The principles of deep learning theory : an effective theory approach to understanding neural networks / Daniel A. Roberts, Sho Yaida ; based on research in collaboration, 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 res...

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Bibliographic Details

Online Access:	Full Text (via Cambridge)
Main Authors:	Roberts, Daniel A., 1987- (Author), Yaida, Sho (Author)
Other Authors:	Hanin, Boris (Contributor)
Format:	Electronic eBook
Language:	English
Published:	Cambridge, United Kingdom ; New York, NY : Cambridge University Press, 2022.
Subjects:	Deep learning (Machine learning)