Created
September 5, 2017 12:09
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const {Layer, Network} = require('synaptic'); | |
const inputLayer = new Layer(2); | |
const hiddenLayer = new Layer(3); | |
const outputLayer = new Layer(1); | |
inputLayer.project(hiddenLayer); | |
hiddenLayer.project(outputLayer); | |
const myNetwork = new Network({ | |
input: inputLayer, | |
hidden: [hiddenLayer], | |
output: outputLayer, | |
}); | |
const learningRate = 0.3; | |
for (let i = 0; i < 1000000; i++) { | |
// 1+1 => 2 | |
myNetwork.activate([.1, .1]); | |
myNetwork.propagate(learningRate, [.2]); | |
// 2+2 => 4 | |
myNetwork.activate([.2, .2]); | |
myNetwork.propagate(learningRate, [.4]); | |
// 1+2 => 3 | |
myNetwork.activate([.1, .2]); | |
myNetwork.propagate(learningRate, [.3]); | |
// 1+7 => 8 | |
myNetwork.activate([.1, .7]); | |
myNetwork.propagate(learningRate, [.8]); | |
} | |
console.log(''); | |
console.log(Math.round(myNetwork.activate([.1,.0])*10)); | |
console.log(Math.round(myNetwork.activate([.6,.1])*10)); | |
console.log(Math.round(myNetwork.activate([.2,.6])*10)); | |
console.log(Math.round(myNetwork.activate([.1,.1])*10)); | |
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