Java Deep Learning Cookbook

How to do it...

1. Add the arbiter Maven dependency in pom.xml:

<dependency>   <groupId>org.deeplearning4j</groupId>   <artifactId>arbiter-deeplearning4j</artifactId>   <version>1.0.0-beta3</version> </dependency> <dependency>   <groupId>org.deeplearning4j</groupId>   <artifactId>arbiter-ui_2.11</artifactId>   <version>1.0.0-beta3</version> </dependency>

2. Configure the search space using ContinuousParameterSpace:

ParameterSpace<Double> learningRateParam = new ContinuousParameterSpace(0.0001,0.01);

3. Configure the search space using IntegerParameterSpace:

ParameterSpace<Integer> layerSizeParam = new IntegerParameterSpace(5,11);   

4. Use OptimizationConfiguration to combine all components required to execute the hyperparameter tuning process:

OptimizationConfiguration ...