Deep Learning Architectures: A Mathematical Approach

This book describes how neural networks operate from the mathematical point of view. As a result, neural...
¥24,532 JPY
¥24,532 JPY
SKU: 9783030367237
Product Type: Books
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Author: Ovidiu Calin
Format: Paperback
Language: English
Subtotal: ¥24,532
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Deep Learning Architectures: A Mathematical Approach by Calin, Ovidiu

Deep Learning Architectures: A Mathematical Approach

¥24,532

Deep Learning Architectures: A Mathematical Approach

¥24,532
Author: Ovidiu Calin
Format: Paperback
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.




Author: Ovidiu Calin
Publisher: Springer
Published: 02/14/2021
Pages: 760
Binding Type: Paperback
Weight: 2.40lbs
Size: 9.21h x 6.14w x 1.57d
ISBN: 9783030367237

About the Author
Ovidiu Calin, a graduate from University of Toronto, is a professor at Eastern Michigan University and a former visiting professor at Princeton University and University of Notre Dame. He has delivered numerous lectures at several universities in Japan, Hong Kong, Taiwan, and Kuwait over the last 15 years. His publications include over 60 articles and 8 books in the fields of machine learning, computational finance, stochastic processes, variational calculus and geometric analysis.

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