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Compact and Fast Machine Learning Accelerator for IoT Devices
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Compact and Fast Machine Learning Accelerator for IoT Devices

2019 ed.

Book Details

Format Hardback or Cased Book
ISBN-10 981133322X
ISBN-13 9789811333224
Edition 2019 ed.
Publisher Springer Verlag, Singapore
Imprint Springer Verlag, Singapore
Country of Manufacture SG
Country of Publication GB
Publication Date Dec 18th, 2018
Print length 149 Pages
Weight 388 grams
Dimensions 16.10 x 24.10 x 1.60 cms
Ksh 19,800.00
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This book presents the latest techniques for machine learning based data analytics on IoT edge devices. The authors also discuss hardware architecture design with coverage focusing on both CMOS based computing systems and the new emerging Resistive Random-Access Memory (RRAM) based systems.

This book presents the latest techniques for machine learning based data analytics on IoT edge devices. A comprehensive literature review on neural network compression and machine learning accelerator is presented from both algorithm level optimization and hardware architecture optimization. Coverage focuses on shallow and deep neural network with real applications on smart buildings. The authors also discuss hardware architecture design with coverage focusing on both CMOS based computing systems and the new emerging Resistive Random-Access Memory (RRAM) based systems. Detailed case studies such as indoor positioning, energy management and intrusion detection are also presented for smart buildings.


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