David Silver: Reinforcement Learning

Descriptions

• Source: DeepMind / UCL (David Silver)
• Prerequisites: ML basics, Python, probability
• Programming Language: Python
• Difficulty: 🌟🌟🌟🌟
• Class Hour: 40+

David Silver's RL course is the most popular RL course. David Silver is a DeepMind researcher and core member of the AlphaGo project.

Resources

• Website: davidsilver.uk
• Lectures: YouTube

Content

• Lectures 1-3: Markov Decision Processes
• Lectures 4-5: DP, MC, TD
• Lectures 6-7: Function Approximation, Deep RL
• Lectures 8-10: Policy Gradient, Actor-Critic, Integrated Learning

Tips

Do all practice exercises.

Notes

David Silver's RL course is the best choice for RL beginners.