Understanding and combating issues of fairness in supervised learning. “Being good is easy, what is difficult is being just.” ― Victor Hugo “We need to defend the interests of those whom we’ve never met and never will.” ― Jeffrey D. Sachs Note: This article is intended for a general audience to try and elucidate the complicated nature of unfairness in