Covers: theory of Reinforcement Learning

- What is reinforcement learning?

I recommend you watch the first video in this series. Michael & Charles are not only incredible researchers and teachers, but they also have great senses of humor. You should be able to quickly tell if you would enjoy listening to them teach RL from the ground up --- I found their series quite enjoyable!

Georgia Tech

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Contributors

- Objectives
- This recipe provides a high level procedure for identifying and leveraging reinforcement learning related use cases in real world.
- Potential Use Cases
- stock trading, event scheduling
- Who is This For ?
- INTERMEDIATEanyone with high level understanding of machine learning and interested in potential RL use cases in industry

Click on each of the following **annotated items** to see details.

PDF 1. Matt Taylor- RL Masterclass - Session I slides

- What is RL?
- Where can it be used?

20 minutes

PAPER 2. An empirical investigation of the challenges of real-world reinforcement learning

- What challenged does using RL in real world face?

10 minutes

CALL_TO_ACTION 3. Example RL agents learning in the browser

10 minutes

VIDEO 4. Deep RL Class Video Playlist

- How does deep reinforcement learning work?

180 minutes

OTHER 5. THE RL Book

- Where can i find everything about reinforcement learning?

15 minutes

OTHER 6. Udacity RL Class

- What is reinforcement learning?

10 minutes

ARTICLE 7. Spinning Up in Deep RL

- How can I quickly start implementing deep RL?

10 minutes

OTHER 8. Algorithms in Reinforcement Learning

- What algorithms are used in reinforcement learning?
- Why might you pick one algorithm over another?

10 minutes

ARTICLE 9. Markov Decision Process

- What is MDP?

5 minutes

ARTICLE 10. Game Theory

- What is game theory?
- How does game theory relate to RL?

5 minutes

OTHER 11. Coursera RL specialization from U Alberta

- What is reinforcement learning?
- How can I use reinforcement learning?

180 minutes

ARTICLE 12. Using Dynamic Programming to find the optimal policy in Grid World

- What is value iteration?
- What is policy iteration?

10 minutes

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