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Reinforcement-Learning-David-Silver-Solution

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# Monte-Carlo Control in Easy21
![Alt text](https://github.com/Ao-Lee/Reinforcement-Learning-David-Silver-Solution/raw/master/results/Qstar.png)

# TD Learning in Easy21

![Alt text](https://github.com/Ao-Lee/Reinforcement-Learning-David-Silver-Solution/raw/master/results/MSE_loss_of_TD_learning.png)
![Alt text](https://github.com/Ao-Lee/Reinforcement-Learning-David-Silver-Solution/raw/master/results/training_loss_of_TD_learning.png)
![Alt text](https://github.com/Ao-Lee/Reinforcement-Learning-David-Silver-Solution/raw/master/results/Q_value_of_TD_learning_lambda=0.png)
![Alt text](https://github.com/Ao-Lee/Reinforcement-Learning-David-Silver-Solution/raw/master/results/Q_value_of_TD_learning_lambda=1.png)

# Linear Function Approximation in Easy21
![Alt text](https://github.com/Ao-Lee/Reinforcement-Learning-David-Silver-Solution/raw/master/results/MSE_loss_with_Function_Approximation.png)
![Alt text](https://github.com/Ao-Lee/Reinforcement-Learning-David-Silver-Solution/raw/master/results/training_loss_with_Function_Approximation.png)
![Alt text](https://github.com/Ao-Lee/Reinforcement-Learning-David-Silver-Solution/raw/master/results/Q_value_with_Function_Approximation_lambda=0.png)
![Alt text](https://github.com/Ao-Lee/Reinforcement-Learning-David-Silver-Solution/raw/master/results/Q_value_with_Function_Approximation_lambda=1.png)

Reinforcement-Learning-David-Silver-Solution

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