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Machine learning also has intimate ties to optimization: Lots of learning troubles are formulated as minimization of some decline perform with a training list of illustrations. Decline capabilities Convey the discrepancy among the predictions of the design currently being trained and the actual dilemma circumstances (for example, in classification,