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Efficient processing of deep neural networks /

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Bibliographic Details
Main Authors: Sze, Vivienne (Author), Chen, Yu-Hsin (Computer scientist) (Author), Yang, Tien-Ju (Author), Emer, Joel S., 1954- (Author)
Corporate Author: ProQuest (Firm)
Format: eBook
Language:English
Published: [San Rafael, California] : Morgan & Claypool Publishers, [2020]
Series:Synthesis lectures in computer architecture ; #50.
Subjects:
Neural networks (Computer science)
Data mining.
Machine learning > Industrial applications.
Big data.
Invisible Web.
Electronic books.
Online Access:Connect to the full text of this electronic book
Table of Contents:
  • Overview of deep neural networks
  • Key metrics and design objectives
  • Kernel computation
  • Designing DNN accelerators
  • Operation mapping on specialized hardware
  • Reducing precision
  • Exploiting sparsity
  • Designing efficient DNN models
  • Advanced technologies.