Click green flag and watch it learn. Once again it doesn't look like much but it is.
A fully working neural network!! This neural network has 100% fully accurate mathematics for calculation of the weight, bias, and cost. Each neural network has 64 input neurons, 16 hidden layer neurons, and 4 output neurons with a fully working and accurate backpropagation algorithm that calculates off of the cost which is also accurate. when the game starts the program will create 10 variants which the top 2 of the 10 best networks combine to create one neural network which is showed at the beginning. Then once it finishes combining the two networks the algorithm plays and creates variants of that are based off of backpropagation. Also I added a watchdog that kills networks that keep doing looped actions in order to prevent bugs. To make the player detect whether or not to make the action to move forward or backward I used the sigmoid function.