I'm trying to find some fair/accountable/transparent (FAC) algorithms, and the "Equality of Opportunity in Supervised Learning" seems pretty promissing. I was wondering if there's an implementation of the algorithms somewhere (I personally prefer python, but [almost] any language would do).
 Hardt, Moritz, Eric Price, and Nati Srebro. "Equality of opportunity in supervised learning." Advances in neural information processing systems. 2016.