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Mathematical Theories Of Machine Learning - Theory And Applications
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Mathematical Theories Of Machine Learning - Theory And Applications
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This book studies mathematical theories of machine learning. The first part of the book explores the optimality and adaptivity of choosing step sizes of gradient descent for escaping strict saddle points in non-convex optimization problems. In the second part,…