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Reinforcement learning project for sumorobot, with training environment and visual simulations.

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calebtrepowski/sumorobot-reinforcement-learning

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Sumorobot Reinforcement Learning

Implementation of SumoRobot environment, based on gymnasium environments. Used for training Q-Learning agent.

Here's a video with a brief explanation.

Environment Description

Observation Space: MultiBinary(8). 6 proximity sensors, 2 line sensors.

Action Space: Discrete(4). 4 possible actions: go forward, go back, turn left, turn right.

Demos

Environment demo: Environment Demo

Trained agent demo: Trained agent Demo

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Reinforcement learning project for sumorobot, with training environment and visual simulations.

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