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Non-Discrimination Law in Europe
Bias preserving and bias transforming firnes tests are two different types of machine learning test. The majority of them look at the eror rates to measure fairness, not how outcomes are distributed across groups. This is fine in european discrimination law which condition on an unequal status quo. But with our fairness testand with other than a bias transforming you could countervene that - or make it better.