Fairness without demographics in repeated loss minimization

Fairness without demographics in repeated loss minimization
Adrian Colyer, The Morning Paper, 2018/08/23
The key to representing minorities fairly is to recognize that there are minorities. But what if information about minorities isn't in the data? A lot of machine learning datasets have this problem, which is why they perform poorly with respect to them. A speech-recognition system might perform poorly with minority accents, for example. More...