Bellman Equations, Dynamic Programming, Generalized Policy Iteration | Reinforcement Learning Part 2

Опубликовано: 25 Октябрь 2022
на канале: Mutual Information
63,133
1.6k

The machine learning consultancy: https://truetheta.io
Join my email list to get educational and useful articles (and nothing else!): https://mailchi.mp/truetheta/true-the...
Want to work together? See here: https://truetheta.io/about/#want-to-w...

Part two of a six part series on Reinforcement Learning. We discuss the Bellman Equations, Dynamic Programming and Generalized Policy Iteration.

SOCIAL MEDIA

LinkedIn :   / dj-rich-90b91753  
Twitter :   / duanejrich  
Github: https://github.com/Duane321

Enjoy learning this way? Want me to make more videos? Consider supporting me on Patreon:   / mutualinformation  

SOURCES

[1] R. Sutton and A. Barto. Reinforcement learning: An Introduction (2nd Ed). MIT Press, 2018.

[2] H. Hasselt, et al. RL Lecture Series, Deepmind and UCL, 2021,    • DeepMind x UCL | Deep Learning Lectur...  

SOURCE NOTES

The video covers the topics of Chapter 3 and 4 from [1]. The whole series teaches from [1]. [2] was a useful secondary resource.

TIMESTAMP
0:00 What We'll Learn
1:09 Review of Previous Topics
2:46 Definition of Dynamic Programming
3:05 Discovering the Bellman Equation
7:13 Bellman Optimality
8:41 A Grid View of the Bellman Equations
11:24 Policy Evaluation
13:58 Policy Improvement
15:55 Generalized Policy Iteration
17:55 A Beautiful View of GPI
18:14 The Gambler's Problem
20:42 Watch the Next Video!


Смотрите видео Bellman Equations, Dynamic Programming, Generalized Policy Iteration | Reinforcement Learning Part 2 онлайн без регистрации, длительностью часов минут секунд в хорошем качестве. Это видео добавил пользователь Mutual Information 25 Октябрь 2022, не забудьте поделиться им ссылкой с друзьями и знакомыми, на нашем сайте его посмотрели 63,133 раз и оно понравилось 1.6 тысяч людям.