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Efficient Use of GPU Memory for Large-Scale Deep Learning Model Training

Efficient Use of GPU Memory for Large-Scale Deep Learning Model Training

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_86e2e525a3c74baf80b24bf608c75dbb

Efficient Use of GPU Memory for Large-Scale Deep Learning Model Training

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Full title

Efficient Use of GPU Memory for Large-Scale Deep Learning Model Training

Author / Creator

Publisher

Basel: MDPI AG

Journal title

Applied sciences, 2021-11, Vol.11 (21), p.10377

Language

English

Formats

Publication information

Publisher

Basel: MDPI AG

More information

Scope and Contents

Contents

To achieve high accuracy when performing deep learning, it is necessary to use a large-scale training model. However, due to the limitations of GPU memory, it is difficult to train large-scale training models within a single GPU. NVIDIA introduced a technology called CUDA Unified Memory with CUDA 6 to overcome the limitations of GPU memory by virtu...

Alternative Titles

Full title

Efficient Use of GPU Memory for Large-Scale Deep Learning Model Training

Authors, Artists and Contributors

Identifiers

Primary Identifiers

Record Identifier

TN_cdi_doaj_primary_oai_doaj_org_article_86e2e525a3c74baf80b24bf608c75dbb

Permalink

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_86e2e525a3c74baf80b24bf608c75dbb

Other Identifiers

ISSN

2076-3417

E-ISSN

2076-3417

DOI

10.3390/app112110377

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