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Compact and Fast Machine Learning Accelerator for IoT Devices

Name: Compact and Fast Machine Learning Accelerator for IoT Devices
Brand: Springer
SKU: 41337248
Price: 152.29 EUR
Availability: InStock
Author: Hantao Huang
ISBN: 9789811333231

Hantao Huang

Hao Yu

Language

English

E-book Adobe ePub DRM

Libristo code: 41337248

Publishers Springer, December 2018

This book presents the latest techniques for machine learning based data analytics on IoT edge devic... Full description

Libristo code: 41337248

373 b

152.29 € VAT included

In stock Immediate digital delivery

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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.