This book presents the latest techniques for machine learning based data analytics on Io T 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.
€128.39
Jadual kandungan
Computing on Edge Devices in Internet-of-things (Io T).- The Rise of Machine Learning in Io T system.- Least-squares-solver for Shadow Neural Network.- Tensor-solver for Deep Neural Network.- Distributed-solver for Networked Neural Network.- Conclusion.Beli ebook ini dan dapatkan 1 lagi PERCUMA!
Bahasa Inggeris ● Format PDF ● Halaman-halaman 149 ● ISBN 9789811333231 ● Saiz fail 9.4 MB ● Penerbit Springer Singapore ● Bandar raya Singapore ● Negara SG ● Diterbitkan 2018 ● Muat turun 24 bulan ● Mata wang EUR ● ID 6771689 ● Salin perlindungan Social DRM
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