Artificial Intelligence and Machine Learning in javascript
This repo contains some AI and ML experiments, all of them work on any modern web browser.
AI learns how to land a rocket smoothly
This AI controlls a rocket inside a simulation and learns how to land it smoothly using an algorithm called neuroevolution, the below image shows the difference between the Generation Zero and the 1000th.
| Generation #0 | Generation #1000 |
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ANN learns image filters
an artificial neural network (ANN) learns how to apply Image filters based on a given example. This example uses perceptron with 3 neurons. The below image shows the ANN learning threshold and negative.
| Threshold | Negative |
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Tic Tac Toe
In this experiment, an artificial intelligence explores all the possible states of a Tic Tac Toe board, compiling a decision tree, then it is able to plays agains a human , it may win or may draw but it never loses.
Credits
- synaptic : The javascript architecture-free neural network library for node.js and the browser
- RequireJS : JavaScript file and module loader
- TypeScript : A typed superset of JavaScript that compiles to plain JavaScript
- SVG.js : The lightweight library for manipulating and animating SVG.
- p2.js : 2D rigid body physics engine written in JavaScript
Contributors
- David Landeros - dh.landeros08@gmail.com
- Omar Arredondo - hapu.x2@gmail.com