Towards distributed machine learning in shared clusters: A dynamically-partitioned approach

Many cluster management systems (CMSs) have been proposed to share a single cluster with multiple distributed computing systems. However, none of the existing approaches can handle distributed machine learning (ML) workloads given the following criteria: high resource utilization, fair resource allo...

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Bibliographic Details
Main Authors: SUN, Peng, WEN, Yonggang, TA, Nguyen Binh Duong, YAN, Shengen
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2017
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Online Access:https://ink.library.smu.edu.sg/sis_research/4766
https://ink.library.smu.edu.sg/context/sis_research/article/5769/viewcontent/1704.06738.pdf
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Institution: Singapore Management University
Language: English