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Enabling Large Batch Size Training for DNN Models Beyond the Memory Limit While Maintaining Performance

Recent deep learning models are difficult to train using a large batch size, because commodity machines may not have enough memory to accommodate both the model and a large data batch size. The batch size is one of the hyper-parameters used in the training model, and it is dependent on and is limite...

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Hlavní autoři: Xinyu Piao, Doangjoo Synn, Jooyoung Park, Jong-Kook Kim
Médium: Artigo
Jazyk:Inglês
Vydáno: IEEE 2023-01-01
Edice:IEEE Access
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On-line přístup:https://ieeexplore.ieee.org/document/10242106/
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