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Buy from Amazon. Buy from Cambridge University Press. Download a draft from the arXiv. Reload website: deeplearningtheory.com The Principles of Deep Learning Theory An Effective Theory Approach to Understanding Neural Networks Daniel A. Roberts, Sho Yaida, Boris Hanin A Cambridge University Press Book This book develops an effective theory approach to understanding deep neural networks of practica
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 drob@mit.edu, shoyaida@fb.com ii Contents Preface vii 0 Initialization 1 0.1 An Effective Theory Approach . . . . . . . . . . . . . . . . . . . . . . . . 2 0.2 The Theoretical Minimum . . . . . . . . . . . . . . . .
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