# Deep Learning

## Resources

### Articles

* [Deep Reinforcement Learning: Pong from Pixels](http://karpathy.github.io/2016/05/31/rl/) - Andrej Karpathy

### Books

* [A Little Bit of Reinforcement Learning from Human Feedback](https://rlhfbook.com/) - Nathan Lambert
* [Deep Learning](https://www.deeplearningbook.org/) - Ian Goodfellow, Yoshua Bengio, Aaron Courville
* [Dive into Deep Learning](https://d2l.ai/) - Aston Zhang, Zachary C. Lipton, Mu Li, Alexander J. Smola
* [Efficient Deep Learning](https://efficientdlbook.com/) - Gaurav Menghani, Naresh Singh
* [Neural Networks and Deep Learning](http://neuralnetworksanddeeplearning.com/) - Michael Nielsen
* [Neural Networks from Scratch in Python](https://nnfs.io/)
* [Physics-based Deep Learning](https://physicsbaseddeeplearning.org/intro.html) - Nils Thuerey, Philipp Holl, Maximilian Mueller, Patrick Schnell, Felix Trost, and Kiwon Um
* [Reinforcement Learning: An Introduction](http://incompleteideas.net/book/the-book-2nd.html) - Richard S. Sutton, Andrew G. Barto
* [The Little Book of Deep Learning](https://fleuret.org/public/lbdl.pdf) - François Fleuret, University of Geneva
* [The Little Learner: A Straight Line to Deep Learning](https://www.thelittlelearner.com/) - Daniel P. Friedman, Anurag Mendhekar
* [Understanding Deep Learning ](https://udlbook.github.io/udlbook/)- Simon J.D. Prince

### Courses

* [CS231n: Deep Learning for Computer Vision](http://cs231n.stanford.edu/index.html) - Stanford
* [Deep Learning Systems](https://dlsyscourse.org/)
* [Introduction to Reinforcement Learning](https://www.youtube.com/playlist?list=PLqYmG7hTraZDM-OYHWgPebj2MfCFzFObQ) - David Silver, DeepMind
* [Neural Networks: Zero to Hero](https://karpathy.ai/zero-to-hero.html) - Andrej Karpathy
* [Practical Deep Learning](https://course.fast.ai/)

### GitHub Repositories

* [Deep Reinforcement Learning: Zero to Hero!](https://github.com/alessiodm/drl-zh)

### Websites

* [DeepLearning.AI](https://www.deeplearning.ai/)
* [fast.ai](https://www.fast.ai/)
* [NVIDIA Deep Learning Institute](https://learn.nvidia.com/)

### YouTube Playlists

* [A friendly introduction to Recurrent Neural Networks](https://www.youtube.com/watch?v=UNmqTiOnRfg) - Luis Serrano
* [Neural Networks from Scratch in Python](https://www.youtube.com/playlist?list=PLQVvvaa0QuDcjD5BAw2DxE6OF2tius3V3) - sentdex