Created
February 24, 2017 21:14
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FrozenLake-v0
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Model free Q-Learning in an MDP style environment | |
Utilized code from Berkeley's CS188 Reinforcement Learning project | |
Introduced an epsilon decay to offer a transition between early exploration and late exploitation | |
QLearning paramters: | |
alpha = 0.1 | |
epsilon = 1.0 | |
gamma = .99 | |
epsilon_decay = .9995 | |
learning_decay = 1.0 | |
Program paramters: | |
python openai.py -v FrozenLake-v0 | |
-a 0.1 | |
-e 1.0 | |
-g .99 | |
--learningDecay 1.0 | |
--explorationDecay .9995 | |
-x 10000 |
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