Conscientious Classification: A Data Scientist's Guide to Discrimination-Aware Classification

21 Jul 2019Brian d'AlessandroCathy O'NeilTom LaGatta

Recent research has helped to cultivate growing awareness that machine learning systems fueled by big data can create or exacerbate troubling disparities in society. Much of this research comes from outside of the practicing data science community, leaving its members with little concrete guidance to proactively address these concerns... (read more)

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