SGD

java.lang.Object

engine.neural.optimizers.SGD

All Implemented Interfaces:: Optimizer, Reconstructible

public class SGD extends Object implements Optimizer

Field Summary

Fields

Modifier and Type

Field

Description

private final float

learningRate
Constructor Summary

Constructors

Constructor

Description

SGD(float learningRate)
Method Summary

Modifier and Type

Method

Description

String

getClassInfo()

This interface is used to save objects as strings and to reconstruct them later

void

updateBiases(Vector biases, Vector delta)

void

updateWeights(Matrix weights, Matrix gradient)

Methods inherited from class java.lang.Object
clone, equals, finalize, getClass, hashCode, notify, notifyAll, toString, wait, wait, wait

Field Details
- learningRate
  
  private final float learningRate
Constructor Details
- SGD
  
  public SGD(float learningRate)
Method Details
- updateWeights
  
  public void updateWeights(Matrix weights, Matrix gradient)
  
  Specified by:
  
  updateWeights in interface Optimizer
- updateBiases
  
  public void updateBiases(Vector biases, Vector delta)
  
  Specified by:
  
  updateBiases in interface Optimizer
- getClassInfo
  
  public String getClassInfo()
  
  Description copied from interface: Reconstructible
  
  This interface is used to save objects as strings and to reconstruct them later
  
  Specified by:
  
  getClassInfo in interface Reconstructible
  
  Returns:
  
  a String in the utilizing getClass().getName() and then all following variables should be formatted with a new line before the raw value. Example: "return this.getClass().getName() + "\n" + this.param1 + "\n" + this.param2;"