I and my group used Genetic Algorithms (GA), Artificial Neural Networks (ANN) and Neuro Evolution of Augmenting Topologies (NEAT) methods to learn to win the Highway Stage phase of the game Mega Man X of the console Super Nintendo Entertainment System.