Machine learning also has personal ties to optimization: Many learning problems are formulated as minimization of some decline purpose on a teaching set of illustrations. Decline functions express the discrepancy concerning the predictions in the model staying properly trained and the actual dilemma instances (by way of example, in classification,
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