/ReinforcementLearning

Introduce the concepts of the reinforcement learning and keep tracking updates of the researches in reinforcement learning.

Primary LanguagePython

ReinforcementLearning

Introduce the concepts of the reinforcement learning and keep tracking updates of the researches in reinforcement learning. At the mean time, I will introduce the corresponding RL approaches implemented in the dialogue policy. At the end, I will show some recommended materials about the reinforcement learning and the dialogue policy.

Tabular Reinforcement Learning

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Deep Reinforcement Learning

DRL approaches for discrete action space

Value Iteration

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Policy Gradient

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Actor-Critic

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DRL approaches for continuous action space

DDPG

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Soft-Qlearning

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RLs used in dialogue policy

solved problem with corresponding RL approach

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Recommendations

Paper List

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Blogs & githubs

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Books

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