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PAIR-code/knowyourdata

This repository has been archived on 02/Jan/2024
Stars
273
Rank 145,178 (Top 3 %)
Language
CSS
License
Apache License 2.0
Created almost 3 years ago
Updated over 1 year ago

PAIR-code/knowyourdata

PAIR-code

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A tool to help researchers and product teams understand datasets with the goal of improving data quality, and mitigating fairness and bias issues.

Know Your Data

Know Your Data is a tool to help researchers, engineers, product teams and decision makers understand datasets with the goal of improving data quality, as well as helping mitigate fairness and bias issues.

Explore Know Your Data for datasets supported by the TensorFlow Datasets API!

You can find documentation for the tool here.

This repository contains the code for the website and user documentation.

facets

Visualizations for machine learning datasets

Jupyter Notebook

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).

Jupyter Notebook

what-if-tool

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

umap-js

JavaScript implementation of UMAP

wordcraft

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

federated-learning

Federated learning experiment using TensorFlow.js

datacardsplaybook

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

scatter-gl

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

understanding-umap

Understanding the theory behind UMAP

interpretability

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

ai-explorables

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

Jupyter Notebook

cococo

𝄡 Collaborative Convolutional Counterpoint

cam-scroller

Cam Scroller is an open-source Chrome extension that uses your webcam and deeplearn.js to enable scrolling through webpages using custom gestures that you define.

font-explorer

Font latent space explorer using tensorflow.js

clinical-vis

A javascript medical record visualization (https://arxiv.org/abs/1810.05798)

megaplot

pair-code.github.io

depth-maps-art-and-illusions

thehardway

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

covid19_symptom_dataset

recommendation-rudders

jax-recommenders

farsight

In situ interactive widgets for responsible AI 🌱

book-viz

Visualizing multilevel structure in books with sentence embeddings.

Jupyter Notebook

waterfall-of-meaning

tiny-transformers

Jupyter Notebook

deeplearnjs-legacy-loader

Deprecated: Legacy TensorFlow model loader for deeplearn.js

colormap

ml-vis-experiments

Jupyter Notebook

deeplearnjs-docs

auto-histograms