AMSAL

A Python package to assess and improve fairness of machine learning models.

The LinkedIn Fairness Toolkit (LiFT) is a Scala/Spark library that enables the measurement of fairness in large scale machine learning workflows.

An experimental platform for federated learning.

Code for reproducing our analysis in the paper titled: Image Cropping on Twitter: Fairness Metrics, their Limitations, and the Importance of Representation, Design, and Agency

Solution to the Debiasing Track of KDD CUP 2020

Paper List for Fair Graph Learning (FairGL).

A library that implements fairness-aware machine learning algorithms

A Python toolkit for analyzing machine learning models and datasets.

Papers and online resources related to machine learning fairness

Fairness Aware Machine Learning. Bias detection and mitigation for datasets and models.