n42

n42

n42 is the deep learning module for nodejs.

How to install

$ npm install n42

Getting started

var n42 = require('n42');
    
// input data
// This is made of sylvester matrix
var input = $M([
    [1.0, 1.0, 0.0, 0.0],
    [1.0, 1.0, 0.2, 0.0],
    [1.0, 0.9, 0.1, 0.0],
    [0.0, 0.0, 0.0, 1.0],
    [0.0, 0.0, 0.8, 1.0],
    [0.0, 0.0, 1.0, 1.0]
]);

// label data
// This is made of sylvester matrix
var label = $M([
    [1.0, 0.0],
    [1.0, 0.0],
    [1.0, 0.0],
    [0.0, 1.0],
    [0.0, 1.0],
    [0.0, 1.0]
]);

var sda = new n42.SdA(input, label, 4, [3, 3], 2);

// Training all hidden layers
sda.pretrain(0.3, 0.01, 1000);

// Tuning output layer which is composed of logistics regression
sda.finetune(0.3, 50);

// Test data
var data = $M([
    [1.0, 1.0, 0.0, 0.0],
    [0.0, 0.0, 1.0, 1.0]
]);

console.log(sda.predict(data));

/**
 *   Predict answers
 *   [0.9999998973561728, 1.0264382721184357e-7] ~ [1.0, 0.0]
 *   [4.672230837774381e-28, 1]                  ~ [0.0, 1.0]  
 */
 

Algorithms

Class	Implemented algorithm
NN	Neural Network
LogisticsRegression	Logistics Regression
SdA	Stacked denoised Autoencoder
DBN	Deep Belief Nets

API Docs

n42 API Doc

LICENSE

MIT License. Please see the LICENSE file for details.