Deep Learning

Resources

Articles

• Deep Reinforcement Learning: Pong from Pixels - Andrej Karpathy

Books

• A Little Bit of Reinforcement Learning from Human Feedback - Nathan Lambert

• Deep Learning - Ian Goodfellow, Yoshua Bengio, Aaron Courville

• Dive into Deep Learning - Aston Zhang, Zachary C. Lipton, Mu Li, Alexander J. Smola

• Neural Networks and Deep Learning - Michael Nielsen

• Neural Networks from Scratch in Python

• Physics-based Deep Learning - Nils Thuerey, Philipp Holl, Maximilian Mueller, Patrick Schnell, Felix Trost, and Kiwon Um

• Reinforcement Learning: An Introduction - Richard S. Sutton, Andrew G. Barto

• The Little Book of Deep Learning - François Fleuret, University of Geneva

• The Little Learner: A Straight Line to Deep Learning - Daniel P. Friedman, Anurag Mendhekar

• Understanding Deep Learning - Simon J.D. Prince

Courses

• CS231n: Deep Learning for Computer Vision - Stanford

• Deep Learning Systems

• Introduction to Reinforcement Learning - David Silver, DeepMind

• Neural Networks: Zero to Hero - Andrej Karpathy

• Practical Deep Learning

GitHub Repositories

• Deep Reinforcement Learning: Zero to Hero!

Websites

• DeepLearning.AI

• fast.ai

• NVIDIA Deep Learning Institute

YouTube Playlists

• A friendly introduction to Recurrent Neural Networks - Luis Serrano

• Neural Networks from Scratch in Python - sentdex