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dmarx/README.md

Hi there! I'm David (He/Him) Github Stars Github Followers

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I'm passionate about making quality tools that empower AI practitioners and generative artists.

I'm currently working as an ML engineer at CoreWeave, and am also affiliated with eleuther.ai. Previously, I helped launch Stability AI in the role of Distinguished Engineer, and worked in more conventional Data Scientist roles at Microsoft, Amazon, Fannie Mae, USDOL-OIG, Elder Research, and SoundExchange. A common theme in my work for the last few years has been building tools which making bleeding edge AI research accessible to non-technical creatives.

Creator/maintainer/curator of /~https://github.com/pytti-tools -> Open In Colab

Some projects I'm currently or recently involved with:

  • Developing tools to facilitate parameterizing complex, multi-scene animation sequences
  • Invented a technique for generating a multi-scene music video from audio Open In Colab
  • inventing and building cutting edge, state of the art, AI animation tools and techniques
  • working with electronic musicians and VJs to advance audio-reactive animation research
  • maintaining and extending pytti-tools
  • building a library to facilitate working with pre-trained CLIP-like models
  • building a library to facilitate working with and management of messy research code
  • working with researchers to build data collection tools that will be used to turn hackathon activities into training data for code generative language modeling
  • Implementing notebooks to facilitate AI artist use of pre-trained research models, including FiLM and blended defusion
  • model design for a forthcoming AI art model
  • Shepherding the launch of the Stable Diffusion API and accompanying infra and tooling (public SDK, CI/CD, etc.) as engineering lead through the launch of the DreamStudio product

Microsoft WWL Amazon TRMS Elder Research


github stats for dmarx

Broad Research Interests

  • Text guided image synthesis
  • AI-assisted animation
  • Representation learning
    • contrastive
    • semi-supervised
    • adversarial
    • composable
    • multi-modal
  • Application of topolgical and geometric methods to machine learning
  • Generative models
  • Inductive priors
  • Learning theory

Current Areas of Research Focus

  • Modeling with implicit representations and operators
  • Composable representations
  • Latent-space manipulation
  • Scale-agnostic learning
  • Artistic applications of multi-modal generative models

Old Blog


# Greatest hits

/~https://github.com/dmarx/bench-warmers/
/~https://github.com/dmarx/sd-lazy-wildcards
/~https://github.com/dmarx/notebooks
/~https://github.com/dmarx/workbench
/~https://github.com/dmarx/anthology-of-modern-ml
/~https://github.com/dmarx/video-killed-the-radio-star
/~https://github.com/dmarx/keyframed
/~https://github.com/dmarx/fast-and-simple-dense-retrieval
/~https://github.com/dmarx/fasdr-action
/~https://github.com/dmarx/zero-shot-intent-classifier
/~https://github.com/dmarx/keyframed_chatgpt
/~https://github.com/dmarx/not-a-package-manager
/~https://github.com/dmarx/Multi-Modal-Comparators
/~https://github.com/dmarx/anthology-of-ml-for-ai-art
/~https://github.com/dmarx/pytti-core
/~https://github.com/dmarx/cka_pytorch
/~https://github.com/dmarx/checkin
/~https://github.com/dmarx/Topological-Anomaly-Detection
/~https://github.com/dmarx/Reddit_response_to_Trump

/~https://github.com/dmarx/make_for_datascience
/~https://github.com/dmarx/dispatchr
/~https://github.com/dmarx/twitterMonitor
/~https://github.com/dmarx/TextSummarization
/~https://github.com/dmarx/reddit-map
/~https://github.com/dmarx/dmarx.github.io
/~https://github.com/dmarx/Target-Shuffling
/~https://github.com/dmarx/statisticalArgumentForSettling
/~https://github.com/dmarx/SubredditMentionsGraph
/~https://github.com/dmarx/BoostTheVote

/~https://github.com/dmarx/Topological-Anomaly-Detection-r
/~https://github.com/dmarx/TravelingSalesmanMCMC
/~https://github.com/dmarx/GameOfLife
/~https://github.com/dmarx/Dreidel
/~https://github.com/dmarx/Random-Contingency-Table-Generator
/~https://github.com/dmarx/d3-mines
/~https://github.com/dmarx/mines

/~https://github.com/dmarx/VideoLinkBot

/~https://github.com/dmarx/awesome-llm-utilities
/~https://github.com/dmarx/auto-tagger
/~https://github.com/dmarx/the-rest-of-the-fucking-owl
/~https://github.com/dmarx/owl-keyframed
/~https://github.com/dmarx/psaw
/~https://github.com/dmarx/debugger
/~https://github.com/dmarx/nfpa
/~https://github.com/dmarx/enl-supply
/~https://github.com/dmarx/supply-chain
/~https://github.com/dmarx/data_generation_demo
/~https://github.com/dmarx/tpot
/~https://github.com/dmarx/DataKind-SmokeAlarms
/~https://github.com/dmarx/congressional-rollcalls

Pinned Loading

  1. ComfyUI-Keyframed ComfyUI-Keyframed Public

    ComfyUI nodes to facilitate prompt/parameter keyframing

    Python 88 7

  2. anthology-of-modern-ml anthology-of-modern-ml Public

    Collection of important articles to be treated as a textbook

    Jupyter Notebook 697 34

  3. video-killed-the-radio-star video-killed-the-radio-star Public

    Notebook and tools for end-to-end automation of music video production with generative AI

    Jupyter Notebook 208 36

  4. notebooks notebooks Public

    misc notebooks i wanted to put in tracking

    Jupyter Notebook 17 2

  5. bench-warmers bench-warmers Public

    DigThatData's Public Brainstorming space

    Python 66 8

  6. digthatdata-comfyui-workflows digthatdata-comfyui-workflows Public

    Sharing some of my secret sauce ;)

    17 2