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awesome-rl
Reinforcement learning resources curated
https://github.com/eric-erki/awesome-rl
Last synced: about 15 hours ago
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Codes
- Python Code
- C/Lisp Code
- Book
- Reinforcement Learning Repository - University of Massachusetts, Amherst
- Brown-UMBC Reinforcement Learning and Planning Library (Java)
- Reinforcement Learning in R (MDP, Value Iteration)
- Reinforcement Learning Environment in Python and MATLAB
- RL-Glue - Glue Library](http://library.rl-community.org/wiki/Main_Page)
- TeachingBox - Java based Reinforcement Learning framework
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Theory
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Papers / Thesis
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Lectures
- UCL
- Lecture 8: Markov Decision Processes 1
- Lecture 9: Markov Decision Processes 2
- Lecture 10: Reinforcement Learning 1
- Lecture 11: Reinforcement Learning 2
- UC Berkeley
- CMU
- MIT
- Introduction to AI for video games
- Monte Carlo Prediction
- Q learning explained
- Actor Critic Algorithms
- War Robots
- Solving the basic game of Pong
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Books
- [Book(Manning)
- [Book
- [Book - learning-an-introduction)
- [Book Chapter
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Surveys
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Contributing
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Applications
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Tutorials / Websites
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Human Computer Interaction
- Reinforcement Learning: A Tutorial
- [Paper
- Reinforcement Learning
- Introduction
- TD-Learning
- Q-Learning and SARSA
- Applet for "Cat and Mouse" Game
- ROS Reinforcement Learning Tutorial
- Reinforcement Learning
- Temporal Difference Learning
- Bibliography on Reinforcement Learning
- Blog posts on Reinforcement Learning, Parts 1-4
- The Arcade Learning Environment - Atari 2600 games environment for developing AI agents
- Deep Reinforcement Learning: Pong from Pixels
- Demystifying Deep Reinforcement Learning
- Let’s make a DQN
- Simple Reinforcement Learning with Tensorflow, Parts 0-8
- RLenv.directory: Explore and find new reinforcement learning environments.
- POMDP for Dummies
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Online Demos
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Human Computer Interaction
- Real-world demonstrations of Reinforcement Learning
- Deep Q-Learning Demo - A deep Q learning demonstration using ConvNetJS
- Reinforcement Learning Demo - A reinforcement learning demo using reinforcejs by Andrej Karpathy
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Open Source Reinforcement Learning Platforms
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Human Computer Interaction
- Ray RLlib - Ray RLlib is a reinforcement learning library that aims to provide both performance and composability.
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Programming Languages
Categories
Sub Categories