Teaching Machines 'Fairness'

Teaching anyone about "fairness" is a laudable goal. As humans, we may not necessarily agree on what's fair. It sometimes depends on the context. Teaching kids to be fair -- both at home and in school -- is fundamental, but it's easier said than done. With this in mind, how can we, as a society, communicate the nuances of "being fair" to artificial intelligence (AI) systems?