An Introduction to Deep Reinforcement Learning

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Info

原书为 An Introduction to Deep Reinforcement Learning，也可以查看 此引用，作者为 Vincent Francois-Lavet 等。

Table of Contents

• Machine Learning and Deep Learning
• Introduction to Reinforcement Learning
• Value-based Methods for Deep RL
• Policy Gradient Methods for Deep RL
• Model-based methods for deep RL
• The Concept of Generalization
• Challenges in the Online Setting
• Benchmarking Deep RL Algorithms
• Deep RL Beyond MDPs
• Perspectives on Deep RL
• Conclusion

Introduction