Deep learning acceleration: from quantization to in-memory computing

• Main Author: Zhu, Shien
• Other Authors: Weichen Liu
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2022
• Subjects: Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence; Engineering::Computer science and engineering::Hardware::Arithmetic and logic structures; Engineering::Computer science and engineering::Computer systems organization::Special-purpose and application-based systems
• Online Access: https://hdl.handle.net/10356/163448
• Institution: Nanyang Technological University

Deep learning has demonstrated high accuracy and efficiency in various applications. For example, Convolutional Neural Networks (CNNs) widely adopted in Computer Vision (CV) and Transformers broadly applied in Natural Language Processing (NLP) are representative deep learning models. Deep learning m...