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Deep Learning Architectures: A Mathematical Approach
Paperback
Series: Springer the Data Sciences
General ComputersGeneral MathematicsProbability & Statistics
ISBN13: 9783030367237
Publisher: Springer
Published: Feb 14 2021
Pages: 760
Weight: 2.40
Height: 1.57 Width: 6.14 Depth: 9.21
Language: English
This book describes how neural networks operate from the mathematical point of view. As a result, neural networks can be interpreted both as function universal approximators and information processors. The book bridges the gap between ideas and concepts of neural networks, which are used nowadays at an intuitive level, and the precise modern mathematical language, presenting the best practices of the former and enjoying the robustness and elegance of the latter.
This book can be used in a graduate course in deep learning, with the first few parts being accessible to senior undergraduates. In addition, the book will be of wide interest to machine learning researchers who are interested in a theoretical understanding of the subject.
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