Download PDF Learning Theory from First Principles (Adaptive Computation and Machine Learning series

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[Read] PDF/Book Learning Theory from First Principles (Adaptive Computation and Machine Learning series)Francis Bach

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Description A comprehensive and cutting-edge introduction to the foundations and modern applications of learning theory. Research has exploded in the field of machine learning resulting in complex mathematical arguments that are hard to grasp for new comers. . In this accessible textbook, Francis Bach presents the foundations and latest advances of learning theory for graduate students as well as researchers who want to acquire a basic mathematical understanding of the most widely used machine learning architectures. Taking the position that


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