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Standard implementation of the DDPG algorithm with (300,400) hidden units for both the actor and critic networks. 
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https://arxiv.org/abs/1509.02971  
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FILES:
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actor_network.py: The code for structure of the actor network  
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critic_network.py: The code for structure of the critic network  
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ou_noise.py:The random noise generator    
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ddpg.py:The code for the ddpg algorithm    
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gym_ddpg.py:Running ddpg on the environment