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Slow version: https://github.com/Shmuma/rl/blob/master/test-1/a3c_atari.py |
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https://github.com/Shmuma/rl/blob/master/algos/a3c_async.py |
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Genetical algorythm with mutations probability decay. | |
https://github.com/Shmuma/Practical_RL/blob/master/week0/frozen-8x8.ipynb |
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Crossentropy method | |
https://github.com/Shmuma/Practical_RL/blob/master/week1/taxi_crossentropy.ipynb |
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Crossentropy method with dense NN 40+40 | |
https://github.com/Shmuma/Practical_RL/blob/master/week1/MountainCar-xentropy.ipynb |
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Uses ptan library: https://github.com/Shmuma/rl/blob/ptan/ptan/samples/dqn_expreplay.py | |
Config for the run: https://github.com/Shmuma/rl/blob/ptan/ptan/samples/runs/dqn_exp_cartpole.ini |
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DQN with experience replay. | |
Code: https://github.com/Shmuma/rl/blob/ptan/ptan/samples/dqn_expreplay_doom.py | |
Config: https://github.com/Shmuma/rl/blob/ptan/ptan/samples/runs/dqn_exp_doom_corridor.ini |
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DQN with experience replay | |
Code: https://github.com/Shmuma/rl/blob/ptan/ptan/samples/dqn_expreplay_doom.py | |
Config: https://github.com/Shmuma/rl/blob/ptan/ptan/samples/runs/dqn_exp_doom_basic.ini |
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DQN with experience replay | |
Code: https://github.com/Shmuma/rl/blob/ptan/ptan/samples/dqn_expreplay_doom.py | |
Config: https://github.com/Shmuma/rl/blob/ptan/ptan/samples/runs/dqn_exp_doom_health.ini |
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DQN with experience replay | |
Code: https://github.com/Shmuma/rl/blob/ptan/ptan/samples/dqn_expreplay_doom.py | |
Config: https://github.com/Shmuma/rl/blob/ptan/ptan/samples/runs/dqn_exp_doom_defend_center.ini |