scikit-fairness

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.

cgnorthcutt/cleanlab57

Model fairness tool

A tool for evaluating and improving the fairness of machine learning models

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

tensorflow/fairness-indicators343

Fairness evaluator

An evaluation toolkit to assess fairness in machine learning models

fair-chem/fairchem929

Chemistry toolkit

A collection of machine learning methods and tools for materials science and quantum chemistry.

ucsb-nlp-chang/fairness-reprogramming15

Fairness Fixer

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

pokaxpoka/rognoisylabel33

Noisy label toolkit

A Python package for robust inference via generative classifiers for handling noisy labels in machine learning.

scikit-learn/scikit-learn60.5K

Machine Learning Library

A comprehensive Python module for machine learning built on top of SciPy

scikit-learn-contrib/metric-learn1.4K

Metric Learning Library

A Python library providing efficient implementations of various supervised and weakly-supervised metric learning algorithms.

dssg/aequitas701

Bias auditor

Toolkit to audit and mitigate biases in machine learning models

kevincoble/aitoolbox794

AI toolkit

A toolbox of AI modules written in Swift for various machine learning tasks and algorithms

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.

scikit-learn-contrib/skope-rules624

Rule-based classifier

A Python machine learning module that generates logical rules to predict class labels with high precision

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.