Fairness Testing Python Packages

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.

langfair

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

aequitas-lite

Bias Auditing & Fair ML Toolkit

bias-rv

BiasFinder | IEEE TSE | Metamorphic Test Generation to Uncover Bias for Sentiment Analysis Systems

indoctrine-ai

Agent Indoctrination – AI Safety, Bias, Fairness, Ethics & Compliance Testing Framework 🚀

aif360-fork2

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.