Code of Fair PCA algorithm introduced in the paper "The Price of Fair PCA: One Extra Dimension"
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Updated
Nov 27, 2018 - MATLAB
Code of Fair PCA algorithm introduced in the paper "The Price of Fair PCA: One Extra Dimension"
Awesome list of AI Fairness tools, research papers, tutorials and any other relevant materials. For use by data scientists, AI engineers and policymakers alike.
Fairness-aware Data Mining
Code for ICML 2019 paper titled "On the Long-term Impact of Algorithmic Decision Policies: Effort Unfairness and Feature Segregation through Social Learning"
1) Build a fair classifier which no-one will be able to predict the sensitive attribute from the model. 2) Build a Fair representation of the data
Simulate different fairness policies in loan decisions for distinct populations. This is a modification of Google's simulator for "Attacking discrimination with smarter machine learning"
Slides, videos and other potentially useful artifacts from various presentations on responsible machine learning.
Implementation of the paper "Fair Clustering Through Fairlets" by Chierichetti et al. (NIPS 2017)
EE531: Statistical Learning Theory at KAIST, Fall 2019
Fairness, Accountability, Confidentiality, Transparency in AI (FACT-AI).
Tensorflow implementation of Learning Not to Learn (CVPR 2019)
Article for Special Edition of Information: Machine Learning with Python
A Fair Classifier based on Adversarial Debiasing
Implementation and supporting materials for the paper Multi-Criteria Dimensionality Reduction with Applications to Fairness, NeurIPS2019 and extend the prior work "The Price of Fair PCA: One Extra Dimension"
Udacity's ML Engineer nanodegree capstone project - COMPAS Fair Classifier trained/tuned/deployed in AWS SageMaker
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