io.improbable.keanu.algorithms.variational.optimizer.gradient

Class Adam

java.lang.Object

io.improbable.keanu.algorithms.variational.optimizer.gradient.Adam

All Implemented Interfaces:

GradientOptimizationAlgorithm

public class Adam
extends java.lang.Object
implements GradientOptimizationAlgorithm

Implemented as described in https://arxiv.org/pdf/1412.6980.pdf

Nested Class Summary

Nested Classes

Modifier and Type	Class and Description
static class	Adam.AdamBuilder
static class	Adam.AdamStatistics

Constructor Summary

Constructors

Constructor and Description
Adam()

Method Summary

Modifier and Type	Method and Description
static Adam.AdamBuilder	builder()
OptimizedResult	optimize(java.util.List<? extends Variable> latentVariables, FitnessFunction fitnessFunction, FitnessFunctionGradient fitnessFunctionGradient)

Methods inherited from class java.lang.Object

clone, equals, finalize, getClass, hashCode, notify, notifyAll, toString, wait, wait, wait

Constructor Detail

Adam

public Adam()

Method Detail

builder

public static Adam.AdamBuilder builder()

optimize

public OptimizedResult optimize(java.util.List<? extends Variable> latentVariables,
                                FitnessFunction fitnessFunction,
                                FitnessFunctionGradient fitnessFunctionGradient)

Specified by:

optimize in interface GradientOptimizationAlgorithm