Approximate computing for machine learning

• Main Author: Syed Mohammed Mosayeeb Al Hady Zaheen
• Other Authors: Douglas Maskell
• Format: Final Year Project
• Language: English
• Published: Nanyang Technological University 2025
• Subjects: Computer and Information Science; Approximate computing; Machine learning; Approximate adders; K-means clustering; Hardware acceleration; Machine learning acceleration
• Online Access: https://hdl.handle.net/10356/183990
• Institution: 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...