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· 제목 : An Introduction to Deep Reinforcement Learning (Paperback)
· 분류 : 외국도서 > 컴퓨터 > 기계이론
· ISBN : 9781680835380
· 쪽수 : 156쪽
· 출판일 : 2018-12-20
· 분류 : 외국도서 > 컴퓨터 > 기계이론
· ISBN : 9781680835380
· 쪽수 : 156쪽
· 출판일 : 2018-12-20
목차
- 1. Introduction
- 2. Machine learning and deep learning
- 3. Introduction to reinforcement learning
- 4. Value-based methods for deep RL
- 5. Policy gradient methods for deep RL
- 6. Model-based methods for deep RL
- 7. The concept of generalization
- 8. Particular challenges in the online setting
- 9. Benchmarking Deep RL
- 10. Deep reinforcement learning beyond MDPs1
- 1. Perspectives on deep reinforcement learning1
- 2. Conclusion
- Appendix
- References
