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How to get started quickly and strengthen learning?
2022-07-27 05:28:00 【Charleslc's blog】
How to get started quickly and strengthen learning ?
Understand the concept of reinforcement learning :
- Books 《Reinforcement Learning-An Introduction》 author :Richard Sutton Read address :http://incompleteideas.net/book/the-book-2nd.html
- David Silver Teaching courses , Video address :http://www0.cs.ucl.ac.uk/staff/d.silver/web/Teaching.html
- Pieter Abbeel and John Schulman (Open AI/ Berkeley AI Research Lab). Address :https://people.eecs.berkeley.edu/~pabbeel/nips-tutorial-policy-optimization-Schulman-Abbeel.pdf
- Start testing reinforcement learning projects
- Blog : How to use strategy gradient training ATARI Pong agent Address :https://karpathy.github.io/2016/05/31/rl/
- DeepMind Lab, Open source 3D Game platform , Based on agent Of AI Research creation , Rich simulation environment . DeepMind It is definitely a big guy team in reinforcement learning research , alphago It was invented . Address :https://deepmind.com/blog/open-sourcing-deepmind-lab/
- Project Malmo, An artificial intelligence experimental platform supporting the basic research of artificial intelligence . Address :https://www.microsoft.com/en-us/research/project/project-malmo/
- OpenAI gym, A toolbox for constructing and comparing reinforcement learning algorithms . Address :https://gym.openai.com/
Related:https://www.kdnuggets.com/2018/03/5-things-reinforcement-learning.html
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