Building efficient and practical machine learning systems

• Main Author: Hu, Qinghao
• Other Authors: Wen Yonggang
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2023
• Subjects: Engineering::Computer science and engineering::Computer systems organization::Computer system implementation
• Online Access: https://hdl.handle.net/10356/172372
• Institution: Nanyang Technological University

With the widespread adoption of deep learning (DL) applications in recent years, training DL models has become increasingly prevalent. Nevertheless, training these models is typically time-consuming and computation-intensive, relying heavily on expensive heterogeneous infrastructure. To facilitate m...