Discrimination 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.

insurance-fairness

Proxy discrimination auditing for insurance pricing — FCA EP25/2, Consumer Duty, bias metrics

fairml

Module for measuring feature dependence for black-box models

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.

themis-ml

A library that implements fairness-aware machine learning algorithms

insurance-fairness-ot

Optimal transport discrimination-free pricing - Lindholm marginalisation, causal path decomposition, Wasserstein barycenter, FCA EP25/2 compliance (145 tests)