Current: Deep Learning (Fall 2024)

Time: Tuesday/Thursday 12:30 PM - 1:45 PM, Location: ITE125
Office Hours: Wednesday 3 - 5 PM
Prerequisites: Linear algebra, Machine learning, Python
Reference Book: Deep Learning, Ian Goodfellow and Yoshua Bengio and Aaron Courville, MIT Press https://www.deeplearningbook.org
Schedule

Week	Content	Material/Event
1	Introduction/Background of ML and DL	Slides
2	Feed-forward Neural Networks	Slides
3	Deep Learning Tool (Pytorch)	Slides, Assignment 1

Past:

• Deep Learning (Spring 2021, Spring 2022, Spring 2023)
• Graph Machine Learning (Fall 2020, Fall 2021, Fall 2022)
• Artificial Intelligence (Fall 2023)