Hardware-constrained edge deep learning

• Main Author: Ng, Jia Rui
• Other Authors: Weichen Liu
• Format: Final Year Project
• Language: English
• Published: Nanyang Technological University 2024
• Subjects: Computer and Information Science
• Online Access: https://hdl.handle.net/10356/181190
• Institution: Nanyang Technological University

Neural Networks have become commonplace in our daily lives, powering everything from language models in chatbots to computer vision models in industrial machinery. The unending quest for greater model performance has led to an exponential growth in model size. For many devices, especially edge dev...