Neural Networks with Model Compression

Neural Networks with Model Compression

Baochang Zhang , Tiancheng Wang , Sheng Xu
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2024 · Inglês · Kindle
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Descrição

This work delves into the rapidly evolving field of deep learning, focusing specifically on neural networks and their applications in various domains such as image classification and computer vision. The authors explore innovative techniques that enhance the efficiency of neural networks, particularly through model compression, which allows for maintaining performance while reducing resource demands.

Through practical examples and comprehensive explanations, the book aims to bridge the gap between theoretical concepts and real-world applications. Readers will gain insights into the challenges faced in deploying deep learning models in resource-constrained environments and learn strategies to overcome them effectively.

As a resourceful guide, it caters to both practitioners and researchers, providing foundational knowledge and advanced techniques that highlight the significance of optimizing neural networks for various applications. The authors meticulously compile their expertise to offer a valuable contribution to the field of artificial intelligence.

Detalhes do Livro

Formato Kindle
Páginas 430 páginas
Idioma Inglês
Publicado Feb 5, 2024
Editora Springer
ISBN-10 9819950686
ISBN-13 9789819950683
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