AIM-AHEAD and MATCH Hands-on Workshop
Workshop 1: "Continual Learning: Methods and Applications"
Instructor: Jayanta Dey, Ph.D. (Post-doctoral Research Fellow @ University of Texas at San Antonio MATRIX AI Consortium)
This tutorial will introduce the core concepts of Continual Learning, focusing on how models can learn incrementally without forgetting previous knowledge. Participants will engage in hands-on exercises to implement key continual learning techniques using PyTorch. The session will also cover practical applications in AI and healthcare, demonstrating the importance of continual learning in real-world scenarios.
Learning Objectives:
- Understand the fundamentals of continual learning and its significance in mitigating catastrophic forgetting.
- Implement basic continual learning strategies through hands-on exercises using PyTorch.
- Explore real-world applications of continual learning in AI and healthcare.
Zoom link provided upon registration
Tuesday, April 22, 2025 from 4:00 – 5:00 p.m. Eastern Time