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A Survey of Deep Learning on CPUs: Opportunities and Co-Optimizations | IEEE Journals & Magazine | IEEE Xplore

A Survey of Deep Learning on CPUs: Opportunities and Co-Optimizations


Abstract:

CPU is a powerful, pervasive, and indispensable platform for running deep learning (DL) workloads in systems ranging from mobile to extreme-end servers. In this article, ...Show More

Abstract:

CPU is a powerful, pervasive, and indispensable platform for running deep learning (DL) workloads in systems ranging from mobile to extreme-end servers. In this article, we present a survey of techniques for optimizing DL applications on CPUs. We include the methods proposed for both inference and training and those offered in the context of mobile, desktop/server, and distributed systems. We identify the areas of strength and weaknesses of CPUs in the field of DL. This article will interest practitioners and researchers in the area of artificial intelligence, computer architecture, mobile systems, and parallel computing.
Published in: IEEE Transactions on Neural Networks and Learning Systems ( Volume: 33, Issue: 10, October 2022)
Page(s): 5095 - 5115
Date of Publication: 21 April 2021

ISSN Information:

PubMed ID: 33882004

Funding Agency:


References

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