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Literature Review of Deep Network Compression

Ali Alqahtani, Xianghua Xie Orcid Logo, Mark Jones Orcid Logo

Informatics, Volume: 8, Issue: 4, Start page: 77

Swansea University Authors: Xianghua Xie Orcid Logo, Mark Jones Orcid Logo

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DOI (Published version): 10.3390/informatics8040077

Abstract

Deep networks often possess a vast number of parameters, and their significant redundancy in parameterization has become a widely-recognized property. This presents significant challenges and restricts many deep learning applications, making the focus on reducing the complexity of models while maint...

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Published in: Informatics
ISSN: 2227-9709
Published: MDPI AG 2021
Online Access: Check full text

URI: https://cronfa.swan.ac.uk/Record/cronfa58687