.34-2.5zM20.25 11.84l-2.5-4.4a1.42 1.42 0 0 0-.93-.64.96.96 0 0 0-.75.18c-.25.19-.4.42-.45.7l.05.05 2.35 4.13c1.62 2.95 1.1 5.78-1.52 8.4l-.46.41c1-.13 1.93-.6 2.78-1.45 2.7-2.7 2.51-5.59 1.43-7.38zM12.07 9.01c-.13-.69.08-1.3.57-1.77l-2.06-2.07a1.12 1.12 0 0 0-1.56 0c-.15.15-.22.34-.27.53L12.07 9z\" fill-rule=\"evenodd\"></path><path clip-rule=\"evenodd\" d=\"M14.74 8.3a1.13 1.13 0 0 0-.73-.5.67.67 0 0 0-.53.13c-.15.12-.59.46-.2 1.3l1.18 2.5a.45.45 0 0 1-.23.76.44.44 0 0 1-.48-.25L7.6 6.11a.82.82 0 1 0-1.15 1.15l3.64 3.64a.45.45 0 1 1-.63.63L5.83 7.9 4.8 6.86a.82.82 0 0 0-1.33.9c.04.1.1.18.18.26l1.02 1.03 3.65 3.64a.44.44 0 0 1-.15.73.44.44 0 0 1-.48-.1L4.05 9.68a.82.82 0 0 0-1.4.57.81.81 0 0 0 .24.58l1.53 1.54 2.3 2.28a.45.45 0 0 1-.64.63L3.8 13a.81.81 0 0 0-1.39.57c0 .22.09.43.24.58l4.4 4.4c2.8 2.8 5.5 4.12 8.68.94 2.27-2.28 2.71-4.6 1.34-7.1l-2.32-4.08z\" fill-rule=\"evenodd\"></path></svg></div></div></div><div class=\"pw-multi-vote-count l jg jh ji jj jk jl jm\"><p class=\"be b jn z gx\"><span class=\"ix\">--</span></p></div></div><div class=\"wb l\"><div><div aria-hidden=\"false\" class=\"bl\"><a aria-label=\"responses\" class=\"af js ah iw aj ak al jr an ao ap aq ar as at jq ab q jt ju\" href=\"/@alanany/the-chatgpt-hype-is-over-now-watch-how-google-will-kill-chatgpt-426d5e3f7d05?responsesOpen=true&amp;sortBy=REVERSE_CHRON&amp;source=read_next_recirc-----b81961e79210----0---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\" rel=\"noopener follow\"><svg class=\"\" height=\"24\" viewBox=\"0 0 24 24\" width=\"24\"><path d=\"M18 16.8a7.14 7.14 0 0 0 2.24-5.32c0-4.12-3.53-7.48-8.05-7.48C7.67 4 4 7.36 4 11.48c0 4.13 3.67 7.48 8.2 7.48a8.9 8.9 0 0 0 2.38-.32c.23.2.48.39.75.56 1.06.69 2.2 1.04 3.4 1.04.22 0 .4-.11.48-.29a.5.5 0 0 0-.04-.52 6.4 6.4 0 0 1-1.16-2.65v.02zm-3.12 1.06l-.06-.22-.32.1a8 8 0 0 1-2.3.33c-4.03 0-7.3-2.96-7.3-6.59S8.17 4.9 12.2 4.9c4 0 7.1 2.96 7.1 6.6 0 1.8-.6 3.47-2.02 4.72l-.2.16v.26l.02.3a6.74 6.74 0 0 0 .88 2.4 5.27 5.27 0 0 1-2.17-.86c-.28-.17-.72-.38-.94-.59l.01-.02z\"></path></svg><p class=\"be b jn z gx\"><span class=\"pw-responses-count jo jp\">390</span></p></a></div></div></div></div><div class=\"ab q wc wd\"></div></div></div><div class=\"j i d\"><div class=\"qc bg qd we\"></div></div></div></div></div></div></div></article></div></div><div class=\"ry rz sa sb sc sd se sf sg sh si sj sk sl sm sn so sp sq sr ss\"><div class=\"st su sv sw sx sy l\"><article class=\"sy\"><div class=\"sy nx l\"><div class=\"bg sy\"><div class=\"sy l\"><div class=\"sy sz ta tb tc td te tf tg th ti tj tk tl\"><div class=\"tm\"><a aria-label=\"Three Perspectives on AI in School\" class=\"af ag ah ai aj ak al am an ao ap aq ar as at\" href=\"/@worldhistory/three-perspectives-on-ai-in-school-14c196addf60?source=read_next_recirc-----b81961e79210----1---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\" rel=\"noopener follow\"><div class=\"to tp tq tr ts\"><img alt=\"Three Perspectives on AI in School\" class=\"bg tt tu tv tw bw\" loading=\"lazy\" src=\"https://miro.medium.com/v2/resize:fit:1358/0*fo7mSJVe0FKjcwKt\"/></div></a></div><div class=\"tn ab ca cn\"><div class=\"tx ty tz ua ub ab\"><div class=\"uc l\"><div><div aria-hidden=\"false\" class=\"bl\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar as at\" href=\"/@worldhistory?source=read_next_recirc-----b81961e79210----1---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\" rel=\"noopener follow\"><div class=\"l gp\"><img alt=\"George Dillard\" class=\"l ec bx ue uf cw\" height=\"20\" loading=\"lazy\" src=\"https://miro.medium.com/v2/resize:fill:40:40/2*BW9Uf55ho46Yns-rqlEPLQ.jpeg\" width=\"20\"/><div class=\"ud bx l ue uf eh n ax go\"></div></div></a></div></div></div><div class=\"ug l\"><div><div aria-hidden=\"false\" class=\"bl\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar gu ab q\" href=\"/@worldhistory?source=read_next_recirc-----b81961e79210----1---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\" rel=\"noopener follow\"><p class=\"be b jn z uh ui uj uk ul um un uo bj\">George Dillard</p></a></div></div></div></div><div class=\"up uq ur us ut uu uv uw ux uy l eo\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar as at\" href=\"/@worldhistory/three-perspectives-on-ai-in-school-14c196addf60?source=read_next_recirc-----b81961e79210----1---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\" rel=\"noopener follow\"><div title=\"\"><h2 class=\"be ew qv qw uz va lw qx qy vb vc ma mb md vd ve me mf mh vf vg mi mj ml vh vi mm uh uj uk um uo bj\">Three Perspectives on AI in School</h2></div><div class=\"vj l\"><h3 class=\"be b gs z uh vk uj uk vl um uo gx\">Are you an enthusiast, an inevitabilist, or a skeptic?</h3></div></a></div><a class=\"af ag ah ai aj ak al am an ao ap aq ar as at\" href=\"/@worldhistory/three-perspectives-on-ai-in-school-14c196addf60?source=read_next_recirc-----b81961e79210----1---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\" rel=\"noopener follow\"><span class=\"be b jn z gx\"><div class=\"ab q\"><div class=\"nx ab\"><div aria-hidden=\"false\" class=\"bl\"><button aria-label=\"Member-only story\" class=\"l ax ao am\"><div class=\"\"><div><div aria-hidden=\"false\" class=\"bl\"><svg fill=\"none\" height=\"16\" viewBox=\"0 0 20 20\" width=\"16\"><path d=\"M12.4 12.77l-1.81 4.99a.63.63 0 0 1-1.18 0l-1.8-4.99a.63.63 0 0 0-.38-.37l-4.99-1.81a.62.62 0 0 1 0-1.18l4.99-1.8a.63.63 0 0 0 .37-.38l1.81-4.99a.63.63 0 0 1 1.18 0l1.8 4.99a.63.63 0 0 0 .38.37l4.99 1.81a.63.63 0 0 1 0 1.18l-4.99 1.8a.63.63 0 0 0-.37.38z\" fill=\"#FFC017\"></path></svg></div></div></div></button></div></div><span aria-hidden=\"true\" class=\"gv l\"><span class=\"be b bf z gx\">·</span></span><span>6 min read</span><span aria-hidden=\"true\" class=\"gv l\"><span class=\"be b bf z gx\">·</span></span>4 days ago</div></span></a><div class=\"vm vn vo vp vq l\"><div class=\"ab co\"><div class=\"am vr vs vt vu vv vw vx vy vz wa ab q\"><div class=\"ab q ir\"><div class=\"pw-multi-vote-icon gp is it iu iv\"><div class=\"\"><div class=\"iw ix iy iz ja jb jc am jd je jf iv\"><svg aria-label=\"clap\" height=\"24\" viewBox=\"0 0 24 24\" width=\"24\"><path clip-rule=\"evenodd\" d=\"M11.37.83L12 3.28l.63-2.45h-1.26zM15.42 1.84l-1.18-.39-.34 2.5 1.52-2.1zM9.76 1.45l-1.19.4 1.53 2.1-.34-2.5zM20.25 11.84l-2.5-4.4a1.42 1.42 0 0 0-.93-.64.96.96 0 0 0-.75.18c-.25.19-.4.42-.45.7l.05.05 2.35 4.13c1.62 2.95 1.1 5.78-1.52 8.4l-.46.41c1-.13 1.93-.6 2.78-1.45 2.7-2.7 2.51-5.59 1.43-7.38zM12.07 9.01c-.13-.69.08-1.3.57-1.77l-2.06-2.07a1.12 1.12 0 0 0-1.56 0c-.15.15-.22.34-.27.53L12.07 9z\" fill-rule=\"evenodd\"></path><path clip-rule=\"evenodd\" d=\"M14.74 8.3a1.13 1.13 0 0 0-.73-.5.67.67 0 0 0-.53.13c-.15.12-.59.46-.2 1.3l1.18 2.5a.45.45 0 0 1-.23.76.44.44 0 0 1-.48-.25L7.6 6.11a.82.82 0 1 0-1.15 1.15l3.64 3.64a.45.45 0 1 1-.63.63L5.83 7.9 4.8 6.86a.82.82 0 0 0-1.33.9c.04.1.1.18.18.26l1.02 1.03 3.65 3.64a.44.44 0 0 1-.15.73.44.44 0 0 1-.48-.1L4.05 9.68a.82.82 0 0 0-1.4.57.81.81 0 0 0 .24.58l1.53 1.54 2.3 2.28a.45.45 0 0 1-.64.63L3.8 13a.81.81 0 0 0-1.39.57c0 .22.09.43.24.58l4.4 4.4c2.8 2.8 5.5 4.12 8.68.94 2.27-2.28 2.71-4.6 1.34-7.1l-2.32-4.08z\" fill-rule=\"evenodd\"></path></svg></div></div></div><div class=\"pw-multi-vote-count l jg jh ji jj jk jl jm\"><p class=\"be b jn z gx\"><span class=\"ix\">--</span></p></div></div><div class=\"wb l\"><div><div aria-hidden=\"false\" class=\"bl\"><a aria-label=\"responses\" class=\"af js ah iw aj ak al jr an ao ap aq ar as at jq ab q jt ju\" href=\"/@worldhistory/three-perspectives-on-ai-in-school-14c196addf60?responsesOpen=true&amp;sortBy=REVERSE_CHRON&amp;source=read_next_recirc-----b81961e79210----1---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\" rel=\"noopener follow\"><svg class=\"\" height=\"24\" viewBox=\"0 0 24 24\" width=\"24\"><path d=\"M18 16.8a7.14 7.14 0 0 0 2.24-5.32c0-4.12-3.53-7.48-8.05-7.48C7.67 4 4 7.36 4 11.48c0 4.13 3.67 7.48 8.2 7.48a8.9 8.9 0 0 0 2.38-.32c.23.2.48.39.75.56 1.06.69 2.2 1.04 3.4 1.04.22 0 .4-.11.48-.29a.5.5 0 0 0-.04-.52 6.4 6.4 0 0 1-1.16-2.65v.02zm-3.12 1.06l-.06-.22-.32.1a8 8 0 0 