NeuralNetwork.js

class NeuralNetwork {
  constructor(
    inputNodes,
    hiddenNodes,
    outputNodes,
    learningRate,
    bias,
    trainingCycles,
    normalizer
  ) {
    this.inputNodes = inputNodes
    this.hiddenNodes = hiddenNodes
    this.outputNodes = outputNodes
    this.learningRate = learningRate
    this.weightsInputToHidden = Matrix.generate(
      this.hiddenNodes,
      this.inputNodes,
      { randomNormalized: true }
    )
    this.weightsHiddenToOutput = Matrix.generate(
      this.outputNodes,
      this.hiddenNodes,
      { randomNormalized: true }
    )
    this.bias = bias
    this.biasForHidden = Matrix.generate(this.hiddenNodes, 1, {
      staticNumber: this.bias,
    })
    this.biasForOutput = Matrix.generate(this.outputNodes, 1, {
      staticNumber: this.bias,
    })
    this.trainingCycles = trainingCycles
    this.normalizer = normalizer
  }
}