Overcoming catastrophic forgetting through replay in continual learning

• Main Author: Qiao, Zhongzheng
• Other Authors: Ponnuthurai Nagaratnam Suganthan
• Format: Thesis-Master by Coursework
• Language: English
• Published: Nanyang Technological University 2021
• Subjects: Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence
• Online Access: https://hdl.handle.net/10356/150091
• Institution: Nanyang Technological University

Continual Learning (CL) allows artificial neural networks to learn a sequence of tasks without catastrophic forgetting of preceding tasks. In this dissertation, two separate works about CL are elaborated, one of which investigate the performance of CL on classification and the other focuses on regre...