1-2.3.33c-4.03 0-7.3-2.96-7.3-6.59S8.17 4.9 12.2 4.9c4 0 7.1 2.96 7.1 6.6 0 1.8-.6 3.47-2.02 4.72l-.2.16v.26l.02.3a6.74 6.74 0 0 0 .88 2.4 5.27 5.27 0 0 1-2.17-.86c-.28-.17-.72-.38-.94-.59l.01-.02z\"></path></svg><p class=\"be b jn z gx\"><span class=\"pw-responses-count jo jp\">9</span></p></a></div></div></div></div><div class=\"ab q wc wd\"></div></div></div><div class=\"j i d\"><div class=\"qc bg qd we\"></div></div></div></div></div></div></div></article></div></div><div class=\"ry rz sa sb sc sd se sf sg sh si sj sk sl sm sn so sp sq sr ss\"><div class=\"st su sv sw sx sy l\"><article class=\"sy\"><div class=\"sy nx l\"><div class=\"bg sy\"><div class=\"sy l\"><div class=\"sy sz ta tb tc td te tf tg th ti tj tk tl\"><div class=\"tm\"><a aria-label=\"Autonomous AI Agent\" class=\"af ag ah ai aj ak al am an ao ap aq ar as at\" href=\"/@agent007gpt/autonomous-ai-agent-c947f7e58a94?source=read_next_recirc-----b81961e79210----2---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\" rel=\"noopener follow\"><div class=\"to tp tq tr ts\"><img alt=\"Autonomous AI Agent\" class=\"bg tt tu tv tw bw\" loading=\"lazy\" src=\"https://miro.medium.com/v2/resize:fit:1358/1*X_8eBJzw8mNJOQYlEGlrCg.png\"/></div></a></div><div class=\"tn ab ca cn\"><div class=\"tx ty tz ua ub ab\"><div class=\"uc l\"><div><div aria-hidden=\"false\" class=\"bl\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar as at\" href=\"/@agent007gpt?source=read_next_recirc-----b81961e79210----2---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\" rel=\"noopener follow\"><div class=\"l gp\"><img alt=\"agent007GPT\" class=\"l ec bx ue uf cw\" height=\"20\" loading=\"lazy\" src=\"https://miro.medium.com/v2/resize:fill:40:40/1*PmiTO4f8K62swCPiSIz2Hg.png\" width=\"20\"/><div class=\"ud bx l ue uf eh n ax go\"></div></div></a></div></div></div><div class=\"ug l\"><div><div aria-hidden=\"false\" class=\"bl\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar gu ab q\" href=\"/@agent007gpt?source=read_next_recirc-----b81961e79210----2---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\" rel=\"noopener follow\"><p class=\"be b jn z uh ui uj uk ul um un uo bj\">agent007GPT</p></a></div></div></div></div><div class=\"up uq ur us ut uu uv uw ux uy l eo\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar as at\" href=\"/@agent007gpt/autonomous-ai-agent-c947f7e58a94?source=read_next_recirc-----b81961e79210----2---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\" rel=\"noopener follow\"><div title=\"\"><h2 class=\"be ew qv qw uz va lw qx qy vb vc ma mb md vd ve me mf mh vf vg mi mj ml vh vi mm uh uj uk um uo bj\">Autonomous AI Agent</h2></div><div class=\"vj l\"><h3 class=\"be b gs z uh vk uj uk vl um uo gx\">The next AI revolution after chatGPT</h3></div></a></div><a class=\"af ag ah ai aj ak al am an ao ap aq ar as at\" href=\"/@agent007gpt/autonomous-ai-agent-c947f7e58a94?source=read_next_recirc-----b81961e79210----2---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\" rel=\"noopener follow\"><span class=\"be b jn z gx\"><div class=\"ab q\"><span>9 min read</span><span aria-hidden=\"true\" class=\"gv l\"><span class=\"be b bf z gx\">·</span></span><span>Jun 23</span></div></span></a><div class=\"vm vn vo vp vq l\"><div class=\"ab co\"><div class=\"am vr vs vt vu vv vw vx vy vz wa ab q\"><div class=\"ab q ir\"><div class=\"pw-multi-vote-icon gp is it iu iv\"><div class=\"\"><div class=\"iw ix iy iz ja jb jc am jd je jf iv\"><svg aria-label=\"clap\" height=\"24\" viewBox=\"0 0 24 24\" width=\"24\"><path clip-rule=\"evenodd\" d=\"M11.37.83L12 3.28l.63-2.45h-1.26zM15.42 1.84l-1.18-.39-.34 2.5 1.52-2.1zM9.76 1.45l-1.19.4 1.53 2.1-.34-2.5zM20.25 11.84l-2.5-4.4a1.42 1.42 0 0 0-.93-.64.96.96 0 0 0-.75.18c-.25.19-.4.42-.45.7l.05.05 2.35 4.13c1.62 2.95 1.1 5.78-1.52 8.4l-.46.41c1-.13 1.93-.6 2.78-1.45 2.7-2.7 2.51-5.59 1.43-7.38zM12.07 9.01c-.13-.69.08-1.3.57-1.77l-2.06-2.07a1.12 1.12 0 0 0-1.56 0c-.15.15-.22.34-.27.53L12.07 9z\" fill-rule=\"evenodd\"></path><path clip-rule=\"evenodd\" d=\"M14.74 8.3a1.13 1.13 0 0 0-.73-.5.67.67 0 0 0-.53.13c-.15.12-.59.46-.2 1.3l1.18 2.5a.45.45 0 0 1-.23.76.44.44 0 0 1-.48-.25L7.6 6.11a.82.82 0 1 0-1.15 1.15l3.64 3.64a.45.45 0 1 1-.63.63L5.83 7.9 4.8 6.86a.82.82 0 0 0-1.33.9c.04.1.1.18.18.26l1.02 1.03 3.65 3.64a.44.44 0 0 1-.15.73.44.44 0 0 1-.48-.1L4.05 9.68a.82.82 0 0 0-1.4.57.81.81 0 0 0 .24.58l1.53 1.54 2.3 2.28a.45.45 0 0 1-.64.63L3.8 13a.81.81 0 0 0-1.39.57c0 .22.09.43.24.58l4.4 4.4c2.8 2.8 5.5 4.12 8.68.94 2.27-2.28 2.71-4.6 1.34-7.1l-2.32-4.08z\" fill-rule=\"evenodd\"></path></svg></div></div></div><div class=\"pw-multi-vote-count l jg jh ji jj jk jl jm\"><p class=\"be b jn z gx\"><span class=\"ix\">--</span></p></div></div><div class=\"wb l\"><div><div aria-hidden=\"false\" class=\"bl\"><a aria-label=\"responses\" class=\"af js ah iw aj ak al jr an ao ap aq ar as at jq ab q jt ju\" href=\"/@agent007gpt/autonomous-ai-agent-c947f7e58a94?responsesOpen=true&amp;sortBy=REVERSE_CHRON&amp;source=read_next_recirc-----b81961e79210----2---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\" rel=\"noopener follow\"><svg class=\"\" height=\"24\" viewBox=\"0 0 24 24\" width=\"24\"><path d=\"M18 16.8a7.14 7.14 0 0 0 2.24-5.32c0-4.12-3.53-7.48-8.05-7.48C7.67 4 4 7.36 4 11.48c0 4.13 3.67 7.48 8.2 7.48a8.9 8.9 0 0 0 2.38-.32c.23.2.48.39.75.56 1.06.69 2.2 1.04 3.4 1.04.22 0 .4-.11.48-.29a.5.5 0 0 0-.04-.52 6.4 6.4 0 0 1-1.16-2.65v.02zm-3.12 1.06l-.06-.22-.32.1a8 8 0 0 1-2.3.33c-4.03 0-7.3-2.96-7.3-6.59S8.17 4.9 12.2 4.9c4 0 7.1 2.96 7.1 6.6 0 1.8-.6 3.47-2.02 4.72l-.2.16v.26l.02.3a6.74 6.74 0 0 0 .88 2.4 5.27 5.27 0 0 1-2.17-.86c-.28-.17-.72-.38-.94-.59l.01-.02z\"></path></svg></a></div></div></div></div><div class=\"ab q wc wd\"></div></div></div><div class=\"j i d\"><div class=\"qc bg qd we\"></div></div></div></div></div></div></div></article></div></div><div class=\"ry rz sa sb sc sd se sf sg sh si sj sk sl sm sn so sp sq sr ss\"><div class=\"st su sv sw sx sy l\"><article class=\"sy\"><div class=\"sy nx l\"><div class=\"bg sy\"><div class=\"sy l\"><div class=\"sy sz ta tb tc td te tf tg th ti tj tk tl\"><div class=\"tm\"><a aria-label=\"Bye Bye, Spotify\" class=\"af ag ah ai aj ak al am an ao ap aq ar as at\" href=\"/pitfall/bye-bye-spotify-37bb823839d2?source=read_next_recirc-----b81961e79210----3---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\" rel=\"noopener follow\"><div class=\"to tp tq tr ts\"><img alt=\"Bye Bye, Spotify\" class=\"bg tt tu tv tw bw\" loading=\"lazy\" src=\"https://miro.medium.com/v2/resize:fit:1358/0*CIFEv8QIEjuBWqTB\"/></div></a></div><div class=\"tn ab ca cn\"><div class=\"tx ty tz ua ub ab\"><div class=\"uc l\"><div><div aria-hidden=\"false\" class=\"bl\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar as at\" href=\"/@73srabt?source=read_next_recirc-----b81961e79210----3---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\" rel=\"noopener follow\"><div class=\"l gp\"><img alt=\"Scott-Ryan Abt\" class=\"l ec bx ue uf cw\" height=\"20\" loading=\"lazy\" src=\"https://miro.medium.com/v2/resize:fill:40:40/1*4MpeAtM5-fGCa3vOPM6XXg.jpeg\" width=\"20\"/><div class=\"ud bx l ue uf eh n ax go\"></div></div></a></div></div></div><div class=\"ug l\"><div><div aria-hidden=\"false\" class=\"bl\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar gu ab q\" href=\"/@73srabt?source=read_next_recirc-----b81961e79210----3---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\" rel=\"noopener follow\"><p class=\"be b jn z uh ui uj uk ul um un uo bj\">Scott-Ryan Abt</p></a></div></div></div><div class=\"ug l\"><p class=\"be b jn z gx\">in</p></div><div class=\"l\"><div><div aria-hidden=\"false\" class=\"bl\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar gu ab q\" href=\"https://medium.com/pitfall?source=read_next_recirc-----b81961e79210----3---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\" rel=\"noopener follow\"><p class=\"be b jn z uh ui uj uk ul um un uo bj\">Pitfall</p></a></div></div></div></div><div class=\"up uq ur us ut uu uv uw ux uy l eo\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar as