Material
Book
- Deep learning with PyTorch, Stevens, Eli, Luca Antiga, and Thomas Viehmann. Manning Publications, 2020.
Additional Course Material
Python programming
- Python Crash Course Part 1: simple and short Python tutorial to get you started (part 1).
- Python Crash Course Part 2: simple and short Python tutorial to get you started (part 2).
- Advanced Python tutorials: YouTube channel with advanced Python tutorials
Machine Learning
- Pattern Recognition and Machine Learning, C. Bishop, Springer, 2007
- Dive into Deep Learning, A. Zhang, Z. C. Lipton, M. Li, A. J. Smola, 2020: https://d2l.ai
- Pattern Classification (2nd ed.), R. O. Duda, P. E. Hart, e D. G. Stork, John Wiley & Sons, 2000
- Website / Repository of the ML course https://github.com/unica-ml/ml
Lecture from previous year by Dr. Antonio Emanuele Cinà