기록: 강화학습 독학을 위한 자료들 (Materials for Studying Reinforcement Learning from Scratch)
Classic RL
- UCL Course on RL (YouTube, David Silver)
- UCL Course on RL (slide note, David Silver)
- UCL Course on RL 2021 (YouTube, Hado van Hasselt, DeepMind)
- RL Basic (GitHub, Chris Ohk)
- RL Intermediate (GitHub, Chris Ohk)
- Reinforcement Learning: An Introduction (PDF, Sutton and Barto)
- Algorithms for Reinforcement Learning (PDF, Szepesvari)
- UCL Course on RL 강의의 GridWorld 관련 웹 시각화 예제 (Andrej Karpathy)
- Deep Reinforcement Learning (YouTube, Sergey Lavine, UC Berkeley)
- Deep Reinforcement Learning (slide note, Sergey Lavine, UC Berkeley)
- RL Paper Study (GitHub, Chris Ohk and Hyecheol Jang)
- CS885 Lecture 10: Bayesian RL (YouTube, Pascal Poupart)
- Bayesian Reinforcement Learning: A Survey (ArXiv, Mohammad Ghavamzadeh)
Research Paper Archives
Classic ML
- Mathematics for Machine Learning (PDF, Deisenroth, Faisal, and Ong, KAIST AI501 textbook)
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