at\" href=\"/pitfall/bye-bye-spotify-37bb823839d2?source=read_next_recirc-----b81961e79210----3---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\" rel=\"noopener follow\"><div title=\"\"><h2 class=\"be ew qv qw uz va lw qx qy vb vc ma mb md vd ve me mf mh vf vg mi mj ml vh vi mm uh uj uk um uo bj\">Bye Bye, Spotify</h2></div><div class=\"vj l\"><h3 class=\"be b gs z uh vk uj uk vl um uo gx\">And see ya later, all you subscription services in my little empire</h3></div></a></div><a class=\"af ag ah ai aj ak al am an ao ap aq ar as at\" href=\"/pitfall/bye-bye-spotify-37bb823839d2?source=read_next_recirc-----b81961e79210----3---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\" rel=\"noopener follow\"><span class=\"be b jn z gx\"><div class=\"ab q\"><div class=\"nx ab\"><div aria-hidden=\"false\" class=\"bl\"><button aria-label=\"Member-only story\" class=\"l ax ao am\"><div class=\"\"><div><div aria-hidden=\"false\" class=\"bl\"><svg fill=\"none\" height=\"16\" viewBox=\"0 0 20 20\" width=\"16\"><path d=\"M12.4 12.77l-1.81 4.99a.63.63 0 0 1-1.18 0l-1.8-4.99a.63.63 0 0 0-.38-.37l-4.99-1.81a.62.62 0 0 1 0-1.18l4.99-1.8a.63.63 0 0 0 .37-.38l1.81-4.99a.63.63 0 0 1 1.18 0l1.8 4.99a.63.63 0 0 0 .38.37l4.99 1.81a.63.63 0 0 1 0 1.18l-4.99 1.8a.63.63 0 0 0-.37.38z\" fill=\"#FFC017\"></path></svg></div></div></div></button></div></div><span aria-hidden=\"true\" class=\"gv l\"><span class=\"be b bf z gx\">·</span></span><span>4 min read</span><span aria-hidden=\"true\" class=\"gv l\"><span class=\"be b bf z gx\">·</span></span><span>Aug 19</span></div></span></a><div class=\"vm vn vo vp vq l\"><div class=\"ab co\"><div class=\"am vr vs vt vu vv vw vx vy vz wa ab q\"><div class=\"ab q ir\"><div class=\"pw-multi-vote-icon gp is it iu iv\"><div class=\"\"><div class=\"iw ix iy iz ja jb jc am jd je jf iv\"><svg aria-label=\"clap\" height=\"24\" viewBox=\"0 0 24 24\" width=\"24\"><path clip-rule=\"evenodd\" d=\"M11.37.83L12 3.28l.63-2.45h-1.26zM15.42 1.84l-1.18-.39-.34 2.5 1.52-2.1zM9.76 1.45l-1.19.4 1.53 2.1-.34-2.5zM20.25 11.84l-2.5-4.4a1.42 1.42 0 0 0-.93-.64.96.96 0 0 0-.75.18c-.25.19-.4.42-.45.7l.05.05 2.35 4.13c1.62 2.95 1.1 5.78-1.52 8.4l-.46.41c1-.13 1.93-.6 2.78-1.45 2.7-2.7 2.51-5.59 1.43-7.38zM12.07 9.01c-.13-.69.08-1.3.57-1.77l-2.06-2.07a1.12 1.12 0 0 0-1.56 0c-.15.15-.22.34-.27.53L12.07 9z\" fill-rule=\"evenodd\"></path><path clip-rule=\"evenodd\" d=\"M14.74 8.3a1.13 1.13 0 0 0-.73-.5.67.67 0 0 0-.53.13c-.15.12-.59.46-.2 1.3l1.18 2.5a.45.45 0 0 1-.23.76.44.44 0 0 1-.48-.25L7.6 6.11a.82.82 0 1 0-1.15 1.15l3.64 3.64a.45.45 0 1 1-.63.63L5.83 7.9 4.8 6.86a.82.82 0 0 0-1.33.9c.04.1.1.18.18.26l1.02 1.03 3.65 3.64a.44.44 0 0 1-.15.73.44.44 0 0 1-.48-.1L4.05 9.68a.82.82 0 0 0-1.4.57.81.81 0 0 0 .24.58l1.53 1.54 2.3 2.28a.45.45 0 0 1-.64.63L3.8 13a.81.81 0 0 0-1.39.57c0 .22.09.43.24.58l4.4 4.4c2.8 2.8 5.5 4.12 8.68.94 2.27-2.28 2.71-4.6 1.34-7.1l-2.32-4.08z\" fill-rule=\"evenodd\"></path></svg></div></div></div><div class=\"pw-multi-vote-count l jg jh ji jj jk jl jm\"><p class=\"be b jn z gx\"><span class=\"ix\">--</span></p></div></div><div class=\"wb l\"><div><div aria-hidden=\"false\" class=\"bl\"><a aria-label=\"responses\" class=\"af js ah iw aj ak al jr an ao ap aq ar as at jq ab q jt ju\" href=\"/pitfall/bye-bye-spotify-37bb823839d2?responsesOpen=true&amp;sortBy=REVERSE_CHRON&amp;source=read_next_recirc-----b81961e79210----3---------------------7a0b2a6f_58f3_45c3_b374_180006e7bb57-------\" rel=\"noopener follow\"><svg class=\"\" height=\"24\" viewBox=\"0 0 24 24\" width=\"24\"><path d=\"M18 16.8a7.14 7.14 0 0 0 2.24-5.32c0-4.12-3.53-7.48-8.05-7.48C7.67 4 4 7.36 4 11.48c0 4.13 3.67 7.48 8.2 7.48a8.9 8.9 0 0 0 2.38-.32c.23.2.48.39.75.56 1.06.69 2.2 1.04 3.4 1.04.22 0 .4-.11.48-.29a.5.5 0 0 0-.04-.52 6.4 6.4 0 0 1-1.16-2.65v.02zm-3.12 1.06l-.06-.22-.32.1a8 8 0 0 1-2.3.33c-4.03 0-7.3-2.96-7.3-6.59S8.17 4.9 12.2 4.9c4 0 7.1 2.96 7.1 6.6 0 1.8-.6 3.47-2.02 4.72l-.2.16v.26l.02.3a6.74 6.74 0 0 0 .88 2.4 5.27 5.27 0 0 1-2.17-.86c-.28-.17-.72-.38-.94-.59l.01-.02z\"></path></svg><p class=\"be b jn z gx\"><span class=\"pw-responses-count jo jp\">282</span></p></a></div></div></div></div><div class=\"ab q wc wd\"></div></div></div></div></div></div></div></div></article></div></div></div><div class=\"qc bg qd dj dk wz xa xb\"></div><a class=\"be b bf z bj ou xc xd xe xf jt xg pa pb ha xh xi xj pe xk xl xm xn xo pg ph ec bl pi nj\" href=\"/?source=post_page-----b81961e79210--------------------------------\" rel=\"noopener follow\"><div class=\"l nj\">See more recommendations</div></a></div></div></div><div class=\"h k j\"><div class=\"qc bg qd qj\"></div><div class=\"ab ca\"><div class=\"ch bg dx dy dz ea\"><div class=\"qk ab ir hg\"><div class=\"ql qm l\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar as at\" href=\"https://help.medium.com/hc/en-us?source=post_page-----b81961e79210--------------------------------\" rel=\"noopener follow\"><p class=\"be b jn z gx\">Help</p></a></div><div class=\"ql qm l\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar as at\" href=\"https://medium.statuspage.io/?source=post_page-----b81961e79210--------------------------------\" rel=\"noopener follow\"><p class=\"be b jn z gx\">Status</p></a></div><div class=\"ql qm l\"><a class=\"af ag ah ai aj ak al am an ao ap aq ar as at\" href=\"https://about.medium.com/creators/?source=post_page-----b81961e79210--------------------------------\" rel=\"noopener follow\"><p class=\"be b jn z gx\">Writers</p></a></div><div class=\"ql qm l\"><a class=\"af ag ah 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summaries[0].get_text().strip()"],"metadata":{"id":"NLLLQSiLHVT5","executionInfo":{"status":"ok","timestamp":1696960371892,"user_tz":-300,"elapsed":800,"user":{"displayName":"Junaid Aslam","userId":"00783424550127806115"}}},"execution_count":6,"outputs":[]},{"cell_type":"code","source":["scraped_data= scraped_data.lower()"],"metadata":{"id":"_MvWguWFIOf6","executionInfo":{"status":"ok","timestamp":1696960371892,"user_tz":-300,"elapsed":4,"user":{"displayName":"Junaid Aslam","userId":"00783424550127806115"}}},"execution_count":7,"outputs":[]},{"cell_type":"code","source":["import re\n","\n","# Remove punctuation characters\n","scraped_data = re.sub(r\"[^a-zA-Z0-9]\", \" \", scraped_data)\n","print(scraped_data)"],"metadata":{"id":"Lwt-f1zFAyK7","outputId":"31f46b1e-c293-4814-bcd0-25eddc2a94a0","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1696960371893,"user_tz":-300,"elapsed":4,"user":{"displayName":"Junaid Aslam","userId":"00783424550127806115"}}},"execution_count":8,"outputs":[{"output_type":"stream","name":"stdout","text":["intellifarm   farm supervision   productivity analysis platformagha durrez khan follow3 min read 1 day ago  1listensharenote  the information provided here is subject to change and may be updated or revised in response to evolving circumstances project overviewagriculture is the backbone of the pakistan s economy  the majority of the population of pakistan is directly or indirectly dependent on this sector  it contributes about 24  of the gross domestic product  gdp   however  it is plagued by inefficiencies in management and lack of coordination between landlords and farmers  in addition to this  vast tracts of lands owned by landlords are often poorly managed  unable to reach their full potential yield the solution to all of these problems lies in our app  intellifarm  which is a comprehensive  unified  tailored and adaptable farm management system developed using flutter framework  designed to streamline the complexities of farm management which helps to stimulate communication  organization  and efficiency in management of farmlands it will offer a wide range of features that will benefit landlords  tenants  and related stakeholders  key functionalities may include tenant management  expense tracking  financial report generation  and seamless communication  the system will also facilitate farmer screening verification and event tracking via an integrated calendar in short  the main purpose of our application is to reduce the complexity of