Big Data, Machine Learning, and the Social Sciences: Fairness, Accountability, and Transparency This essay is a (near) transcript of a talk I recently gave at a NIPS 2014 workshop on “Fairness, Accountability, and Transparency in Machine Learning,” organized by Solon Barocas and Moritz Hardt. Introduction I want to start by giving you some context for this talk by telling you a little bit…