https://github.com/javascript-machine-learning/color-accessibility-neural-network-deeplearnjs

🍃 Using a Neural Network to improve web accessibility in JavaScript.
https://github.com/javascript-machine-learning/color-accessibility-neural-network-deeplearnjs

deep-learning deep-learning-tutorial deep-neural-networks deeplearnjs javascript machine-learning machine-learning-algorithms neural-network neural-network-example neural-networks

Last synced: 2 months ago
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🍃 Using a Neural Network to improve web accessibility in JavaScript.

• Host: GitHub
• URL: https://github.com/javascript-machine-learning/color-accessibility-neural-network-deeplearnjs
• Owner: javascript-machine-learning
• Created: 2017-11-23T09:34:42.000Z (almost 7 years ago)
• Default Branch: master
• Last Pushed: 2017-12-28T11:30:19.000Z (almost 7 years ago)
• Last Synced: 2024-06-22T18:00:10.769Z (5 months ago)
• Topics: deep-learning, deep-learning-tutorial, deep-neural-networks, deeplearnjs, javascript, machine-learning, machine-learning-algorithms, neural-network, neural-network-example, neural-networks
• Language: JavaScript
• Homepage: https://www.robinwieruch.de/neural-networks-deeplearnjs-javascript/
• Size: 126 KB
• Stars: 226
• Watchers: 17
• Forks: 36
• Open Issues: 1
• Metadata Files:
  • Readme: README.md

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README

        
# Neural Network in JavaScript with Deeplearn.js

[![Build Status](https://travis-ci.org/javascript-machine-learning/mnist-neural-network-deeplearnjs.svg?branch=master)](https://travis-ci.org/javascript-machine-learning/mnist-neural-network-deeplearnjs)

Use Case: Learning best color matches of font and background color for an improved web accessibility.

This example project demonstrates how neural networks may be used to solve a binary classification problem. It uses [deeplearn.js](https://deeplearnjs.org/) to predict accessible font colors based on background colors. [Read more about it](https://www.robinwieruch.de/neural-networks-deeplearnjs-javascript). If you have problems to follow the view layer implementation with React, checkout [this book](https://roadtoreact.com/) to learn the fundamentals of it.

![nov-26-2017 16-15-23](https://user-images.githubusercontent.com/2479967/33238261-0c4306f6-d2c5-11e7-9ce8-4e661a307b85.gif)

## Installation

* `git clone [email protected]:javascript-machine-learning/color-accessibility-neural-network-deeplearnjs.git`

* `cd color-accessibility-neural-network-deeplearnjs`

* `npm install`

* `npm start`