Compact and Fast Machine Learning Accelerator for IoT Devices

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. Coverag...

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Bibliographic Details
Main Authors: Huang, Hantao (Author), Yu, Hao (Author)
Corporate Author: SpringerLink (Online service)
Format: e-Book
Language:English
Published: Singapore : Springer Nature Singapore : Imprint: Springer, 2019.
Edition:1st ed. 2019.
Series:Computer Architecture and Design Methodologies,
Subjects:
Computational intelligence.
Microprocessors.
Computer architecture.
Mathematical optimization.
Computational Intelligence.
Processor Architectures.
Optimization.
Online Access:Full-text access
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Table of Contents:
  • Computing on Edge Devices in Internet-of-things (IoT)
  • The Rise of Machine Learning in IoT system
  • Least-squares-solver for Shadow Neural Network
  • Tensor-solver for Deep Neural Network
  • Distributed-solver for Networked Neural Network
  • Conclusion.

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