Continual learning and data analysis of time series data

• Main Author: Ye, Songyi
• Other Authors: Soh Yeng Chai
• Format: Final Year Project
• Language: English
• Published: Nanyang Technological University 2023
• Subjects: Engineering::Electrical and electronic engineering
• Online Access: https://hdl.handle.net/10356/167635
• Institution: Nanyang Technological University

Time-series data finds wide usage among various field, making it a common and useful type of data. However, Catastrophic forgetting arise when model is optimizing for the new task, which in real-life case can be different data distribution. While most of the continual learning strategies focus...