Approximate computing for machine learning

• 主要作者: Syed Mohammed Mosayeeb Al Hady Zaheen
• 其他作者: Douglas Maskell
• 格式: Final Year Project
• 語言: English
• 出版: Nanyang Technological University 2025
• 主題: Computer and Information Science; Approximate computing; Machine learning; Approximate adders; K-means clustering; Hardware acceleration; Machine learning acceleration
• 在線閱讀: https://hdl.handle.net/10356/183990
• 機構: Nanyang Technological University

Approximate Computing has emerged as a promising paradigm to enhance computational efficiency by introducing controlled inaccuracies in arithmetic operations. This study explores the application of static approximate adders (AAs) within a machine learning context, specifically the K-means clus...