managing farmlands and utilizing historical data to make informed decisions thereby maximizing productivity of farms the role of data sciencein farm management there a amount of data at play  yield of crop  expenses  profit etc  to make the most of this data we need to apply data science techniques in order to perform critical analysis of historical data in order to make well informed decisions in the future with the goal of maximizing productivity and hence profit  this is where data science comes in  one of our goals will be to generate reports and graphs from our dataset that will provide the landlords with the ability to make informed business decisions which will boost the productivity of their farms  the following graphs are examples of how data science can provide insights to the landlords using the app in the above graph we can see the total profit per year of the farmland  this will inform the landlord on how effective his management has been throughout the years the above graph shows the top 5 most profitable crops that are grown on the farmland  this can be used by a landlord to determine which crop he should focus on growing in order to maximize profit in the above graph we can see the distribution of debt between the farmers  this will allow the landlord to determine which farmer can be entrusted with growing more crops conclusiondata science plays an exceptionally crucial role in this project  underpinning its success and providing invaluable insights  through the systematic collection  analysis  and interpretation of data  data science empowers the project and is essential to its functionality and hence its overall success     1followwritten by agha durrez khan2 followersfollowrecommended from mediumthomas smithinthe generatorchatgpt vision is changing how i interact with the real worldi m using the system every day   but not how i expected 8 min read 3 days ago  34barr mosesintowards data science5 generative ai use cases companies can implement todaygetting started with llms  here are 5 common applications tested by openai  vimeo  whatnot  and other ai leaders 10 min read 3 days ago  2listsstaff picks469 stories 338 savesstories to help you level up at work19 stories 239 savesself improvement 10120 stories 690 savesproductivity 10120 stories 626 savesal ananythe chatgpt hype is over   now watch how google will kill chatgpt it never happens instantly  the business game is longer than you know  6 min read sep 1  390george dillardthree perspectives on ai in schoolare you an enthusiast  an inevitabilist  or a skeptic  6 min read 4 days ago  9agent007gptautonomous ai agentthe next ai revolution after chatgpt9 min read jun 23  scott ryan abtinpitfallbye bye  spotifyand see ya later  all you subscription services in my little empire 4 min read aug 19  282see more recommendationshelpstatuswritersblogcareersprivacytermsabouttext to speechteams\n"]}]},{"cell_type":"code","source":["# Split text into tokens (words)\n","words = scraped_data.split()\n","print(words)"],"metadata":{"id":"OdeMjG8hBriQ","outputId":"aefc3dee-bfc5-41bd-ea98-74149efd71be","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1696960373259,"user_tz":-300,"elapsed":3,"user":{"displayName":"Junaid Aslam","userId":"00783424550127806115"}}},"execution_count":9,"outputs":[{"output_type":"stream","name":"stdout","text":["['intellifarm', 'farm', 'supervision', 'productivity', 'analysis', 'platformagha', 'durrez', 'khan', 'follow3', 'min', 'read', '1', 'day', 'ago', '1listensharenote', 'the', 'information', 'provided', 'here', 'is', 'subject', 'to', 'change', 'and', 'may', 'be', 'updated', 'or', 'revised', 'in', 'response', 'to', 'evolving', 'circumstances', 'project', 'overviewagriculture', 'is', 'the', 'backbone', 'of', 'the', 'pakistan', 's', 'economy', 'the', 'majority', 'of', 'the', 'population', 'of', 'pakistan', 'is', 'directly', 'or', 'indirectly', 'dependent', 'on', 'this', 'sector', 'it', 'contributes', 'about', '24', 'of', 'the', 'gross', 'domestic', 'product', 'gdp', 'however', 'it', 'is', 'plagued', 'by', 'inefficiencies', 'in', 'management', 'and', 'lack', 'of', 'coordination', 'between', 'landlords', 'and', 'farmers', 'in', 'addition', 'to', 'this', 'vast', 'tracts', 'of', 'lands', 'owned', 'by', 'landlords', 'are', 'often', 'poorly', 'managed', 'unable', 'to', 'reach', 'their', 'full', 'potential', 'yield', 'the', 'solution', 'to', 'all', 'of', 'these', 'problems', 'lies', 'in', 'our', 'app', 'intellifarm', 'which', 'is', 'a', 'comprehensive', 'unified', 'tailored', 'and', 'adaptable', 'farm', 'management', 'system', 'developed', 'using', 'flutter', 'framework', 'designed', 'to', 'streamline', 'the', 'complexities', 'of', 'farm', 'management', 'which', 'helps', 'to', 'stimulate', 'communication', 'organization', 'and', 'efficiency', 'in', 'management', 'of', 'farmlands', 'it', 'will', 'offer', 'a', 'wide', 'range', 'of', 'features', 'that', 'will', 'benefit', 'landlords', 'tenants', 'and', 'related', 'stakeholders', 'key', 'functionalities', 'may', 'include', 'tenant', 'management', 'expense', 'tracking', 'financial', 'report', 'generation', 'and', 'seamless', 'communication', 'the', 'system', 'will', 'also', 'facilitate', 'farmer', 'screening', 'verification', 'and', 'event', 'tracking', 'via', 'an', 'integrated', 'calendar', 'in', 'short', 'the', 'main', 'purpose', 'of', 'our', 'application', 'is', 'to', 'reduce', 'the', 'complexity', 'of', 'managing', 'farmlands', 'and', 'utilizing', 'historical', 'data', 'to', 'make', 'informed', 'decisions', 'thereby', 'maximizing', 'productivity', 'of', 'farms', 'the', 'role', 'of', 'data', 'sciencein', 'farm', 'management', 'there', 'a', 'amount', 'of', 'data', 'at', 'play', 'yield', 'of', 'crop', 'expenses', 'profit', 'etc', 'to', 'make', 'the', 'most', 'of', 'this', 'data', 'we', 'need', 'to', 'apply', 'data', 'science', 'techniques', 'in', 'order', 'to', 'perform', 'critical', 'analysis', 'of', 'historical', 'data', 'in', 'order', 'to', 'make', 'well', 'informed', 'decisions', 'in', 'the', 'future', 'with', 'the', 'goal', 'of', 'maximizing', 'productivity', 'and', 'hence', 'profit', 'this', 'is', 'where', 'data', 'science', 'comes', 'in', 'one', 'of', 'our', 'goals', 'will', 'be', 'to', 'generate', 'reports', 'and', 'graphs', 'from', 'our', 'dataset', 'that', 'will', 'provide', 'the', 'landlords', 'with', 'the', 'ability', 'to', 'make', 'informed', 'business', 'decisions', 'which', 'will', 'boost', 'the', 'productivity', 'of', 'their', 'farms', 'the', 'following', 'graphs', 'are', 'examples', 'of', 'how', 'data', 'science', 'can', 'provide', 'insights', 'to', 'the', 'landlords', 'using', 'the', 'app', 'in', 'the', 'above', 'graph', 'we', 'can', 'see', 'the', 'total', 'profit', 'per', 'year', 'of', 'the', 'farmland', 'this', 'will', 'inform', 'the', 'landlord', 'on', 'how', 'effective', 'his', 'management', 'has', 'been', 'throughout', 'the', 'years', 'the', 'above', 'graph', 'shows', 'the', 'top', '5', 'most', 'profitable', 'crops', 'that', 'are', 'grown', 'on', 'the', 'farmland', 'this', 'can', 'be', 'used', 'by', 'a', 'landlord', 'to', 'determine', 'which', 'crop', 'he', 'should', 'focus', 'on', 'growing', 'in', 'order', 'to', 'maximize', 'profit', 'in', 'the', 'above', 'graph', 'we', 'can', 'see', 'the', 'distribution', 'of', 'debt', 'between', 'the', 'farmers', 'this', 'will', 'allow', 'the', 'landlord', 'to', 'determine', 'which', 'farmer', 'can', 'be', 'entrusted', 'with', 'growing', 'more', 'crops', 'conclusiondata', 'science', 'plays', 'an', 'exceptionally', 'crucial', 'role', 'in', 'this', 'project', 'underpinning', 'its', 'success', 'and', 'providing', 'invaluable', 'insights', 'through', 'the', 'systematic', 'collection', 'analysis', 'and', 'interpretation', 'of', 'data', 'data', 'science', 'empowers', 'the', 'project', 'and', 'is', 'essential', 'to', 'its', 'functionality', 'and', 'hence', 'its', 'overall', 'success', '1followwritten', 'by', 'agha', 'durrez', 'khan2', 'followersfollowrecommended', 'from', 'mediumthomas', 'smithinthe', 'generatorchatgpt', 'vision', 'is', 'changing', 'how', 'i', 'interact', 'with', 