Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

Sign up for GitHub

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Update README.md #8

Open
wants to merge 1 commit into
base: master
Choose a base branch
from
Open

Update README.md #8

Changes from all commits
Commits
Show all changes
1 commit
Select commit
File filter

Filter by extension

Filter by extension
Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
20 changes: 10 additions & 10 deletions README.md
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -10,25 +10,25 @@ This repository contains the notes for the Reinforcement Learning [course](www0.

## Syllabus:

- Week 1: Introduction to Reinforcement Learning [[slide](http://www0.cs.ucl.ac.uk/staff/d.silver/web/Teaching_files/intro_RL.pdf)][[video](https://www.youtube.com/watch?v=2pWv7GOvuf0&list=PL7-jPKtc4r78-wCZcQn5IqyuWhBZ8fOxT&index=1)]
- Week 1: Introduction to Reinforcement Learning [[slide](https://www.davidsilver.uk/wp-content/uploads/2020/03/intro_RL.pdf)][[video](https://www.youtube.com/watch?v=2pWv7GOvuf0&list=PL7-jPKtc4r78-wCZcQn5IqyuWhBZ8fOxT&index=1)]

- Week 2: Markov Decision Processes [[slide](http://www0.cs.ucl.ac.uk/staff/d.silver/web/Teaching_files/MDP.pdf)][[video](https://www.youtube.com/watch?v=lfHX2hHRMVQ&list=PL7-jPKtc4r78-wCZcQn5IqyuWhBZ8fOxT&index=2&t=3223s)]
- Week 2: Markov Decision Processes [[slide](https://www.davidsilver.uk/wp-content/uploads/2020/03/MDP.pdf)][[video](https://www.youtube.com/watch?v=lfHX2hHRMVQ&list=PL7-jPKtc4r78-wCZcQn5IqyuWhBZ8fOxT&index=2&t=3223s)]

- Week 3: Planning by Dynamic Programming [[slide](http://www0.cs.ucl.ac.uk/staff/d.silver/web/Teaching_files/DP.pdf)][[video](https://www.youtube.com/watch?v=Nd1-UUMVfz4&list=PL7-jPKtc4r78-wCZcQn5IqyuWhBZ8fOxT&index=3&t=417s)]
- Week 3: Planning by Dynamic Programming [[slide](https://www.davidsilver.uk/wp-content/uploads/2020/03/DP.pdf)][[video](https://www.youtube.com/watch?v=Nd1-UUMVfz4&list=PL7-jPKtc4r78-wCZcQn5IqyuWhBZ8fOxT&index=3&t=417s)]

- Week 4: Model-Free Prediction [[slide](http://www0.cs.ucl.ac.uk/staff/d.silver/web/Teaching_files/MC-TD.pdf)][[video](https://www.youtube.com/watch?v=PnHCvfgC_ZA&list=PL7-jPKtc4r78-wCZcQn5IqyuWhBZ8fOxT&index=4)]
- Week 4: Model-Free Prediction [[slide](https://www.davidsilver.uk/wp-content/uploads/2020/03/MC-TD.pdf)][[video](https://www.youtube.com/watch?v=PnHCvfgC_ZA&list=PL7-jPKtc4r78-wCZcQn5IqyuWhBZ8fOxT&index=4)]

- Week 5: Model-Free Control [[slide](http://www0.cs.ucl.ac.uk/staff/d.silver/web/Teaching_files/control.pdf)][[video](https://www.youtube.com/watch?v=0g4j2k_Ggc4&list=PL7-jPKtc4r78-wCZcQn5IqyuWhBZ8fOxT&index=5)]
- Week 5: Model-Free Control [[slide](https://www.davidsilver.uk/wp-content/uploads/2020/03/control.pdf)][[video](https://www.youtube.com/watch?v=0g4j2k_Ggc4&list=PL7-jPKtc4r78-wCZcQn5IqyuWhBZ8fOxT&index=5)]

- Week 6: Value Function Approximation [[slide](http://www0.cs.ucl.ac.uk/staff/d.silver/web/Teaching_files/FA.pdf)][[video](https://www.youtube.com/watch?v=UoPei5o4fps&list=PL7-jPKtc4r78-wCZcQn5IqyuWhBZ8fOxT&index=6)]
- Week 6: Value Function Approximation [[slide](https://www.davidsilver.uk/wp-content/uploads/2020/03/FA.pdf)][[video](https://www.youtube.com/watch?v=UoPei5o4fps&list=PL7-jPKtc4r78-wCZcQn5IqyuWhBZ8fOxT&index=6)]

- Week 7: Policy Gradient Methods [[slide](http://www0.cs.ucl.ac.uk/staff/d.silver/web/Teaching_files/pg.pdf)][[video](https://www.youtube.com/watch?v=KHZVXao4qXs&list=PL7-jPKtc4r78-wCZcQn5IqyuWhBZ8fOxT&index=7)]
- Week 7: Policy Gradient Methods [[slide](https://www.davidsilver.uk/wp-content/uploads/2020/03/pg.pdf)][[video](https://www.youtube.com/watch?v=KHZVXao4qXs&list=PL7-jPKtc4r78-wCZcQn5IqyuWhBZ8fOxT&index=7)]

- Week 8: Integrating Learning and Planning [[slide](http://www0.cs.ucl.ac.uk/staff/d.silver/web/Teaching_files/dyna.pdf)][[video](https://www.youtube.com/watch?v=ItMutbeOHtc&list=PL7-jPKtc4r78-wCZcQn5IqyuWhBZ8fOxT&index=8)]
- Week 8: Integrating Learning and Planning [[slide](https://www.davidsilver.uk/wp-content/uploads/2020/03/dyna.pdf)][[video](https://www.youtube.com/watch?v=ItMutbeOHtc&list=PL7-jPKtc4r78-wCZcQn5IqyuWhBZ8fOxT&index=8)]

- Week 9: Exploration and Exploitation [[slide](http://www0.cs.ucl.ac.uk/staff/d.silver/web/Teaching_files/XX.pdf)][[video](https://www.youtube.com/watch?v=sGuiWX07sKw&list=PL7-jPKtc4r78-wCZcQn5IqyuWhBZ8fOxT&index=9)]
- Week 9: Exploration and Exploitation [[slide](https://www.davidsilver.uk/wp-content/uploads/2020/03/XX.pdf)][[video](https://www.youtube.com/watch?v=sGuiWX07sKw&list=PL7-jPKtc4r78-wCZcQn5IqyuWhBZ8fOxT&index=9)]

- Week 10: Case Study: RL in Classic Games [[slide](http://www0.cs.ucl.ac.uk/staff/d.silver/web/Teaching_files/games.pdf)][[video](https://www.youtube.com/watch?v=kZ_AUmFcZtk&list=PL7-jPKtc4r78-wCZcQn5IqyuWhBZ8fOxT&index=10)]
- Week 10: Case Study: RL in Classic Games [[slide](https://www.davidsilver.uk/wp-content/uploads/2020/03/games.pdf)][[video](https://www.youtube.com/watch?v=kZ_AUmFcZtk&list=PL7-jPKtc4r78-wCZcQn5IqyuWhBZ8fOxT&index=10)]


## Dependencies
Expand Down