lemontrachet / reinforcement_learning

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reinforcement_learning

dqn_bokeh: Using the bokeh library to illustrate a very simple DQN. The green line learns to stay inside the red lines.

catpole_pg: solving cartpole problem with policy gradients

Mountain.ipynb: solving the mountain car problem with a DQN.

asyncDQN.py: a multi-threaded, asynchronous application of Deep Q-Learning. Each local model adds experience to a shared queue, from which the global model learns. The local models update their weights from the global model from time to time. Uses the Keras library.

asyncDQN playing snake: https://www.youtube.com/watch?v=oRUB1Dh2Np8&feature=youtu.be