Reinforcement-Learning-Specialization
Reinforcement-Learning-Specialization copied to clipboard
[Coursera] Reinforcement Learning Specialization by "University of Alberta" & "Alberta Machine Intelligence Institute"
Reinforcement Learning
Reinforcement Learning Specialization
-
Fundamentals of Reinforcement Learning
- Week 1
- Week 2
- Week 3
- Week 4
- Sample-based Learning Methods
-
Prediction and Control with Function Approximation
- Week 1
- Week 2
- Week 3
- Week 4
- Practice Quiz: Policy Gradient Methods
- Notebook: Average Reward Softmax Actor-Critic using Tile-coding
- A Complete Reinforcement Learning System (Capstone)
Instructors: Martha White
and Adam White
These course materials belong entirely to University of Alberta
& Alberta Machine Intelligence Institute
. The solutions are only mine.
Reference Materials:
- https://github.com/dennybritz/reinforcement-learning
- https://github.com/ShangtongZhang/reinforcement-learning-an-introduction
- https://github.com/LyWangPX/Reinforcement-Learning-2nd-Edition-by-Sutton-Exercise-Solutions
- David Silver Reinforcement Learning course - slides, YouTube-playlist