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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 367

  3. saliency saliency Public archive

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

    Jupyter Notebook 982 195

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

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

    HTML 968 178

  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 474 42

  6. umap-js umap-js Public

    JavaScript implementation of UMAP

    JavaScript 404 37

Repositories

Showing 10 of 42 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 26 Apache-2.0 14 50 4 Updated Aug 27, 2025
  • ts-llmt Public
    PAIR-code/ts-llmt’s past year of commit activity
    TypeScript 0 Apache-2.0 1 1 0 Updated Aug 23, 2025
  • PAIR-code/tiny-transformers’s past year of commit activity
    Jupyter Notebook 20 Apache-2.0 3 11 (1 issue needs help) 9 Updated Aug 22, 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 3,588 Apache-2.0 367 51 79 Updated Aug 22, 2025
  • cococo Public

    𝄡 Collaborative Convolutional Counterpoint

    PAIR-code/cococo’s past year of commit activity
    TypeScript 46 Apache-2.0 2 1 34 Updated Aug 21, 2025
  • PAIR-code/depth-maps-art-and-illusions’s past year of commit activity
    TypeScript 19 6 1 38 Updated Aug 21, 2025
  • interpretability Public

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

    PAIR-code/interpretability’s past year of commit activity
    JavaScript 200 Apache-2.0 33 0 32 Updated Aug 21, 2025
  • PAIR-code/waterfall-of-meaning’s past year of commit activity
    TypeScript 5 Apache-2.0 6 0 21 Updated Aug 21, 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 3 Apache-2.0 5 0 22 Updated Aug 21, 2025
  • federated-learning Public

    Federated learning experiment using TensorFlow.js

    PAIR-code/federated-learning’s past year of commit activity
    TypeScript 163 Apache-2.0 30 12 87 Updated Aug 21, 2025