Lifelong learning with Bayesian neural network

• Main Author: Wang, Yushuo
• Other Authors: Ponnuthurai Nagaratnam Suganthan
• Format: Thesis-Master by Coursework
• Language: English
• Published: Nanyang Technological University 2022
• Subjects: Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence; Engineering::Computer science and engineering::Computing methodologies::Simulation and modeling
• Online Access: https://hdl.handle.net/10356/161441
• Institution: Nanyang Technological University

Continual learning aims to solve catastrophic forgetting during the learning process. When the model has limited capacity or one cannot access data from previous tasks, catastrophic forgetting could be especially challenging. Rehearsal-based continual learning method could be used to solve the probl...