├── 01_Deep_Q_Network.py ├── 02_Double_Deep_Q_Network.py ├── 03_Prioritized_Experience_Replay.py ├── 04_Dueling_Deep_Q_Network.py ├── 05_NoisyNet_DQN.py ├── 06_C51.py ├── 07_MultiStep_DQN.py ├── 09_Deep_Recurrent_Q_Network.py ├── 10_QR_DQN.py ├── 11_IQN.py ├── 12_ICM_DQN.py ├── 13_RND_DQN.py ├── DQN_GAMES ├── QarSim_file │ ├── Host.png │ ├── KTngbaGTq.gif │ ├── Obstacle_1.png │ ├── Remote_1.png │ ├── Remote_2.png │ ├── Remote_3.png │ ├── Remote_4.png │ ├── Remote_5.png │ ├── Remote_6.png │ ├── Small_Rock_furniture_icon.png │ ├── goal.png │ ├── icon.png │ ├── icon_resize.png │ ├── icon_resize2.png │ └── rock_icon.png ├── Qarsim.py ├── Qarsim.pyc ├── __pycache__ │ ├── breakout.cpython-35.pyc │ ├── dot.cpython-35.pyc │ ├── dot_test.cpython-35.pyc │ ├── easy_grid.cpython-35.pyc │ ├── pong.cpython-35.pyc │ ├── pong_test.cpython-35.pyc │ ├── tetris.cpython-35.pyc │ └── wormy.cpython-35.pyc ├── breakout.PNG ├── breakout.py ├── dodge.PNG ├── dodge.py ├── dot.py ├── dot.pyc ├── dot_game.PNG ├── dot_test.PNG ├── dot_test.py ├── dot_test.pyc ├── easy_grid.png ├── easy_grid.py ├── pong.PNG ├── pong.py ├── pong_test.PNG ├── pong_test.py ├── tetris.PNG ├── tetris.py ├── tetris.pyc ├── wormy.png └── wormy.py ├── DQN_GAMES_Policy ├── QarSim_file │ ├── Host.png │ ├── KTngbaGTq.gif │ ├── Obstacle_1.png │ ├── Remote_1.png │ ├── Remote_2.png │ ├── Remote_3.png │ ├── Remote_4.png │ ├── Remote_5.png │ ├── Remote_6.png │ ├── Small_Rock_furniture_icon.png │ ├── goal.png │ ├── icon.png │ ├── icon_resize.png │ ├── icon_resize2.png │ └── rock_icon.png ├── Qarsim.py ├── Qarsim.pyc ├── __pycache__ │ ├── breakout.cpython-35.pyc │ ├── dodge.cpython-35.pyc │ ├── dot.cpython-35.pyc │ ├── dot_test.cpython-35.pyc │ ├── easy_grid.cpython-35.pyc │ ├── pong.cpython-35.pyc │ ├── pong_test.cpython-35.pyc │ ├── tetris.cpython-35.pyc │ └── wormy.cpython-35.pyc ├── breakout.PNG ├── breakout.py ├── breakout.pyc ├── dodge.PNG ├── dodge.py ├── pong.PNG ├── pong.py ├── pong.pyc ├── pong_test.PNG └── pong_test.py ├── Environment_sample.py ├── Image ├── DDQN_equation.PNG ├── DQN_equation.PNG ├── Dueling_Equation1.png ├── NoisyNet_Algorithm.PNG ├── NoisyNet_Description.PNG ├── NoisyNet_Loss.PNG ├── PER_equation1.png ├── PER_equation2.png ├── PER_equation3.png ├── PER_equation4.png ├── Performance.png ├── algorithm_PER.png ├── architecture_DRQN.png ├── architecture_Dueling.png ├── asGame.PNG └── breakout.gif ├── Parameters.py ├── Plot ├── 2017-10-19_0_41_Noisy_DQN_breakout41.7384615385.png ├── 2017-10-19_10_28_DQN_breakout11.1461538462.png ├── 2017-10-19_10_34_DDQN_breakout8.37125748503.png ├── 2017-10-19_13_47_Duel_DQN_breakout17.7396449704.png ├── 2017-10-19_14_32_DDQN_breakout11.7741935484.png ├── 2017-10-19_19_51_DRQN_breakout13.8416289593.png ├── 2017-10-19_20_34_PER_breakout21.024.png ├── 2017-10-20_11_8_PDD_DQN_breakout14.219047619.png ├── 2017-10-27_8_21_Noisy_DQN_breakout36.125.png ├── 2017-11-02_2_6_DQN_wormy-0.112.png ├── 2017-11-02_2_6_Noisy_DQN_wormynan.png ├── 2017-11-12_14_44_C51_breakout9.23758865248.png ├── 2017-11-19_22_31_C51_breakout4.26785714286.png ├── 2017-11-20_15_42_PER_breakout7.8303030303.png ├── 2017-11-21_10_22_PER_breakout11.4008264463.png ├── 2017-11-22_11_38_C51_0.00025_breakout2.34755332497.png ├── 2017-11-22_15_34_C51_breakout1.24933214604.png ├── 2017-11-22_17_13_C51_breakout-1.0.png ├── 2017-11-22_2_26_C51_breakout-1.0.png ├── 2017-11-23_1_53_C51_breakout7.87575757576.png ├── 2017-11-23_7_52_C51_breakout1.14358108108.png ├── 2017-11-23_8_9_C51_breakout1.50493096647.png ├── 2017-11-24_6_35_C51_breakout1.01396877568.png ├── 2017-11-24_6_35_C51_breakout4.64077669903.png ├── 2017-11-26_21_41_C51_breakout3.34733441034.png ├── 2017-11-26_21_41_C51_breakout5.36.png ├── 2017-12-05_10_9_DARQN_breakout3.18351477449.png ├── 2017-12-06_16_25_DARQN_breakout2.91728212703.png ├── 2017-12-07_18_10_DARQN_breakout4.48520710059.png ├── 2017-12-07_6_42_DARQN2_breakout9.98207885305.png └── 2017-12-30_13_56_DQN_pong8.33195020747.png ├── 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