Accelerators for Convolutional Neural Networks (Record no. 2248)
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000 -LEADER | |
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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 |
Withdrawn status | Lost status | Damaged status | Not for loan | Collection code | Permanent Location | Current Location | Shelving location | Date acquired | Source of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 |
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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 |