The principles of deep learning theory : an effective theory approach to understanding neural networks / Daniel A. Roberts and Sho Yaida based on research in collaboration with Boris Hanin.

"This textbook establishes a theoretical framework for understanding deep learning models of practical relevance. With an approach that borrows from theoretical physics, Roberts and Yaida provide clear and pedagogical explanations of how realistic deep neural networks actually work. To make results...

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Bibliographic Details
Main Author: Roberts, Daniel A., 1987- (Author)
Language:English
Published: New York : Cambridge University Press, 2022.
Subjects:
Physical Description:460 pages ; 27 cm
Format: Book

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