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bias and fairness in machine learning

Topics that deal with bias and fairness in machine learning

Fairness in Machine Learning NIPS 2017 Tutorial — http://mrtz.org/nips17/#/

Bias and Fairness in Machine Learning https://abhishek-tiwari.com/bias-and-fairness-in-machine-learning/

Attacking discrimination with smarter machine learning https://research.google.com/bigpicture/attacking-discrimination-in-ml/

Human Decisions and Machine Predictions. Jon Kleinberg, Himabindu Lakkaraju, Jure Leskovec, Jens Ludwig, Sendhil Mullainathan. Quarterly Journal of Economics, 2018. https://academic.oup.com/qje/article/doi/10.1093/qje/qjx032/4095198/Human-Decisions-and-Machine-Predictions#

Judgment under Uncertainty: Heuristics and Biases. Amos Tversky and Daniel Kahnema http://science.sciencemag.org/content/185/4157/1124

CS 294: Fairness in Machine Learning https://fairmlclass.github.io/

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