All Known Implementing Classes:: AMLPlanBuilder, MLPlanSimpleBuilder

public interface IMLPlanBuilder<L extends org.api4.java.ai.ml.core.learner.ISupervisedLearner<org.api4.java.ai.ml.core.dataset.supervised.ILabeledInstance,org.api4.java.ai.ml.core.dataset.supervised.ILabeledDataset<? extends org.api4.java.ai.ml.core.dataset.supervised.ILabeledInstance>>,B extends IMLPlanBuilder<L,B>>

The IMLPlanBuilder provides the general interface of an ML-Plan builder independent of the problem domain or specific library that is used for the configuration of machine learning pipelines.

Method Summary

All Methods Instance Methods Abstract Methods
Modifier and Type	Method	Description
`MLPlanClassifierConfig`	`getAlgorithmConfig()`
`ai.libs.hasco.builder.forwarddecomposition.HASCOViaFDBuilder<java.lang.Double,?>`	`getHASCOFactory()`
`ai.libs.jaicore.ml.core.evaluation.evaluator.factory.ISupervisedLearnerEvaluatorFactory<org.api4.java.ai.ml.core.dataset.supervised.ILabeledInstance,org.api4.java.ai.ml.core.dataset.supervised.ILabeledDataset<? extends org.api4.java.ai.ml.core.dataset.supervised.ILabeledInstance>>`	`getLearnerEvaluationFactoryForSearchPhase()`	This is the factory that will be used to create the pipeline evaluators for evaluation during search time
`ai.libs.jaicore.ml.core.evaluation.evaluator.factory.ISupervisedLearnerEvaluatorFactory<org.api4.java.ai.ml.core.dataset.supervised.ILabeledInstance,org.api4.java.ai.ml.core.dataset.supervised.ILabeledDataset<? extends org.api4.java.ai.ml.core.dataset.supervised.ILabeledInstance>>`	`getLearnerEvaluationFactoryForSelectionPhase()`	This is the factory that will be used to create the pipeline evaluators for evaluation during selection time
`ILearnerFactory<L>`	`getLearnerFactory()`
`org.api4.java.ai.ml.core.evaluation.supervised.loss.IDeterministicPredictionPerformanceMeasure<?,?>`	`getMetricForSearchPhase()`
`org.api4.java.ai.ml.core.evaluation.supervised.loss.IDeterministicPredictionPerformanceMeasure<?,?>`	`getMetricForSelectionPhase()`
`double`	`getPortionOfDataReservedForSelectionPhase()`
`java.lang.String`	`getRequestedInterface()`
`IEvaluationSafeGuardFactory`	`getSafeGuardFactory()`
`org.api4.java.ai.ml.core.dataset.splitter.IFoldSizeConfigurableRandomDatasetSplitter<org.api4.java.ai.ml.core.dataset.supervised.ILabeledDataset<?>>`	`getSearchSelectionDatasetSplitter()`	This is the splitter that splits the given input data into data for the search phase and for the selection phase
`java.io.File`	`getSearchSpaceConfigFile()`
`B`	`getSelf()`

Method Detail

getSearchSelectionDatasetSplitter

org.api4.java.ai.ml.core.dataset.splitter.IFoldSizeConfigurableRandomDatasetSplitter<org.api4.java.ai.ml.core.dataset.supervised.ILabeledDataset<?>> getSearchSelectionDatasetSplitter()

This is the splitter that splits the given input data into data for the search phase and for the selection phase

Returns:

getLearnerEvaluationFactoryForSearchPhase

ai.libs.jaicore.ml.core.evaluation.evaluator.factory.ISupervisedLearnerEvaluatorFactory<org.api4.java.ai.ml.core.dataset.supervised.ILabeledInstance,org.api4.java.ai.ml.core.dataset.supervised.ILabeledDataset<? extends org.api4.java.ai.ml.core.dataset.supervised.ILabeledInstance>> getLearnerEvaluationFactoryForSearchPhase()

This is the factory that will be used to create the pipeline evaluators for evaluation during search time

Returns:
Throws:: ai.libs.jaicore.ml.core.evaluation.evaluator.factory.LearnerEvaluatorConstructionFailedException

getMetricForSearchPhase

org.api4.java.ai.ml.core.evaluation.supervised.loss.IDeterministicPredictionPerformanceMeasure<?,?> getMetricForSearchPhase()

getLearnerEvaluationFactoryForSelectionPhase

ai.libs.jaicore.ml.core.evaluation.evaluator.factory.ISupervisedLearnerEvaluatorFactory<org.api4.java.ai.ml.core.dataset.supervised.ILabeledInstance,org.api4.java.ai.ml.core.dataset.supervised.ILabeledDataset<? extends org.api4.java.ai.ml.core.dataset.supervised.ILabeledInstance>> getLearnerEvaluationFactoryForSelectionPhase()

This is the factory that will be used to create the pipeline evaluators for evaluation during selection time

Returns:
Throws:: ai.libs.jaicore.ml.core.evaluation.evaluator.factory.LearnerEvaluatorConstructionFailedException

getMetricForSelectionPhase

org.api4.java.ai.ml.core.evaluation.supervised.loss.IDeterministicPredictionPerformanceMeasure<?,?> getMetricForSelectionPhase()

getRequestedInterface

java.lang.String getRequestedInterface()

getSearchSpaceConfigFile

java.io.File getSearchSpaceConfigFile()

getLearnerFactory
```
ILearnerFactory<L> getLearnerFactory()
```

getHASCOFactory

ai.libs.hasco.builder.forwarddecomposition.HASCOViaFDBuilder<java.lang.Double,?> getHASCOFactory()

getAlgorithmConfig

MLPlanClassifierConfig getAlgorithmConfig()

getSafeGuardFactory

IEvaluationSafeGuardFactory getSafeGuardFactory()

getPortionOfDataReservedForSelectionPhase

double getPortionOfDataReservedForSelectionPhase()

getSelf
```
B getSelf()
```