Description

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.


Deep Learning Architectures: A Mathematical Approach

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Hardback by Ovidiu Calin

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This book describes how neural networks operate from the mathematical point of view. As a result, neural networks can be... Read more

    Publisher: Springer Nature Switzerland AG
    Publication Date: 14/02/2020
    ISBN13: 9783030367206, 978-3030367206
    ISBN10: 3030367207

    Number of Pages: 760

    Non Fiction , Computing

    Description

    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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