ml-fairness-gym

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.

mbilalzafar/fair-classification190

Fairness mechanism library

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

algofairness/fairness-comparison159

Fairness comparison tool

An online repository providing benchmarking tools and data for evaluating fairness-aware machine learning algorithms

tensorflow/fairness-indicators343

Fairness evaluator

An evaluation toolkit to assess fairness in machine learning models

taoqi98/fairvfl7

Fairness algorithm implementation

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.

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.

koaning/scikit-fairness29

Fairness toolkit

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

megantosh/fairness_measures_code38

Discrimination quantifier

This repository contains implementations of measures to quantify discrimination in data

zjelveh/learning-fair-representations26

Fair representation algorithm

An implementation of Zemel et al.'s 2013 algorithm for learning fair representations in machine learning

google-research/relay-policy-learning108

Kitchen Simulator

Environments and data for training reinforcement learning agents in a kitchen simulator

i-gallegos/fair-llm-benchmark115

Bias datasets

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

ucsb-nlp-chang/fairness-reprogramming15

Fairness Fixer

A method to improve machine learning model fairness without retraining the entire network

thedimlebowski/trading-gym550

Trading strategy simulator

A reinforcement learning framework for developing trading strategies

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.

lisaoakley/gym-flipit3

FlipIt simulator

A Gym environment for simulating and optimizing strategies in the FlipIt security game