https://github.com/mdvanes/hanoi

JS ANN
https://github.com/mdvanes/hanoi

Last synced: 3 months ago
JSON representation

JS ANN

• Host: GitHub
• URL: https://github.com/mdvanes/hanoi
• Owner: mdvanes
• Created: 2014-09-15T07:02:18.000Z (over 10 years ago)
• Default Branch: master
• Last Pushed: 2022-09-20T06:42:46.000Z (over 2 years ago)
• Last Synced: 2025-01-11T11:14:31.037Z (5 months ago)
• Language: JavaScript
• Size: 226 KB
• Stars: 0
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

README

        
![alt tag](https://raw.githubusercontent.com/mdvanes/Hanoi/master/logo_small.png)

--

A Javascript Artificial Neural Network

## phase 1

Arithmetics? Supervised classification? Is number x in set y?

A perceptron learns to perform a binary NAND function

on inputs x_1 \, and x_2 \,.

## phase 2

Recognize squares and circles (pattern recog.)

## phase 3

OCR

## Sources

* http://en.wikipedia.org/wiki/Perceptron

* http://en.wikibooks.org/wiki/Artificial_Neural_Networks/Print_Version

* http://en.wikipedia.org/wiki/Artificial_neural_network

* http://stackoverflow.com/questions/9429882/read-image-pixels

* http://blog.teamtreehouse.com/reading-files-using-the-html5-filereader-api

## Concept

It might be a good idea to start with visualisation: the supernode should run an admin dashboard (web interface).

A distributed NN can be made with serviceworkers (even multiple per node, i.e. browser) bound with WebRTC P2P (PeerJS).

Functional reactive code is optimal for streams of code. NNs provide a stream representing the calculation of the nodes.

Later on it might be an improvement to switch from Javascript/ES to WebAssembly.

## Other projects

Other projects that combine Neural Networks and Javascript:

* http://synaptic.juancazala.com/                      The javascript architecture-free neural network library for node.js and the browser

	* their github: https://github.com/cazala/synaptic

* http://cs.stanford.edu/people/karpathy/convnetjs/    ConvNetJS Deep Learning in your browser

	* their guide to NN: http://karpathy.github.io/neuralnets/

* https://github.com/harthur/brain                     Neural networks in JavaScript