Datasets and Software for Detecting Algorithmic Discrimination
An interesting set of tutorial videos given by professional research scientists of this field can be found here.
These videos discussed various aspects of the algorithmic bias problem and its most common variants. The speakers also presented algorithms for discrimination discovery and discrimination prevention by means of fairness-aware data mining.