Empirical risk minimization is not learning : A mathematical definition of learning and re-understanding of overfitting and Occam's razor in machine learning
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Simionescu Function (Wikipedia)PreambleThe holy grail of machine learning appears to be the empirical risk minimisation. However, on the contrary to general dogma, the primary objective of machine learning is not risk minimisation per se but mimicking human or animal learning. Empirical risk...