Normalization Techniques in Deep Learning

by Lei Huang

​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...

• Format: Hardcover
• Language: English
• ISBN: 3031145941
• ISBN13: 9783031145940
• Release Date: October 2022
• Publisher: Springer
• Length: 110 Pages
• Weight: 0.75 lbs.
• Dimensions: 0.5" x 6.8" x 9.6"