carGamePerceptron

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carGamePerceptron

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A Neural Network experiment involving a JavaScript game.

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# Excuse me, would you let my Neural Network drive?

A Neural Network experiment involving a JavaScript game: can a perceptron drive a car?

[![Scrap](http://img.youtube.com/vi/g0WV3qWcVuA/0.jpg)](http://www.youtube.com/watch?v=g0WV3qWcVuA)

A live version of the code is hosted [here](https://victorribeiro.com/carGamePerceptron)

# About

Not so long ago I published the [simplest perceptron you'll ever see](https://github.com/victorqribeiro/perceptron), code I wrote after a machine learning class, a while back. Ever since that I've been meaning to do something cool with it. So, browsing some [more old codes](http://jsfiddle.net/user/victorqribeiro) I found a [little game](https://github.com/victorqribeiro/carGame) I made when I was studing fake 3D perspective, so I thought: can my perceptron play this game?

So I gave the game code a little brushing, wrote some more code to capture the data of me playing it (I played until I got a score of 33 points) and feed it to my neural net. After that I just played with the learning rate and iterations and let it play the game on it's own.

A [Neuroevolution](https://en.wikipedia.org/wiki/Neuroevolution) you say? Yes, I thought about that. I have a fully conected multilayer perceptron, that I'm about to realease, So I'm saving the ideia of evolving a neural net with genetic algorithm for that.

Quick reminder that the game is not fair. Sometimes two cars comes in parallel with each other, so not even a human could beat it.

# Questions?

If you have any questions about the code or how I implemented it, or even how I got the data to feed the neural network (features), please feel free to contact me. (I left some comments on the code)

carGamePerceptron

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