Normalization Techniques in Deep Learning by Huang, Lei

Normalization Techniques in Deep Learning (Hardcover) (ISBN-13: 9783031145940)

Vendor: Lei Huang
Product type: Books
Format: Hardcover
$59.99
$59.99
$59.99
Subtotal: $59.99
Normalization Techniques in Deep Learning by Huang, Lei

Normalization Techniques in Deep Learning

$59.99
Normalization Techniques in Deep Learning by Huang, Lei

Normalization Techniques in Deep Learning

$59.99
Format: Hardcover
Description
Description
x
​This book presents and surveys normalization techniques with a deep analysis in training deep neural networks. In addition, the author provides technical details in designing new normalization methods and network architectures tailored to specific tasks. Normalization methods can improve the training stability, optimization efficiency, and generalization ability of deep neural networks (DNNs) and have become basic components in most state-of-the-art DNN architectures. The author provides guidelines for elaborating, understanding, and applying normalization methods. This book is ideal for readers working on the development of novel deep learning algorithms and/or their applications to solve practical problems in computer vision and machine learning tasks. The book also serves as a resource researchers, engineers, and students who are new to the field and need to understand and train DNNs.


Author: Lei Huang
ISBN-10: 3031145941
ISBN-13: 9783031145940
Publisher: Springer
Language: English
Published: 10/09/2022
Pages: 110
Format: Hardcover
Weight: 0.75lbs
Size: 9.61h x 6.77w x 0.47d
By Lei Huang
By Lei Huang
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Lei Huang, Ph.D., is an Associate Professor at Beihang University. His current research interests include normalization techniques involving methods, theories, and applications in training deep neural networks (DNNs). He also has wide interests in representation and optimization of deep learning theory and computer vision tasks. Dr. Huang serves as a reviewer for top-tier conferences and journals in machine learning and computer vision.

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