MLModelCI : an automatic cloud platform for efficient MLaaS

• Main Authors: Zhang, Huaizheng, Li, Yuanming, Huang, Yizheng, Wen, Yonggang, Yin, Jianxiong, Guan, Kyle
• Other Authors: School of Computer Science and Engineering
• Format: Conference or Workshop Item
• Language: English
• Published: 2021
• Subjects: Engineering::Computer science and engineering; Engineering::Computer science and engineering::Computing methodologies; Cloud Computing; Inference Serving
• Online Access: https://hdl.handle.net/10356/152994
• Institution: Nanyang Technological University

MLModelCI provides multimedia researchers and developers with a one-stop platform for efficient machine learning (ML) services. The system leverages DevOps techniques to optimize, test, and manage models. It also containerizes and deploys these optimized and validated models as cloud services (ML...