1. Human level control through deep reinforcement learning
Naiyan Wang

2. P 1
art
Q Learning

3. Q Learning S A R
tate
ction
eward

4. Q Learning
Learning Rate
Discount Factor
New State
Old State
Reward

5. P 2
art
Deep Q Learning

6. Traditional Cooking

7. Traditional Cooking

8. Traditional Cooking

9. Traditional Cooking

10. Traditional Cooking

11. End to End Cooking

12. End to End Learning

13. Formulation 1 2 3
Target
Variable

14. Results Analysis
DQN is good at …
DQN is bad at …

15. P 3
art
Discussion

16. Discussion Q: What is the key contributing factor?
A: Almost unlimited training data
Q: How to account for long term dependency ?
A: Long short term memory may be the solution

17. Thank You