fairness-ml topic

Slides, videos and other potentially useful artifacts from various presentations on responsible machine learning.

jphall663

Official implementation of our work "Collaborative Fairness in Federated Learning."

XinyiYS

Everything about class-imbalanced/long-tail learning: papers, codes, frameworks, and libraries | 有关类别不平衡/长尾学习的一切：论文、代码、框架与库

ZhiningLiu1998

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

twitter-research

Code for using CDEP from the paper "Interpretations are useful: penalizing explanations to align neural networks with prior knowledge" https://arxiv.org/abs/1909.13584

laura-rieger

Responsible AI Toolbox is a suite of tools providing model and data exploration and assessment user interfaces and libraries that enable a better understanding of AI systems. These interfaces and libr...

microsoft

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

fairlearn

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

linkedin

Tensorflow's Fairness Evaluation and Visualization Toolkit

tensorflow

Fair Resource Allocation in Federated Learning (ICLR '20)

litian96