FC² : cloud-based cluster provisioning for distributed machine learning

• Main Author: Ta, Nguyen Binh Duong
• Other Authors: School of Computer Science and Engineering
• Format: Article
• Language: English
• Published: 2021
• Subjects: Engineering::Computer science and engineering; Distributed Machine Learning; Cloud-based Clusters
• Online Access: https://hdl.handle.net/10356/151787
• Institution: Nanyang Technological 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...