FC2: Cloud-based cluster provisioning for distributed machine learning

• Main Author: TA, Nguyen Binh Duong
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2019
• Subjects: Distributed machine learning; Cloud-based clusters; Resource recommendation; Cluster deployment; Computer Engineering; Software Engineering
• Online Access: https://ink.library.smu.edu.sg/sis_research/4763; https://ink.library.smu.edu.sg/context/sis_research/article/5766/viewcontent/Ta2019_Article_FC2FC2Cloud_basedClusterProvis.pdf
• Institution: Singapore Management University

Training large, complex machine learning models such as deep neural networks with big data requires powerful computing clusters, which are costly to acquire, use and maintain. As a result, many machine learning researchers turn to cloud computing services for on-demand and elastic resource provision...