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Efficient processing of deep neural networks

Efficient processing of deep neural networks (Loan 1 times)

Material type
단행본
Personal Author
Sze, Vivienne.
Title Statement
Efficient processing of deep neural networks / Vivienne Sze ... [et al.].
Publication, Distribution, etc
[San Rafael, California] :   Morgan & Claypool Publishers,   c2020.  
Physical Medium
xxi, 319 p. : ill. (some col.) ; 24 cm.
Series Statement
Synthesis lectures on computer architecture ;#50
ISBN
9781681738314 (pbk.) 9781681738338 (hbk.)
Bibliography, Etc. Note
Includes bibliographical references (p. 283-316).
Subject Added Entry-Topical Term
Neural networks (Computer science). Machine learning.
000 00000nam u2200205 a 4500
001 000046076636
005 20210407160949
008 210407s2020 caua b 000 0 eng d
020 ▼a 9781681738314 (pbk.)
020 ▼a 9781681738338 (hbk.)
040 ▼a 211009 ▼c 211009 ▼d 211009
082 0 4 ▼a 006.32 ▼2 23
084 ▼a 006.32 ▼2 DDCK
090 ▼a 006.32 ▼b E27
245 0 0 ▼a Efficient processing of deep neural networks / ▼c Vivienne Sze ... [et al.].
260 ▼a [San Rafael, California] : ▼b Morgan & Claypool Publishers, ▼c c2020.
300 ▼a xxi, 319 p. : ▼b ill. (some col.) ; ▼c 24 cm.
490 1 ▼a Synthesis lectures on computer architecture ; ▼v #50
504 ▼a Includes bibliographical references (p. 283-316).
650 0 ▼a Neural networks (Computer science).
650 0 ▼a Machine learning.
700 1 ▼a Sze, Vivienne.
830 0 ▼a Synthesis lectures on computer architecture ; ▼v #50.
945 ▼a KLPA

Holdings Information

No. Location Call Number Accession No. Availability Due Date Make a Reservation Service
No. 1 Location Science & Engineering Library/Sci-Info/ Call Number 006.32 E27 Accession No. 121256948 Availability In loan Due Date 2021-05-10 Make a Reservation Available for Reserve R Service M

Contents information

Table of Contents

Preface
Acknowledgments
Introduction
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
Conclusion
Bibliography
Authors'' Biographies

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