fairness-comparison

fairlearn/fairlearn2K

Fairness assessment tool

A tool to assess and mitigate unfairness in AI systems, helping developers ensure their models do not disproportionately harm certain groups of people.

tensorflow/fairness-indicators343

Fairness evaluator

An evaluation toolkit to assess fairness in machine learning models

algofairness/blackboxauditing130

Bias auditor

A software package for auditing and analyzing machine learning models to detect unfair biases

google/ml-fairness-gym314

Fairness simulator

An open-source tool for simulating the long-term impacts of machine learning-based decision systems on social environments

mbilalzafar/fair-classification190

Fairness mechanism library

Provides a Python implementation of fairness mechanisms in classification models to mitigate disparate impact and mistreatment.

alco/benchfella514

Benchmarker

Tools for comparing and benchmarking small code snippets

borealisai/advertorch1.3K

Robustness tester

A toolbox for researching and evaluating robustness against attacks on machine learning models

litian96/fair_flearn244

Fair learning algorithm

This project develops and evaluates algorithms for fair resource allocation in federated learning, aiming to promote more inclusive AI systems.

ethicalml/xai1.1K

Bias analysis tool

An eXplainability toolbox for machine learning that enables data analysis and model evaluation to mitigate biases and improve performance

koaning/scikit-fairness29

Fairness toolkit

A Python library providing tools and algorithms for fairness in machine learning model development

responsiblyai/responsibly96

Bias auditor

A toolkit for auditing and mitigating bias in machine learning systems

ayong8/fairsight25

Fair decision-making platform

A system that uses data visualization and machine learning to help make fair decisions in a transparent and explainable way

wenshuoguo/robust-fairness-code6

Fairness experiments

A framework for experimenting with robust optimization methods to improve fairness in machine learning models on noisy protected groups.

adebayoj/fairml361

Model auditor

An auditing toolbox to assess the fairness of black-box predictive models

i-gallegos/fair-llm-benchmark115

Bias datasets

Compiles bias evaluation datasets and provides access to original data sources for large language models