'the', 'real', 'worldi', 'm', 'using', 'the', 'system', 'every', 'day', 'but', 'not', 'how', 'i', 'expected', '8', 'min', 'read', '3', 'days', 'ago', '34barr', 'mosesintowards', 'data', 'science5', 'generative', 'ai', 'use', 'cases', 'companies', 'can', 'implement', 'todaygetting', 'started', 'with', 'llms', 'here', 'are', '5', 'common', 'applications', 'tested', 'by', 'openai', 'vimeo', 'whatnot', 'and', 'other', 'ai', 'leaders', '10', 'min', 'read', '3', 'days', 'ago', '2listsstaff', 'picks469', 'stories', '338', 'savesstories', 'to', 'help', 'you', 'level', 'up', 'at', 'work19', 'stories', '239', 'savesself', 'improvement', '10120', 'stories', '690', 'savesproductivity', '10120', 'stories', '626', 'savesal', 'ananythe', 'chatgpt', 'hype', 'is', 'over', 'now', 'watch', 'how', 'google', 'will', 'kill', 'chatgpt', 'it', 'never', 'happens', 'instantly', 'the', 'business', 'game', 'is', 'longer', 'than', 'you', 'know', '6', 'min', 'read', 'sep', '1', '390george', 'dillardthree', 'perspectives', 'on', 'ai', 'in', 'schoolare', 'you', 'an', 'enthusiast', 'an', 'inevitabilist', 'or', 'a', 'skeptic', '6', 'min', 'read', '4', 'days', 'ago', '9agent007gptautonomous', 'ai', 'agentthe', 'next', 'ai', 'revolution', 'after', 'chatgpt9', 'min', 'read', 'jun', '23', 'scott', 'ryan', 'abtinpitfallbye', 'bye', 'spotifyand', 'see', 'ya', 'later', 'all', 'you', 'subscription', 'services', 'in', 'my', 'little', 'empire', '4', 'min', 'read', 'aug', '19', '282see', 'more', 'recommendationshelpstatuswritersblogcareersprivacytermsabouttext', 'to', 'speechteams']\n"]}]},{"cell_type":"code","source":["import os\n","import nltk\n","nltk.data.path.append(os.path.join(os.getcwd(), \"nltk_data\"))"],"metadata":{"id":"oZJVYVrAB7Uk","executionInfo":{"status":"ok","timestamp":1696960377926,"user_tz":-300,"elapsed":2039,"user":{"displayName":"Junaid Aslam","userId":"00783424550127806115"}}},"execution_count":10,"outputs":[]},{"cell_type":"code","source":["from nltk.tokenize import word_tokenize\n","import nltk\n","nltk.download('punkt')\n","\n","# Split text into words using NLTK\n","words = word_tokenize(scraped_data)\n","print(words)"],"metadata":{"id":"wTf_cNB1CAFs","outputId":"4ab35f07-f242-46cb-d477-ec5e53a080dd","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1696960379085,"user_tz":-300,"elapsed":1161,"user":{"displayName":"Junaid Aslam","userId":"00783424550127806115"}}},"execution_count":11,"outputs":[{"output_type":"stream","name":"stderr","text":["[nltk_data] Downloading package punkt to /root/nltk_data...\n","[nltk_data]   Unzipping tokenizers/punkt.zip.\n"]},{"output_type":"stream","name":"stdout","text":["['intellifarm', 'farm', 'supervision', 'productivity', 'analysis', 'platformagha', 'durrez', 'khan', 'follow3', 'min', 'read', '1', 'day', 'ago', '1listensharenote', 'the', 'information', 'provided', 'here', 'is', 'subject', 'to', 'change', 'and', 'may', 'be', 'updated', 'or', 'revised', 'in', 'response', 'to', 'evolving', 'circumstances', 'project', 'overviewagriculture', 'is', 'the', 'backbone', 'of', 'the', 'pakistan', 's', 'economy', 'the', 'majority', 'of', 'the', 'population', 'of', 'pakistan', 'is', 'directly', 'or', 'indirectly', 'dependent', 'on', 'this', 'sector', 'it', 'contributes', 'about', '24', 'of', 'the', 'gross', 'domestic', 'product', 'gdp', 'however', 'it', 'is', 'plagued', 'by', 'inefficiencies', 'in', 'management', 'and', 'lack', 'of', 'coordination', 'between', 'landlords', 'and', 'farmers', 'in', 'addition', 'to', 'this', 'vast', 'tracts', 'of', 'lands', 'owned', 'by', 'landlords', 'are', 'often', 'poorly', 'managed', 'unable', 'to', 'reach', 'their', 'full', 'potential', 'yield', 'the', 'solution', 'to', 'all', 'of', 'these', 'problems', 'lies', 'in', 'our', 'app', 'intellifarm', 'which', 'is', 'a', 'comprehensive', 'unified', 'tailored', 'and', 'adaptable', 'farm', 'management', 'system', 'developed', 'using', 'flutter', 'framework', 'designed', 'to', 'streamline', 'the', 'complexities', 'of', 'farm', 'management', 'which', 'helps', 'to', 'stimulate', 'communication', 'organization', 'and', 'efficiency', 'in', 'management', 'of', 'farmlands', 'it', 'will', 'offer', 'a', 'wide', 'range', 'of', 'features', 'that', 'will', 'benefit', 'landlords', 'tenants', 'and', 'related', 'stakeholders', 'key', 'functionalities', 'may', 'include', 'tenant', 'management', 'expense', 'tracking', 'financial', 'report', 'generation', 'and', 'seamless', 'communication', 'the', 'system', 'will', 'also', 'facilitate', 'farmer', 'screening', 'verification', 'and', 'event', 'tracking', 'via', 'an', 'integrated', 'calendar', 'in', 'short', 'the', 'main', 'purpose', 'of', 'our', 'application', 'is', 'to', 'reduce', 'the', 'complexity', 'of', 'managing', 'farmlands', 'and', 'utilizing', 'historical', 'data', 'to', 'make', 'informed', 'decisions', 'thereby', 'maximizing', 'productivity', 'of', 'farms', 'the', 'role', 'of', 'data', 'sciencein', 'farm', 'management', 'there', 'a', 'amount', 'of', 'data', 'at', 'play', 'yield', 'of', 'crop', 'expenses', 'profit', 'etc', 'to', 'make', 'the', 'most', 'of', 'this', 'data', 'we', 'need', 'to', 'apply', 'data', 'science', 'techniques', 'in', 'order', 'to', 'perform', 'critical', 'analysis', 'of', 'historical', 'data', 'in', 'order', 'to', 'make', 'well', 'informed', 'decisions', 'in', 'the', 'future', 'with', 'the', 'goal', 'of', 'maximizing', 'productivity', 'and', 'hence', 'profit', 'this', 'is', 'where', 'data', 'science', 'comes', 'in', 'one', 'of', 'our', 'goals', 'will', 'be', 'to', 'generate', 'reports', 'and', 'graphs', 'from', 'our', 'dataset', 'that', 'will', 'provide', 'the', 'landlords', 'with', 'the', 'ability', 'to', 'make', 'informed', 'business', 'decisions', 'which', 'will', 'boost', 'the', 'productivity', 'of', 'their', 'farms', 'the', 'following', 'graphs', 'are', 'examples', 'of', 'how', 'data', 'science', 'can', 'provide', 'insights', 'to', 'the', 'landlords', 'using', 'the', 'app', 'in', 'the', 'above', 'graph', 'we', 'can', 'see', 'the', 'total', 'profit', 'per', 'year', 'of', 'the', 'farmland', 'this', 'will', 'inform', 'the', 'landlord', 'on', 'how', 'effective', 'his', 'management', 'has', 'been', 'throughout', 'the', 'years', 'the', 'above', 'graph', 'shows', 'the', 'top', '5', 'most', 'profitable', 'crops', 'that', 'are', 'grown', 'on', 'the', 'farmland', 'this', 'can', 'be', 'used', 'by', 'a', 'landlord', 'to', 'determine', 'which', 'crop', 'he', 'should', 'focus', 'on', 'growing', 'in', 'order', 'to', 'maximize', 'profit', 'in', 'the', 'above', 'graph', 'we', 'can', 'see', 'the', 'distribution', 'of', 'debt', 'between', 'the', 'farmers', 'this', 'will', 'allow', 'the', 'landlord', 'to', 'determine', 'which', 'farmer', 'can', 'be', 'entrusted', 'with', 'growing', 'more', 'crops', 'conclusiondata', 'science', 'plays', 'an', 'exceptionally', 'crucial', 'role', 'in', 'this', 'project', 'underpinning', 'its', 'success', 'and', 'providing', 'invaluable', 'insights', 'through', 'the', 'systematic', 'collection', 'analysis', 'and', 'interpretation', 'of', 'data', 'data', 'science', 'empowers', 'the', 'project', 'and', 'is', 'essential', 'to', 'its', 'functionality', 'and', 'hence', 'its', 'overall', 'success', '1followwritten', 'by', 'agha', 'durrez', 'khan2', 'followersfollowrecommended', 'from', 'mediumthomas', 'smithinthe', 'generatorchatgpt', 'vision', 'is', 'changing', 'how', 'i', 'interact', 'with', 'the', 'real', 'worldi', 'm', 'using', 'the', 'system', 'every', 'day', 'but', 'not', 'how', 'i', 'expected', '8', 'min', 'read', '3', 'days', 'ago', '34barr', 'mosesintowards', 'data', 'science5', 'generative', 'ai', 'use', 'cases', 'companies', 'can', 'implement', 'todaygetting', 'started', 'with', 'llms', 'here', 'are', '5', 'common', 'applications', 'tested', 'by', 'openai', 'vimeo', 'whatnot', 'and', 'other', 'ai', 'leaders', '10', 'min', 'read', '3', 'days', 'ago', '2listsstaff', 'picks469', 'stories', '338', 'savesstories', 'to', 'help', 'you', 'level', 'up', 'at', 'work19', 'stories', '239', 'savesself', 'improvement', '10120', 'stories', '690', 'savesproductivity', '10120', 'stories', '626', 