Neural Networks and DeepLearning
A short course with code
Books
- Zhang, Aston, et al. "Dive into deep learning." arXiv preprint arXiv:2106.11342 (2021).
- Sutton, Richard S., and Andrew G. Barto. Reinforcement learning: An introduction. MIT press, 2018.
- Goodfellow, Ian, Yoshua Bengio, and Aaron Courville. Deep learning. MIT press, 2016.
- Hastie, Tibshirani and Friedman. The Elements of Statistical Learning. 2nd edition, 2009
- Molnar, Christoph. Interpretable Machine Learning. Lulu. com, 2020.
- Strang, Gilbert. Linear algebra and learning from data. Wellesley-Cambridge Press, 2019.
Papers