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Compact and Fast Machine Learning Accelerator for IoT Devices

Hao Yu author Hantao Huang author

Format:Hardback

Publisher:Springer Verlag, Singapore

Published:18th Dec '18

Currently unavailable, and unfortunately no date known when it will be back

Compact and Fast Machine Learning Accelerator for IoT Devices cover

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.

ISBN: 9789811333224

Dimensions: unknown

Weight: unknown

149 pages

1st ed. 2019