Covers: theory of Reinforcement Learning

- How can RL be used in the real world?

This is the video of the talk given by Prof. Matthew Taylor about opporunities and challenges of using RL in the real world

Fail to play? Open the link directly: https://youtu.be/J6sq83deb3E

Prof. Matthew Taylor

This is interesting.

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.

Resource Asset3/13

VIDEO 1. RL in Real World

- How can RL be used in the real world?

60 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

UPLOAD_PDF 4. RL in Real World

- How can RL be used in the real world?

20 minutes

VIDEO 5. Deep RL Class Video Playlist

- How does deep reinforcement learning work?

180 minutes

OTHER 6. THE RL Book

- Where can i find everything about reinforcement learning?

15 minutes

OTHER 7. Udacity RL Class

- What is reinforcement learning?

10 minutes

OTHER 8. Coursera RL specialization from U Alberta

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

180 minutes

ARTICLE 9. Spinning Up in Deep RL

- How can I quickly start implementing deep RL?

10 minutes

OTHER 10. Algorithms in Reinforcement Learning

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

10 minutes

ARTICLE 11. Markov Decision Process

- What is MDP?

5 minutes

ARTICLE 12. Game Theory

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

5 minutes

ARTICLE 13. Using Dynamic Programming to find the optimal policy in Grid World

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

10 minutes

This is interesting.