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Convolutional Neural Network Accelerators

Name: Convolutional Neural Network Accelerators
Brand: Springer, Berlin
SKU: 9783032085139
Price: 557.88 PLN
Availability: InStock

From Basic Design Principles to Advanced Security Applications

Autor: Basel Halak

Język:

Oprawa: Twarda

Wydawca: Springer, Berlin

Dostępność: Dostępna u dostawcy

Wysyłamy za 10-13 dni

557.88 zł

This book provides comprehensive coverage of the state-of-the-art in Convolutional Neural Network (C...

Informacje o książce

Autor

Basel Halak

Język

Angielski

Oprawa

Książka - Twarda

Data wydania

2025

strony

200

EAN

9783032085139

Enbook ID

49615556

Wydawca

Springer, Berlin

Waga

551

Wymiary

155 x 235

Pełny opis

This book provides comprehensive coverage of the state-of-the-art in Convolutional Neural Network (CNN) hardware accelerator design, security, and its applications in hardware security. The first part gives a foundational understanding of CNN architectures, emphasizing their computational demands and the necessity for specialized hardware solutions. It also proposes an emulation method with open-source code to mimic CNN hardware accelerator behavior. The second part presents security applications of CNN models, featuring a case study in Network-on-Chip security. It covers threat modeling, countermeasures, and the use of alternative machine learning models to CNNs. The third part explains security threats throughout the AI model production lifecycle, including software vulnerabilities and hardware risks, and explores techniques to enhance the robustness of CNN hardware accelerators, focusing on preventing hardware Trojan and backdoor attacks and analyzing the vulnerability levels of different CNN layers.

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Convolutional Neural Network Accelerators

From Basic Design Principles to Advanced Security Applications

Informacje o książce

Pełny opis

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