awesome-fairness-in-ai

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A curated list of awesome Fairness in AI resources

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Fairness resource

A curated list of resources on fairness in AI to help build unbiased machine learning systems.

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78 links in 11 sections, with live GitHub stats.activeno commit in 2y

Review and General Papers

Measurements of Fairness

Demonstration of Bias Phemomenon in Various Applications / Bias in Machine Learning Models

Demonstration of Bias Phemomenon in Various Applications / Bias in Representations

Mitigation of Unfairness / Mitigation of Machine Learning Models

Mitigation of Unfairness / Mitigation of Representations

Fairness Packages and Frameworks

AI Fairness 360
2.5Kalmost 2 years
fairlearn: Fairness in machine learning mitigation algorithms
2Kalmost 2 years
algofairness

Fairness Packages and Frameworks / algofairness

fairness: Benchmarking of fairness aware machine learning algorithms
159almost 4 years

Fairness Packages and Frameworks

FairSight: Visual Analytics for Fairness in Decision Making
25almost 4 years
GD-IQ: Spellcheck for Bias (code not available)
aequitas: Bias and Fairness Audit Toolkit
7012 years
CERTIFAI: A Common Framework to Provide Explanations and Analyse the Fairness and Robustness of Black-box Models
ML-fairness-gym: Google's implementation based on OpenAI's Gym
314over 3 years
fairness-indicators: Tensorflow's Fairness Evaluation and Visualization Toolkit
343almost 2 years
scikit-fairness
29over 5 years
Mitigating Gender Bias In Captioning System
13over 5 years

Conferences

Other Fairness Relevant Interpretability Resources

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