Embedded Machine Learning for Cyber-Physical, IoT, and Edge Computing

Name: Embedded Machine Learning for Cyber-Physical, IoT, and Edge Computing
Brand: Springer, Berlin
SKU: 9783031399312
Price: 195.24 EUR
Availability: InStock

Software Optimizations and Hardware/Software Codesign

Autor: Sudeep Pasricha, Muhammad Shafique

Jazyk:

Väzba: Pevná

Vydavateľ: Springer, Berlin

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195.24 €

This book presents recent advances towards the goal of enabling efficient implementation of machine...

Informácie o knihe

Autor

Sudeep Pasricha, Muhammad Shafique

Jazyk

Angličtina

Väzba

Kniha - Pevná

Vydalo

2023

Stránok

492

EAN

9783031399312

Enbook ID

43748536

Vydavateľ

Springer, Berlin

Hmotnosť

861

Rozmery

155 x 235

Kompletný popis

This book presents recent advances towards the goal of enabling efficient implementation of machine learning models on resource-constrained systems, covering different application domains. The focus is on presenting interesting and new use cases of applying machine learning to innovative application domains, exploring the efficient hardware design of efficient machine learning accelerators, memory optimization techniques, illustrating model compression and neural architecture search techniques for energy-efficient and fast execution on resource-constrained hardware platforms, and understanding hardware-software codesign techniques for achieving even greater energy, reliability, and performance benefits.Discusses efficient implementation of machine learning in embedded, CPS, IoT, and edge computing;Offers comprehensive coverage of hardware design, software design, and hardware/software co-design and co-optimization;Describes real applications to demonstrate how embedded, CPS, IoT, and edge applications benefit from machine learning.

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Embedded Machine Learning for Cyber-Physical, IoT, and Edge Computing

Software Optimizations and Hardware/Software Codesign

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Kompletný popis

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