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The process of selecting the best element or solution from a set of available alternatives, based on a specific criterion or objective. In Machine Learning and artificial intelligence, optimization often involves finding the best parameters, models, or solutions that maximize or minimize a given function, such as minimizing error or maximizing accuracy.