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+ ---
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+ tags:
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+ - deep-reinforcement-learning
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+ - reinforcement-learning
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+ - ppo
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+ - minesweeper
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+ - custom-environment
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+ library_name: stable-baselines3
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+ ---
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+
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+ # PPO Agent playing MineSweeper Mania
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+
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+ This is a trained **PPO** agent playing a custom web-based **Minesweeper** environment built using Playwright and Gymnasium.
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+
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+ ## Video Replay
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+
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+ ![Minesweeper Gameplay](minesweeper_gameplay.mp4)
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+
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+ ## Model Details
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+ - **Algorithm:** PPO (Proximal Policy Optimization)
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+ - **Policy:** MlpPolicy (9x9 numerical grid state)
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+ - **Observation Space:** 9x9 Box (-1 = covered, 0-8 = revealed counts)
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+ - **Action Space:** Discrete(81)