fairness-indicators

Fairness evaluator

Tools for evaluating and visualizing fairness in machine learning models

Tensorflow's Fairness Evaluation and Visualization Toolkit

GitHub

343 stars
25 watching
80 forks
Language: Jupyter Notebook
last commit: 7 days ago
Linked from 3 awesome lists

fairness-indicatorsfairness-mltensorflow

Backlinks from these awesome lists:

Related projects:

Repository Description Stars
algofairness/fairness-comparison An online repository providing benchmarking tools and data for evaluating fairness-aware machine learning algorithms 159
fairlearn/fairlearn A Python package to assess and improve the fairness of machine learning models. 1,948
google/ml-fairness-gym An open source framework for studying long-term fairness effects in machine learning decision systems 312
koaning/scikit-fairness A Python library providing tools and algorithms for fairness in machine learning model development 29
cgnorthcutt/cleanlab A tool for evaluating and improving the fairness of machine learning models 57
mbilalzafar/fair-classification Provides a Python implementation of fairness mechanisms in classification models to mitigate disparate impact and mistreatment. 189
linkedin/lift A tool for measuring fairness and mitigating bias in machine learning workflows 168
tensorflow/model-analysis Evaluates and visualizes the performance of machine learning models. 1,258
ethicalml/xai An eXplainability toolbox for machine learning that enables data analysis and model evaluation to mitigate biases and improve performance 1,125
taoqi98/fairvfl A collection of code implementing the FairVFL algorithm and its associated data structures and utilities for efficient and accurate fairness-aware machine learning model training. 7
tensorflow/data-validation A library for exploring and validating machine learning data in TensorFlow 765
megantosh/fairness_measures_code This repository contains implementations of measures to quantify discrimination in data 38
tensorflow/tensorflow An end-to-end platform for building and deploying machine learning applications 186,382
tensorflow/gan Provides tools and utilities for training and evaluating Generative Adversarial Networks (GANs) in TensorFlow 937
adebayoj/fairml An auditing toolbox to assess the fairness of black-box predictive models 360