The No Free Lunch Theorem

Introduction Learning theory claims that a machine learning algorithm can generalize well from a finite training set of examples. This seems to contradict some basic principles of logic. generalization, or inferring general rules from a limited set of examples, isn’t logically valid. To logically infer a rule describing every member of a group, one must […]

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