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Fairness Python Packages

Python packages with the GitHub topic fairness. Sorted by relevance, with stars and monthly downloads.
mlco2
codecarbon

Track emissions from Compute and recommend ways to reduce their impact on the environment.

172K 2K 280
fairlearn
fairlearn

A Python package to assess and improve fairness of machine learning models.

163K 2K 502
microsoft
raiutils

Responsible AI Toolbox is a suite of tools providing model and data exploration and assessment user interfaces and libraries that enable a better understanding of AI systems. These interfaces and libraries empower developers and stakeholders of AI systems to develop and monitor AI more responsibly, and take better data-driven actions.

71K 2K 476
ModelOriented
dalex

moDel Agnostic Language for Exploration and eXplanation

40K 1K 170
Trusted-AI
aif360

A comprehensive set of fairness metrics for datasets and machine learning models, explanations for these metrics, and algorithms to mitigate bias in datasets and models.

38K 3K 912
microsoft
erroranalysis

Responsible AI Toolbox is a suite of tools providing model and data exploration and assessment user interfaces and libraries that enable a better understanding of AI systems. These interfaces and libraries empower developers and stakeholders of AI systems to develop and monitor AI more responsibly, and take better data-driven actions.

26K 2K 476
microsoft
responsibleai

Responsible AI Toolbox is a suite of tools providing model and data exploration and assessment user interfaces and libraries that enable a better understanding of AI systems. These interfaces and libraries empower developers and stakeholders of AI systems to develop and monitor AI more responsibly, and take better data-driven actions.

19K 2K 476
apple
dnikit

A Python toolkit for analyzing machine learning models and datasets.

9K 79 8
microsoft
raiwidgets

Responsible AI Toolbox is a suite of tools providing model and data exploration and assessment user interfaces and libraries that enable a better understanding of AI systems. These interfaces and libraries empower developers and stakeholders of AI systems to develop and monitor AI more responsibly, and take better data-driven actions.

8K 2K 476
wearepal
ethicml

Package for evaluating the performance of methods which aim to increase fairness, accountability and/or transparency

5K 24 3
IBM
infairness

PyTorch package to train and audit ML models for Individual Fairness

3K 67 8
microsoft
rai-test-utils

Responsible AI Toolbox is a suite of tools providing model and data exploration and assessment user interfaces and libraries that enable a better understanding of AI systems. These interfaces and libraries empower developers and stakeholders of AI systems to develop and monitor AI more responsibly, and take better data-driven actions.

2K 2K 476
WwZzz
flgo

An experimental platform for federated learning.

2K 628 104
fair-software
howfairis

Command line tool to analyze a GitHub or GitLab repository's compliance with the fair-software.eu recommendations

2K 74 28
BAder82t
fairlearn-fhe

Drop-in encrypted Fairlearn metrics over CKKS. Same API surface; ciphertext arithmetic via TenSEAL or OpenFHE.

2K 2 0
microsoft
responsibleai-vision

SDK API to assess image Machine Learning models.

2K 2K 476
socialfoundations
folktexts

Use LLMs to get classification risk scores on tabular tasks.

2K 27 5
feedzai
fairgbm

Train Gradient Boosting models that are both high-performance *and* Fair!

2K 108 8
cvs-health
langfair

LangFair is a Python library for conducting use-case level LLM bias and fairness assessments

2K 257 44
oracle-samples
oracle-automlx

This repository contains demo notebooks (sample code) for the AutoMLx (automated machine learning and explainability) package from Oracle Labs.

1K 30 6
Khanz9664
trustlens

Open-source Python library for evaluating ML model reliability beyond accuracy — with calibration, failure, and fairness diagnostics for informed deployment decisions.

1K 12 12
microsoft
nlp-feature-extractors

Responsible AI Toolbox is a suite of tools providing model and data exploration and assessment user interfaces and libraries that enable a better understanding of AI systems. These interfaces and libraries empower developers and stakeholders of AI systems to develop and monitor AI more responsibly, and take better data-driven actions.

1K 2K 476
WaterFutures
water-futures-battle

Part of the Battle of Water Networks competition series | WDSA/CCWI 2026, May 18-21, Paphos, Cyprus. Design & operate water distribution systems under deep uncertainty, featuring staged interventions, AI & policymaking.

963 17 2
EducationalTestingService
rsmtool

A Python package to facilitate research on building and evaluating automated scoring models.

927 71 20
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