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, discrimination-free pricing, and fairness diagnostics for UK insurance pricing models under FCA Consumer Duty and Equality Act 2010.

fairml

Module for measuring feature dependence for black-box models

themis-ml

Fairness-aware Machine Learning

aif360-fork2

IBM AI Fairness 360

insurance-fairness-ot

Discrimination-free insurance pricing via Lindholm marginalisation, causal path decomposition, and Wasserstein barycenter correction