Accelerators for Convolutional Neural Networks (Record no. 2248)

MARC details
000 -LEADER
fixed length control field 01410nam a22002297a 4500
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
ISBN 9781394171880
082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER
Item number MUN/A
Classification number 006.31
100 ## - MAIN ENTRY--AUTHOR NAME
Personal name Munir Arslan
100 ## - MAIN ENTRY--AUTHOR NAME
Personal name Kong Joonho
100 ## - MAIN ENTRY--AUTHOR NAME
Personal name Qureshi Mahmood Azhar
245 ## - TITLE STATEMENT
Title Accelerators for Convolutional Neural Networks
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Place of publication New Jersey
Name of publisher Wiley
Year of publication 2024
300 ## - PHYSICAL DESCRIPTION
Number of Pages xvi, 288p.
520 ## - SUMMARY, ETC.
Summary, etc Accelerators for Convolutional Neural Networks provides basic deep learning knowledge and instructive content to build up convolutional neural network (CNN) accelerators for the Internet of things (IoT) and edge computing practitioners, elucidating compressive coding for CNNs, presenting a two-step lossless input feature maps compression method, discussing arithmetic coding -based lossless weights compression method and the design of an associated decoding method, describing contemporary sparse CNNs that consider sparsity in both weights and activation maps, and discussing hardware/software co-design and co-scheduling techniques that can lead to better optimization and utilization of the available hardware resources for CNN acceleration.
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical Term Convolutional Neural Networks-Overview
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical Term Compressive Coding for CNNs
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical Term Dense CNN Accelerators
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical Term Spare CNN Accelerators
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical Term Hardware/Software Co-Design
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical Term CPU-Accelerator Co-Scheduling for CNN Acceleration
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Koha item type Books
Holdings
Withdrawn status Lost status Damaged status Not for loan Collection code Permanent Location Current Location Shelving location Date acquired Source of acquisition Cost, normal purchase price Full call number Accession Number Price effective from Koha item type
      Not For Loan Reference IIIT Kottayam Central Library IIIT Kottayam Central Library Reference 15/02/2024 Aditya Books Publication, Inv No:2023-24/098 dtd 31/01/2024 12552.67 006.31 MUN/A 2243 15/02/2024 Reference
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