Name: Normalization Techniques in Deep Learning (en Inglés)
Price: 51320.00 CLP
Availability: InStock
Author: Huang, Lei
ISBN: 9783032199904

portada Normalization Techniques in Deep Learning (en Inglés)

Normalization Techniques in Deep Learning (en Inglés)

Formato

Libro Físico

Editorial

Springer

Autor

Huang, Lei

Idioma

Inglés

N° páginas

154

Encuadernación

Tapa Dura

ISBN13

9783032199904

Normalization Techniques in Deep Learning (en Inglés)

Huang, Lei (Autor) · Springer · Tapa Dura

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Reseña del libro "Normalization Techniques in Deep Learning (en Inglés)"

This book surveys normalization techniques with a deep analysis in training deep neural networks. 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. The book also serves as a resource researchers, engineers, and students who are new to the field and need to understand and train DNNs. This Second Edition builds upon the original material with the addition of more recent proposed methods and expanded technical details for new normalization methods and network architectures tailored to specific tasks.