Implementing Neuro evolution to build Snake game AI

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I am trying to implement NEAT for the snake game. My game logic is ready, which is working properly and NEAT configured. But even after 100 generations with population size of 200 per generation, the snakes perform very poorly. I am using neat-python for this.

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