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Data and Model-based approaches for Mitigating Bias in Machine Learning Applications
A Python package to assess and improve fairness of machine learning models.
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
Code for WWW'19 "Unbiased LambdaMART: An Unbiased Pairwise Learning-to-Rank Algorithm", which is based on LightGBM
Collaborative text editor (like Google Docs or CoderPad) with integrated semi-anonymizing voice chat intended to help reduce bias in technical communication.
The LinkedIn Fairness Toolkit (LiFT) is a Scala/Spark library that enables the measurement of fairness in large scale machine learning workflows.
Paper List for Fair Graph Learning (FairGL).
A library that implements fairness-aware machine learning algorithms
A reading list and fortnightly discussion group designed to provoke discussion about ethical applications of, and processes for, data science.
Dataset associated with "BOLD: Dataset and Metrics for Measuring Biases in Open-Ended Language Generation" paper