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PAIR code

Code repositories for projects from the People+AI Research (PAIR) Initiative

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  1. facets facets Public archive

    Visualizations for machine learning datasets

    Jupyter Notebook 7.4k 888

  2. lit lit Public

    The Learning Interpretability Tool: Interactively analyze ML models to understand their behavior in an extensible and framework agnostic interface.

    TypeScript 3.6k 369

  3. saliency saliency Public

    Framework-agnostic implementation for state-of-the-art saliency methods (XRAI, BlurIG, SmoothGrad, and more).

    Jupyter Notebook 989 197

  4. what-if-tool what-if-tool Public

    Source code/webpage/demos for the What-If Tool

    HTML 983 178

  5. llm-comparator llm-comparator Public

    LLM Comparator is an interactive data visualization tool for evaluating and analyzing LLM responses side-by-side, developed by the PAIR team.

    JavaScript 498 44

  6. umap-js umap-js Public

    JavaScript implementation of UMAP

    JavaScript 407 39

Repositories

Showing 10 of 44 repositories
  • deliberate-lab Public

    Platform for running online research experiments on human + LLM group dynamics.

    PAIR-code/deliberate-lab’s past year of commit activity
    TypeScript 47 Apache-2.0 20 70 13 Updated Nov 21, 2025
  • lit Public

    The Learning Interpretability Tool: Interactively analyze ML models to understand their behavior in an extensible and framework agnostic interface.

    PAIR-code/lit’s past year of commit activity
    TypeScript 3,609 Apache-2.0 369 51 80 Updated Nov 19, 2025
  • thehardway Public

    Supplementary code repository to accompany Tic-Tac-Toe the Hard Way podcast

    PAIR-code/thehardway’s past year of commit activity
    JavaScript 13 2 0 8 Updated Nov 18, 2025
  • understanding-umap Public

    Understanding the theory behind UMAP

    PAIR-code/understanding-umap’s past year of commit activity
    JavaScript 185 Apache-2.0 28 1 8 Updated Nov 18, 2025
  • cococo Public

    𝄡 Collaborative Convolutional Counterpoint

    PAIR-code/cococo’s past year of commit activity
    TypeScript 47 Apache-2.0 2 1 35 Updated Nov 18, 2025
  • PAIR-code/depth-maps-art-and-illusions’s past year of commit activity
    TypeScript 21 6 1 39 Updated Nov 18, 2025
  • interpretability Public

    PAIR.withgoogle.com and friend's work on interpretability methods

    PAIR-code/interpretability’s past year of commit activity
    JavaScript 214 Apache-2.0 35 0 38 Updated Nov 18, 2025
  • PAIR-code/waterfall-of-meaning’s past year of commit activity
    TypeScript 5 Apache-2.0 6 0 22 Updated Nov 18, 2025
  • deeplearnjs-legacy-loader Public

    Deprecated: Legacy TensorFlow model loader for deeplearn.js

    PAIR-code/deeplearnjs-legacy-loader’s past year of commit activity
    Python 4 Apache-2.0 5 0 23 Updated Nov 18, 2025
  • federated-learning Public

    Federated learning experiment using TensorFlow.js

    PAIR-code/federated-learning’s past year of commit activity
    TypeScript 164 Apache-2.0 30 12 88 Updated Nov 18, 2025