PAIR code

lit

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

saliency

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

what-if-tool

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

llm-comparator

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

umap-js

JavaScript implementation of UMAP

wordcraft

✨✍️ Wordcraft is an AI-powered text editor with an emphasis on short story writing

datacardsplaybook

The Data Cards Playbook helps dataset producers and publishers adopt a people-centered approach to transparency in dataset documentation.

interpretability

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

scatter-gl

Interactive 3D / 2D webgl-accelerated scatter plot point renderer

understanding-umap

Understanding the theory behind UMAP

federated-learning

Federated learning experiment using TensorFlow.js

ai-explorables

https://pair.withgoogle.com/explorables/

cococo

𝄡 Collaborative Convolutional Counterpoint

font-explorer

Font latent space explorer using tensorflow.js

model-alignment

Model Alignment is a python library from the PAIR team that enable users to create model prompts through user feedback instead of manual prompt writing and editing. The technique makes use of constitutional principles to align prompts to users' desired values.

megaplot

deliberate-lab

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

depth-maps-art-and-illusions

tiny-transformers

pair-code.github.io

pretraining-tda

autonotes

AutoNotes is an experimental prototype for AI-powered notetaking, with features including hierarchical tagging, "chat with your notes," and highlights.

recommendation-rudders

thehardway

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

auto-histograms

waterfall-of-meaning

adversarial-nibbler-vis

An interactive visualization interface for exploring and analyzing the Adversarial Nibbler dataset

deeplearnjs-legacy-loader

Deprecated: Legacy TensorFlow model loader for deeplearn.js

ai-augmented-life

ts-llmt