Materials
Course Setup
Statistical Learning Resources
- Statistical Learning Methods slides
- Notes, implementations, and exercises
- Algorithms from Hang Li’s textbook
Deep Learning Resources
References
- Hang Li, Statistical Learning Methods, 2nd edition, Tsinghua University Press, 2019.
- Hang Li, Machine Learning Methods, Tsinghua University Press, 2022.
- Aston Zhang et al., Dive into Deep Learning, PyTorch edition, Posts & Telecom Press, 2023.
- Koki Saitoh, Deep Learning from Scratch, Posts & Telecom Press, 2018.