├── FlapPyBird ├── .gitignore ├── .ipynb_checkpoints │ └── flappy-checkpoint.ipynb ├── ScreenShot.png ├── __init__.py ├── assets │ ├── audio │ │ ├── die.ogg │ │ ├── die.wav │ │ ├── hit.ogg │ │ ├── hit.wav │ │ ├── point.ogg │ │ ├── point.wav │ │ ├── swoosh.ogg │ │ ├── swoosh.wav │ │ ├── wing.ogg │ │ └── wing.wav │ └── sprites │ │ ├── 0.png │ │ ├── 1.png │ │ ├── 2.png │ │ ├── 3.png │ │ ├── 4.png │ │ ├── 5.png │ │ ├── 6.png │ │ ├── 7.png │ │ ├── 8.png │ │ ├── 9.png │ │ ├── background-day.png │ │ ├── background-night.png │ │ ├── base.png │ │ ├── bluebird-downflap.png │ │ ├── bluebird-midflap.png │ │ ├── bluebird-upflap.png │ │ ├── gameover.png │ │ ├── message.png │ │ ├── pipe-green.png │ │ ├── pipe-red.png │ │ ├── redbird-downflap.png │ │ ├── redbird-midflap.png │ │ ├── redbird-upflap.png │ │ ├── yellowbird-downflap.png │ │ ├── yellowbird-midflap.png │ │ └── yellowbird-upflap.png ├── flappy.ico └── flappy.py ├── README.md ├── Results ├── sonar-frames │ ├── learn_data-256-256-256-256-50000-ver17.csv │ ├── loss_data-256-256-512-50000-ver18.csv │ └── loss_data-256-256-512-50000-ver19.csv └── sonar │ ├── learn_data-1000-1000-400-50000.csv │ ├── learn_data-1000-1000-400-50000.csv.png │ ├── learn_data-164-150-100-50000.csv │ ├── learn_data-164-150-100-50000.csv.png │ ├── learn_data-164-150-400-50000.csv │ ├── learn_data-164-150-400-50000.csv.png │ ├── learn_data-256-256-400-50000.csv │ ├── learn_data-256-256-400-50000.csv.png │ ├── learn_data-512-512-400-50000.csv │ ├── learn_data-512-512-400-50000.csv.png │ ├── loss_data-1000-1000-400-50000.csv │ ├── loss_data-1000-1000-400-50000.csv.png │ ├── loss_data-164-150-100-50000.csv │ ├── loss_data-164-150-100-50000.csv.png │ ├── loss_data-164-150-400-50000.csv │ ├── loss_data-164-150-400-50000.csv.png │ ├── loss_data-256-256-400-50000.csv │ ├── loss_data-256-256-400-50000.csv.png │ ├── loss_data-512-512-400-50000.csv │ └── loss_data-512-512-400-50000.csv.png ├── learning.py ├── nn.py ├── playing.py 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