'savesal', 'ananythe', 'chatgpt', 'hype', 'is', 'over', 'now', 'watch', 'how', 'google', 'will', 'kill', 'chatgpt', 'it', 'never', 'happens', 'instantly', 'the', 'business', 'game', 'is', 'longer', 'than', 'you', 'know', '6', 'min', 'read', 'sep', '1', '390george', 'dillardthree', 'perspectives', 'on', 'ai', 'in', 'schoolare', 'you', 'an', 'enthusiast', 'an', 'inevitabilist', 'or', 'a', 'skeptic', '6', 'min', 'read', '4', 'days', 'ago', '9agent007gptautonomous', 'ai', 'agentthe', 'next', 'ai', 'revolution', 'after', 'chatgpt9', 'min', 'read', 'jun', '23', 'scott', 'ryan', 'abtinpitfallbye', 'bye', 'spotifyand', 'see', 'ya', 'later', 'all', 'you', 'subscription', 'services', 'in', 'my', 'little', 'empire', '4', 'min', 'read', 'aug', '19', '282see', 'more', 'recommendationshelpstatuswritersblogcareersprivacytermsabouttext', 'to', 'speechteams']\n"]}]},{"cell_type":"code","source":["from nltk.tokenize import sent_tokenize\n","\n","# Split text into sentences\n","sentences = sent_tokenize(scraped_data)\n","print(sentences)"],"metadata":{"id":"TFtCnDtNCGc6","outputId":"1f9470a6-1e01-4f59-c9c9-2a458ad05405","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1696960381711,"user_tz":-300,"elapsed":791,"user":{"displayName":"Junaid Aslam","userId":"00783424550127806115"}}},"execution_count":12,"outputs":[{"output_type":"stream","name":"stdout","text":["['intellifarm   farm supervision   productivity analysis platformagha durrez khan follow3 min read 1 day ago  1listensharenote  the information provided here is subject to change and may be updated or revised in response to evolving circumstances project overviewagriculture is the backbone of the pakistan s economy  the majority of the population of pakistan is directly or indirectly dependent on this sector  it contributes about 24  of the gross domestic product  gdp   however  it is plagued by inefficiencies in management and lack of coordination between landlords and farmers  in addition to this  vast tracts of lands owned by landlords are often poorly managed  unable to reach their full potential yield the solution to all of these problems lies in our app  intellifarm  which is a comprehensive  unified  tailored and adaptable farm management system developed using flutter framework  designed to streamline the complexities of farm management which helps to stimulate communication  organization  and efficiency in management of farmlands it will offer a wide range of features that will benefit landlords  tenants  and related stakeholders  key functionalities may include tenant management  expense tracking  financial report generation  and seamless communication  the system will also facilitate farmer screening verification and event tracking via an integrated calendar in short  the main purpose of our application is to reduce the complexity of managing farmlands and utilizing historical data to make informed decisions thereby maximizing productivity of farms the role of data sciencein farm management there a amount of data at play  yield of crop  expenses  profit etc  to make the most of this data we need to apply data science techniques in order to perform critical analysis of historical data in order to make well informed decisions in the future with the goal of maximizing productivity and hence profit  this is where data science comes in  one of our goals will be to generate reports and graphs from our dataset that will provide the landlords with the ability to make informed business decisions which will boost the productivity of their farms  the following graphs are examples of how data science can provide insights to the landlords using the app in the above graph we can see the total profit per year of the farmland  this will inform the landlord on how effective his management has been throughout the years the above graph shows the top 5 most profitable crops that are grown on the farmland  this can be used by a landlord to determine which crop he should focus on growing in order to maximize profit in the above graph we can see the distribution of debt between the farmers  this will allow the landlord to determine which farmer can be entrusted with growing more crops conclusiondata science plays an exceptionally crucial role in this project  underpinning its success and providing invaluable insights  through the systematic collection  analysis  and interpretation of data  data science empowers the project and is essential to its functionality and hence its overall success     1followwritten by agha durrez khan2 followersfollowrecommended from mediumthomas smithinthe generatorchatgpt vision is changing how i interact with the real worldi m using the system every day   but not how i expected 8 min read 3 days ago  34barr mosesintowards data science5 generative ai use cases companies can implement todaygetting started with llms  here are 5 common applications tested by openai  vimeo  whatnot  and other ai leaders 10 min read 3 days ago  2listsstaff picks469 stories 338 savesstories to help you level up at work19 stories 239 savesself improvement 10120 stories 690 savesproductivity 10120 stories 626 savesal ananythe chatgpt hype is over   now watch how google will kill chatgpt it never happens instantly  the business game is longer than you know  6 min read sep 1  390george dillardthree perspectives on ai in schoolare you an enthusiast  an inevitabilist  or a skeptic  6 min read 4 days ago  9agent007gptautonomous ai agentthe next ai revolution after chatgpt9 min read jun 23  scott ryan abtinpitfallbye bye  spotifyand see ya later  all you subscription services in my little empire 4 min read aug 19  282see more recommendationshelpstatuswritersblogcareersprivacytermsabouttext to speechteams']\n"]}]},{"cell_type":"code","source":["# List stop words\n","from nltk.corpus import stopwords\n","nltk.download('stopwords')\n","print(stopwords.words(\"english\"))"],"metadata":{"id":"uXxhGcZPCSCD","outputId":"fa5512d5-8d54-454c-abc2-c9e8fdad790b","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1696960382422,"user_tz":-300,"elapsed":714,"user":{"displayName":"Junaid Aslam","userId":"00783424550127806115"}}},"execution_count":13,"outputs":[{"output_type":"stream","name":"stdout","text":["['i', 'me', 'my', 'myself', 'we', 'our', 'ours', 'ourselves', 'you', \"you're\", \"you've\", \"you'll\", \"you'd\", 'your', 'yours', 'yourself', 'yourselves', 'he', 'him', 'his', 'himself', 'she', \"she's\", 'her', 'hers', 'herself', 'it', \"it's\", 'its', 'itself', 'they', 'them', 'their', 'theirs', 'themselves', 'what', 'which', 'who', 'whom', 'this', 'that', \"that'll\", 'these', 'those', 'am', 'is', 'are', 'was', 'were', 'be', 'been', 'being', 'have', 'has', 'had', 'having', 'do', 'does', 'did', 'doing', 'a', 'an', 'the', 'and', 'but', 'if', 'or', 'because', 'as', 'until', 'while', 'of', 'at', 'by', 'for', 'with', 'about', 'against', 'between', 'into', 'through', 'during', 'before', 'after', 'above', 'below', 'to', 'from', 'up', 'down', 'in', 'out', 'on', 'off', 'over', 'under', 'again', 'further', 'then', 'once', 'here', 'there', 'when', 'where', 'why', 'how', 'all', 'any', 'both', 'each', 'few', 'more', 'most', 'other', 'some', 'such', 'no', 'nor', 'not', 'only', 'own', 'same', 'so', 'than', 'too', 'very', 's', 't', 'can', 'will', 'just', 'don', \"don't\", 'should', \"should've\", 'now', 'd', 'll', 'm', 'o', 're', 've', 'y', 'ain', 'aren', \"aren't\", 'couldn', \"couldn't\", 'didn', \"didn't\", 'doesn', \"doesn't\", 'hadn', \"hadn't\", 'hasn', \"hasn't\", 'haven', \"haven't\", 'isn', \"isn't\", 'ma', 'mightn', \"mightn't\", 'mustn', \"mustn't\", 'needn', \"needn't\", 'shan', \"shan't\", 'shouldn', \"shouldn't\", 'wasn', \"wasn't\", 'weren', \"weren't\", 'won', \"won't\", 'wouldn', \"wouldn't\"]\n"]},{"output_type":"stream","name":"stderr","text":["[nltk_data] Downloading package stopwords to /root/nltk_data...\n","[nltk_data]   Unzipping corpora/stopwords.zip.