Introduction to Reinforcement Learning - Lecture 1: Overview of RL

Introduction to Reinforcement Learning - Lecture 1: Overview of RL

Bolei Zhou via YouTube Direct link

Prerequisites

7 of 21

7 of 21

Prerequisites

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Classroom Contents

Introduction to Reinforcement Learning - Lecture 1: Overview of RL

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  1. 1 Intro
  2. 2 Outline
  3. 3 Course Overview
  4. 4 Course Structure: Foundation
  5. 5 Course Structure: Advanced Topics
  6. 6 Textbook: Sutton and Barton
  7. 7 Prerequisites
  8. 8 What is reinforcement learning and why we care
  9. 9 Reinforcement Learning: Playing Breakout
  10. 10 Difference between Reinforcement Learning and Supervised Learning
  11. 11 Features of Reinforcement Learning
  12. 12 Big deal: Able to Achieve Superhuman Performance
  13. 13 Examples of reinforcement learning
  14. 14 RL example: Pong
  15. 15 Deep Reinforcement Learning: Deep Learning + Reinforcement Learning
  16. 16 Why RL works now?
  17. 17 More Examples on RL
  18. 18 Learning to walk
  19. 19 Learning to grasp
  20. 20 Learning to move fingers
  21. 21 Learning to dress

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