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Efficient processing of deep neural networks

Efficient processing of deep neural networks (1회 대출)

자료유형
단행본
개인저자
Sze, Vivienne.
서명 / 저자사항
Efficient processing of deep neural networks / Vivienne Sze ... [et al.].
발행사항
[San Rafael, California] :   Morgan & Claypool Publishers,   c2020.  
형태사항
xxi, 319 p. : ill. (some col.) ; 24 cm.
총서사항
Synthesis lectures on computer architecture ;#50
ISBN
9781681738314 (pbk.) 9781681738338 (hbk.)
서지주기
Includes bibliographical references (p. 283-316).
일반주제명
Neural networks (Computer science). Machine learning.
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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

소장정보

No. 소장처 청구기호 등록번호 도서상태 반납예정일 예약 서비스
No. 1 소장처 과학도서관/Sci-Info/ 청구기호 006.32 E27 등록번호 121256948 도서상태 대출중 반납예정일 2021-07-09 예약 예약가능 R 서비스 M

컨텐츠정보

목차

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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