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.

posnoise

POSNoise: An Effective Countermeasure Against Topic Biases in Authorship Analysis

wefe

WEFE: The Word Embeddings Fairness Evaluation Framework. WEFE is a framework that standardizes the bias measurement and mitigation in Word Embeddings models. Please feel welcome to open an issue in case you have any questions or a pull request if you want to contribute to the project!

aif360-fork2

IBM AI Fairness 360

the-fairly-project

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