\n"]}]},{"cell_type":"code","source":["# Remove stop words\n","words = [w for w in words if w not in stopwords.words(\"english\")]\n","print(words)"],"metadata":{"id":"Y3R0d81qCXKW","outputId":"46620c45-e19b-4eef-904e-72ebbee515a2","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1696960384740,"user_tz":-300,"elapsed":4,"user":{"displayName":"Junaid Aslam","userId":"00783424550127806115"}}},"execution_count":14,"outputs":[{"output_type":"stream","name":"stdout","text":["['intellifarm', 'farm', 'supervision', 'productivity', 'analysis', 'platformagha', 'durrez', 'khan', 'follow3', 'min', 'read', '1', 'day', 'ago', '1listensharenote', 'information', 'provided', 'subject', 'change', 'may', 'updated', 'revised', 'response', 'evolving', 'circumstances', 'project', 'overviewagriculture', 'backbone', 'pakistan', 'economy', 'majority', 'population', 'pakistan', 'directly', 'indirectly', 'dependent', 'sector', 'contributes', '24', 'gross', 'domestic', 'product', 'gdp', 'however', 'plagued', 'inefficiencies', 'management', 'lack', 'coordination', 'landlords', 'farmers', 'addition', 'vast', 'tracts', 'lands', 'owned', 'landlords', 'often', 'poorly', 'managed', 'unable', 'reach', 'full', 'potential', 'yield', 'solution', 'problems', 'lies', 'app', 'intellifarm', 'comprehensive', 'unified', 'tailored', 'adaptable', 'farm', 'management', 'system', 'developed', 'using', 'flutter', 'framework', 'designed', 'streamline', 'complexities', 'farm', 'management', 'helps', 'stimulate', 'communication', 'organization', 'efficiency', 'management', 'farmlands', 'offer', 'wide', 'range', 'features', 'benefit', 'landlords', 'tenants', 'related', 'stakeholders', 'key', 'functionalities', 'may', 'include', 'tenant', 'management', 'expense', 'tracking', 'financial', 'report', 'generation', 'seamless', 'communication', 'system', 'also', 'facilitate', 'farmer', 'screening', 'verification', 'event', 'tracking', 'via', 'integrated', 'calendar', 'short', 'main', 'purpose', 'application', 'reduce', 'complexity', 'managing', 'farmlands', 'utilizing', 'historical', 'data', 'make', 'informed', 'decisions', 'thereby', 'maximizing', 'productivity', 'farms', 'role', 'data', 'sciencein', 'farm', 'management', 'amount', 'data', 'play', 'yield', 'crop', 'expenses', 'profit', 'etc', 'make', 'data', 'need', 'apply', 'data', 'science', 'techniques', 'order', 'perform', 'critical', 'analysis', 'historical', 'data', 'order', 'make', 'well', 'informed', 'decisions', 'future', 'goal', 'maximizing', 'productivity', 'hence', 'profit', 'data', 'science', 'comes', 'one', 'goals', 'generate', 'reports', 'graphs', 'dataset', 'provide', 'landlords', 'ability', 'make', 'informed', 'business', 'decisions', 'boost', 'productivity', 'farms', 'following', 'graphs', 'examples', 'data', 'science', 'provide', 'insights', 'landlords', 'using', 'app', 'graph', 'see', 'total', 'profit', 'per', 'year', 'farmland', 'inform', 'landlord', 'effective', 'management', 'throughout', 'years', 'graph', 'shows', 'top', '5', 'profitable', 'crops', 'grown', 'farmland', 'used', 'landlord', 'determine', 'crop', 'focus', 'growing', 'order', 'maximize', 'profit', 'graph', 'see', 'distribution', 'debt', 'farmers', 'allow', 'landlord', 'determine', 'farmer', 'entrusted', 'growing', 'crops', 'conclusiondata', 'science', 'plays', 'exceptionally', 'crucial', 'role', 'project', 'underpinning', 'success', 'providing', 'invaluable', 'insights', 'systematic', 'collection', 'analysis', 'interpretation', 'data', 'data', 'science', 'empowers', 'project', 'essential', 'functionality', 'hence', 'overall', 'success', '1followwritten', 'agha', 'durrez', 'khan2', 'followersfollowrecommended', 'mediumthomas', 'smithinthe', 'generatorchatgpt', 'vision', 'changing', 'interact', 'real', 'worldi', 'using', 'system', 'every', 'day', 'expected', '8', 'min', 'read', '3', 'days', 'ago', '34barr', 'mosesintowards', 'data', 'science5', 'generative', 'ai', 'use', 'cases', 'companies', 'implement', 'todaygetting', 'started', 'llms', '5', 'common', 'applications', 'tested', 'openai', 'vimeo', 'whatnot', 'ai', 'leaders', '10', 'min', 'read', '3', 'days', 'ago', '2listsstaff', 'picks469', 'stories', '338', 'savesstories', 'help', 'level', 'work19', 'stories', '239', 'savesself', 'improvement', '10120', 'stories', '690', 'savesproductivity', '10120', 'stories', '626', 'savesal', 'ananythe', 'chatgpt', 'hype', 'watch', 'google', 'kill', 'chatgpt', 'never', 'happens', 'instantly', 'business', 'game', 'longer', 'know', '6', 'min', 'read', 'sep', '1', '390george', 'dillardthree', 'perspectives', 'ai', 'schoolare', 'enthusiast', 'inevitabilist', 'skeptic', '6', 'min', 'read', '4', 'days', 'ago', '9agent007gptautonomous', 'ai', 'agentthe', 'next', 'ai', 'revolution', 'chatgpt9', 'min', 'read', 'jun', '23', 'scott', 'ryan', 'abtinpitfallbye', 'bye', 'spotifyand', 'see', 'ya', 'later', 'subscription', 'services', 'little', 'empire', '4', 'min', 'read', 'aug', '19', '282see', 'recommendationshelpstatuswritersblogcareersprivacytermsabouttext', 'speechteams']\n"]}]},{"cell_type":"code","source":["import nltk\n","\n","# Define a custom grammar\n","my_grammar = nltk.CFG.fromstring(\"\"\"\n","S -> NP VP\n","PP -> P NP\n","NP -> Det N | Det N PP | 'I'\n","VP -> V NP | VP PP\n","Det -> 'an' | 'my'\n","N -> 'elephant' | 'pajamas'\n","V -> 'shot'\n","P -> 'in'\n","\"\"\")\n","parser = nltk.ChartParser(my_grammar)\n","\n","# Parse a sentence\n","sentence = word_tokenize(\"I shot an elephant in my pajamas\")\n","for tree in parser.parse(sentence):\n","    print(tree)"],"metadata":{"id":"rP7NcM8ICfVd","outputId":"16c89177-a54b-406e-b9f5-32d7cd7a4b6c","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1696960385495,"user_tz":-300,"elapsed":4,"user":{"displayName":"Junaid Aslam","userId":"00783424550127806115"}}},"execution_count":15,"outputs":[{"output_type":"stream","name":"stdout","text":["(S\n","  (NP I)\n","  (VP\n","    (VP (V shot) (NP (Det an) (N elephant)))\n","    (PP (P in) (NP (Det my) (N pajamas)))))\n","(S\n","  (NP I)\n","  (VP\n","    (V shot)\n","    (NP (Det an) (N elephant) (PP (P in) (NP (Det my) (N pajamas))))))\n"]}]},{"cell_type":"code","execution_count":16,"metadata":{"id":"guV3wpPWG59s","outputId":"f08587f8-921e-45fa-90a0-67ce6450f484","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1696960388739,"user_tz":-300,"elapsed":3,"user":{"displayName":"Junaid Aslam","userId":"00783424550127806115"}}},"outputs":[{"output_type":"stream","name":"stdout","text":["['intellifarm', 'farm', 'supervis', 'product', 'analysi', 'platformagha', 'durrez', 'khan', 'follow3', 'min', 'read', '1', 'day', 'ago', '1listensharenot', 'inform', 'provid', 'subject', 'chang', 'may', 'updat', 'revis', 'respons', 'evolv', 'circumst', 'project', 'overviewagricultur', 'backbon', 'pakistan', 'economi', 'major', 'popul', 'pakistan', 'directli', 'indirectli', 'depend', 'sector', 'contribut', '24', 'gross', 'domest', 'product', 'gdp', 'howev', 'plagu', 'ineffici', 'manag', 'lack', 'coordin', 'landlord', 'farmer', 'addit', 'vast', 'tract', 'land', 'own', 'landlord', 'often', 'poorli', 'manag', 'unabl', 'reach', 'full', 'potenti', 'yield', 'solut', 'problem', 'lie', 'app', 'intellifarm', 'comprehens', 'unifi', 'tailor', 'adapt', 'farm', 'manag', 'system', 'develop', 'use', 'flutter', 'framework', 'design', 'streamlin', 'complex', 'farm', 'manag', 'help', 'stimul', 'commun', 'organ', 'effici', 'manag', 'farmland', 'offer', 'wide', 'rang', 'featur', 'benefit', 'landlord', 'tenant', 'relat', 'stakehold', 'key', 'function', 'may', 'includ', 'tenant', 'manag', 'expens', 'track', 'financi', 'report', 'gener', 'seamless', 'commun', 'system', 'also', 'facilit', 'farmer', 'screen', 'verif', 'event', 'track', 'via', 'integr', 'calendar', 'short', 'main', 'purpos', 'applic', 'reduc', 'complex', 'manag', 'farmland', 'util', 'histor', 'data', 'make', 'inform', 'decis', 'therebi', 'maxim', 'product', 'farm', 'role', 'data', 'sciencein', 'farm', 'manag', 'amount', 'data', 'play', 'yield', 'crop', 'expens', 'profit', 'etc', 'make', 'data', 'need', 'appli', 'data', 'scienc', 'techniqu', 'order', 'perform', 'critic', 'analysi', 'histor', 'data', 'order', 'make', 'well', 'inform', 'decis', 'futur', 'goal', 'maxim', 'product', 'henc', 'profit', 'data', 'scienc', 'come', 'one', 'goal', 