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Compact and Fast Machine Learning Accelerator for IoT Devices 1 Compact and Fast Machine Learning Accelerator for IoT Devices 1
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Compact and Fast Machine Learning Accelerator for IoT Devices

Description

(Computer Architecture and Design Methodologies) 1st ed. 2019 Edition 

by Hantao Huang (Author), Hao Yu (Author) 

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.

Details

Year:
2019
Pages:
157
Language:
English
Format:
PDF
Size:
9 MB
ISBN-10:
981133322X
ISBN-13:
978-9811333224
ASIN:
B07L6ZZ9JG
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