Snake
Visit ToolSnake is an open-source AI tool that implements two AI algorithms to play the classic game of snake. It features both graph search and reinforcement learning approaches for intelligent gameplay.
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Snake is an open-source AI tool that implements two AI algorithms to play the classic game of snake. It features both graph search and reinforcement learning approaches for intelligent gameplay.
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About
This open-source project, named Snake, provides an AI-driven approach to playing the classic game of snake. It implements two distinct artificial intelligence algorithms: graph search and reinforcement learning. The graph search algorithm uses a rule-based strategy, modeling the grid as a graph to find paths for the snake, including Hamiltonian paths for optimal play. The reinforcement learning algorithm, based on deep reinforcement learning with a neural network and Double DQN technique, allows the snake to learn through trial and error, maximizing cumulative rewards. The project includes a pre-trained reinforcement learning model and offers options to play with either algorithm or train your own RL model, making it a valuable resource for AI enthusiasts and developers.
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Open Source
Free
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