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

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  • Python 100.0%