'gener', 'report', 'graph', 'dataset', 'provid', 'landlord', 'abil', 'make', 'inform', 'busi', 'decis', 'boost', 'product', 'farm', 'follow', 'graph', 'exampl', 'data', 'scienc', 'provid', 'insight', 'landlord', 'use', 'app', 'graph', 'see', 'total', 'profit', 'per', 'year', 'farmland', 'inform', 'landlord', 'effect', 'manag', 'throughout', 'year', 'graph', 'show', 'top', '5', 'profit', 'crop', 'grown', 'farmland', 'use', 'landlord', 'determin', 'crop', 'focu', 'grow', 'order', 'maxim', 'profit', 'graph', 'see', 'distribut', 'debt', 'farmer', 'allow', 'landlord', 'determin', 'farmer', 'entrust', 'grow', 'crop', 'conclusiondata', 'scienc', 'play', 'except', 'crucial', 'role', 'project', 'underpin', 'success', 'provid', 'invalu', 'insight', 'systemat', 'collect', 'analysi', 'interpret', 'data', 'data', 'scienc', 'empow', 'project', 'essenti', 'function', 'henc', 'overal', 'success', '1followwritten', 'agha', 'durrez', 'khan2', 'followersfollowrecommend', 'mediumthoma', 'smithinth', 'generatorchatgpt', 'vision', 'chang', 'interact', 'real', 'worldi', 'use', 'system', 'everi', 'day', 'expect', '8', 'min', 'read', '3', 'day', 'ago', '34barr', 'mosesintoward', 'data', 'science5', 'gener', 'ai', 'use', 'case', 'compani', 'implement', 'todayget', 'start', 'llm', '5', 'common', 'applic', 'test', 'openai', 'vimeo', 'whatnot', 'ai', 'leader', '10', 'min', 'read', '3', 'day', 'ago', '2listsstaff', 'picks469', 'stori', '338', 'savesstori', 'help', 'level', 'work19', 'stori', '239', 'savesself', 'improv', '10120', 'stori', '690', 'savesproduct', '10120', 'stori', '626', 'saves', 'ananyth', 'chatgpt', 'hype', 'watch', 'googl', 'kill', 'chatgpt', 'never', 'happen', 'instantli', 'busi', 'game', 'longer', 'know', '6', 'min', 'read', 'sep', '1', '390georg', 'dillardthre', 'perspect', 'ai', 'schoolar', 'enthusiast', 'inevitabilist', 'skeptic', '6', 'min', 'read', '4', 'day', 'ago', '9agent007gptautonom', 'ai', 'agentth', 'next', 'ai', 'revolut', 'chatgpt9', 'min', 'read', 'jun', '23', 'scott', 'ryan', 'abtinpitfallby', 'bye', 'spotifyand', 'see', 'ya', 'later', 'subscript', 'servic', 'littl', 'empir', '4', 'min', 'read', 'aug', '19', '282see', 'recommendationshelpstatuswritersblogcareersprivacytermsabouttext', 'speechteam']\n"]}],"source":["from nltk.stem.porter import PorterStemmer\n","\n","# Reduce words to their stems\n","stemmed = [PorterStemmer().stem(w) for w in words]\n","print(stemmed)"]},{"cell_type":"code","source":["from nltk.stem.wordnet import WordNetLemmatizer\n","nltk.download('wordnet')\n","# Reduce words to their root form\n","lemmed = [WordNetLemmatizer().lemmatize(w) for w in words]\n","print(lemmed)"],"metadata":{"id":"RmgYk7GoCoLO","outputId":"2a48d006-19c7-4c36-adca-a28ae33d931b","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1696960391989,"user_tz":-300,"elapsed":1819,"user":{"displayName":"Junaid Aslam","userId":"00783424550127806115"}}},"execution_count":17,"outputs":[{"output_type":"stream","name":"stderr","text":["[nltk_data] Downloading package wordnet to /root/nltk_data...\n"]},{"output_type":"stream","name":"stdout","text":["['intellifarm', 'farm', 'supervision', 'productivity', 'analysis', 'platformagha', 'durrez', 'khan', 'follow3', 'min', 'read', '1', 'day', 'ago', '1listensharenote', 'information', 'provided', 'subject', 'change', 'may', 'updated', 'revised', 'response', 'evolving', 'circumstance', 'project', 'overviewagriculture', 'backbone', 'pakistan', 'economy', 'majority', 'population', 'pakistan', 'directly', 'indirectly', 'dependent', 'sector', 'contributes', '24', 'gross', 'domestic', 'product', 'gdp', 'however', 'plagued', 'inefficiency', 'management', 'lack', 'coordination', 'landlord', 'farmer', 'addition', 'vast', 'tract', 'land', 'owned', 'landlord', 'often', 'poorly', 'managed', 'unable', 'reach', 'full', 'potential', 'yield', 'solution', 'problem', 'lie', 'app', 'intellifarm', 'comprehensive', 'unified', 'tailored', 'adaptable', 'farm', 'management', 'system', 'developed', 'using', 'flutter', 'framework', 'designed', 'streamline', 'complexity', 'farm', 'management', 'help', 'stimulate', 'communication', 'organization', 'efficiency', 'management', 'farmland', 'offer', 'wide', 'range', 'feature', 'benefit', 'landlord', 'tenant', 'related', 'stakeholder', 'key', 'functionality', 'may', 'include', 'tenant', 'management', 'expense', 'tracking', 'financial', 'report', 'generation', 'seamless', 'communication', 'system', 'also', 'facilitate', 'farmer', 'screening', 'verification', 'event', 'tracking', 'via', 'integrated', 'calendar', 'short', 'main', 'purpose', 'application', 'reduce', 'complexity', 'managing', 'farmland', 'utilizing', 'historical', 'data', 'make', 'informed', 'decision', 'thereby', 'maximizing', 'productivity', 'farm', 'role', 'data', 'sciencein', 'farm', 'management', 'amount', 'data', 'play', 'yield', 'crop', 'expense', 'profit', 'etc', 'make', 'data', 'need', 'apply', 'data', 'science', 'technique', 'order', 'perform', 'critical', 'analysis', 'historical', 'data', 'order', 'make', 'well', 'informed', 'decision', 'future', 'goal', 'maximizing', 'productivity', 'hence', 'profit', 'data', 'science', 'come', 'one', 'goal', 'generate', 'report', 'graph', 'dataset', 'provide', 'landlord', 'ability', 'make', 'informed', 'business', 'decision', 'boost', 'productivity', 'farm', 'following', 'graph', 'example', 'data', 'science', 'provide', 'insight', 'landlord', 'using', 'app', 'graph', 'see', 'total', 'profit', 'per', 'year', 'farmland', 'inform', 'landlord', 'effective', 'management', 'throughout', 'year', 'graph', 'show', 'top', '5', 'profitable', 'crop', 'grown', 'farmland', 'used', 'landlord', 'determine', 'crop', 'focus', 'growing', 'order', 'maximize', 'profit', 'graph', 'see', 'distribution', 'debt', 'farmer', 'allow', 'landlord', 'determine', 'farmer', 'entrusted', 'growing', 'crop', 'conclusiondata', 'science', 'play', 'exceptionally', 'crucial', 'role', 'project', 'underpinning', 'success', 'providing', 'invaluable', 'insight', 'systematic', 'collection', 'analysis', 'interpretation', 'data', 'data', 'science', 'empowers', 'project', 'essential', 'functionality', 'hence', 'overall', 'success', '1followwritten', 'agha', 'durrez', 'khan2', 'followersfollowrecommended', 'mediumthomas', 'smithinthe', 'generatorchatgpt', 'vision', 'changing', 'interact', 'real', 'worldi', 'using', 'system', 'every', 'day', 'expected', '8', 'min', 'read', '3', 'day', 'ago', '34barr', 'mosesintowards', 'data', 'science5', 'generative', 'ai', 'use', 'case', 'company', 'implement', 'todaygetting', 'started', 'llm', '5', 'common', 'application', 'tested', 'openai', 'vimeo', 'whatnot', 'ai', 'leader', '10', 'min', 'read', '3', 'day', 'ago', '2listsstaff', 'picks469', 'story', '338', 'savesstories', 'help', 'level', 'work19', 'story', '239', 'savesself', 'improvement', '10120', 'story', '690', 'savesproductivity', '10120', 'story', '626', 'savesal', 'ananythe', 'chatgpt', 'hype', 'watch', 'google', 'kill', 'chatgpt', 'never', 'happens', 'instantly', 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Aslam","userId":"00783424550127806115"}}},"execution_count":18,"outputs":[{"output_type":"stream","name":"stdout","text":["['intellifarm', 'farm', 'supervision', 'productivity', 'analysis', 'platformagha', 'durrez', 'khan', 'follow3', 'min', 'read', '1', 'day', 'ago', '1listensharenote', 'information', 'provide', 'subject', 'change', 'may', 'update', 'revise', 'response', 'evolve', 'circumstance', 'project', 'overviewagriculture', 'backbone', 'pakistan', 'economy', 'majority', 'population', 'pakistan', 'directly', 'indirectly', 'dependent', 'sector', 'contribute', '24', 'gross', 'domestic', 'product', 'gdp', 'however', 'plague', 'inefficiency', 'management', 'lack', 'coordination', 'landlord', 'farmer', 'addition', 'vast', 'tract', 'land', 'own', 'landlord', 'often', 'poorly', 'manage', 'unable', 'reach', 'full', 'potential', 'yield', 'solution', 'problem', 'lie', 'app', 'intellifarm', 'comprehensive', 'unify', 'tailor', 'adaptable', 'farm', 'management', 'system', 'develop', 'use', 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