Bias Reduction 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.

wefe

The Word Embedding Fairness Evaluation Framework

the-fairly-project

Bias detection Toolkit: Chrome Extension, Python Package, SOTA research paper docs.

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.

posnoise

POSNoise: An Effective Countermeasure Against Topic Biases in Authorship Analysis