Demo Video
Tech Stack
Python
Description
Implemented NEAT (NeuroEvolution of Augmenting Topologies) from scratch in Python to gain a deeper understanding of the underlying algorithm.
Used the implementation to train agents for Flappy Bird and Pong, then pitted the self-built Pong agent against one trained with neat-python.
Implemented the NEAT algorithm from scratch, covering genome mutation, population selection, and agent decision-making.
Trained a NEAT agent to play Flappy Bird.
Ported the implementation to Pong and benchmarked it against a neat-python-based agent.
Page Info
Flappy Bird Agent
NEAT-trained agent playing Flappy Bird
Pong Agent Battle
From-scratch NEAT agent vs. neat-python agent