fairness topic
image-crop-analysis
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
deep-explanation-penalization
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
responsible-ai-toolbox
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...
fairlearn
A Python package to assess and improve fairness of machine learning models.
fair-classification
Python code for training fair logistic regression classifiers.
LiFT
The LinkedIn Fairness Toolkit (LiFT) is a Scala/Spark library that enables the measurement of fairness in large scale machine learning workflows.
cqr
Conformalized Quantile Regression
themis-ml
A library that implements fairness-aware machine learning algorithms
FairAI
This is a collection of papers and other resources related to fairness.
vania
A module which fairly distributes a list of arbitrary objects among a set of targets, considering weights.