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Machine Learning Definition Equality is the assumption that social norms have a high bias resulting overfitting in the social sciences model, thus the solution is to introduce L1 regularization to create a sparse model that sets the coefficients for protected characteristics to zero. The complaint about equality is that it produces a model that technically underfits the sample data.
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