fairadapt: Causal Reasoning for Fair Data Pre-processing

Drago Plečko, Nicolas Bennett, Nicolai Meinshausen

Machine learning algorithms are useful for various predictions tasks, but they can also learn how to discriminate, based on gender, race or other sensitive attributes. This realiza…