Algorithmic Transparency

AI Fairness 360Python

An extensible open-source toolkit for detecting, mitigating, and explaining bias in machine learning datasets and models.

FairMLPython

A Python toolbox for auditing machine learning models to detect and quantify bias in black-box predictions.

Audit Algorithms

A curated list of algorithms and academic papers for auditing black-box algorithms like recommendation systems and classifiers.