fairness topic

List fairness repositories

image-crop-analysis

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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

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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

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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

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

fair-classification

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Python code for training fair logistic regression classifiers.

LiFT

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

themis-ml

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A library that implements fairness-aware machine learning algorithms

FairAI

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This is a collection of papers and other resources related to fairness.

vania

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A module which fairly distributes a list of arbitrary objects among a set of targets, considering weights.