H2ODeepLearning

Instance Constructors

new H2ODeepLearning()
new H2ODeepLearning(uid: String)

Type Members

type H2O_SCHEMA = DeepLearningParametersV3

Definition Classes
H2ODeepLearningParams → H2OAlgoParamsHelper

Value Members

final def !=(arg0: Any): Boolean

Definition Classes
AnyRef → Any
final def ##(): Int

Definition Classes
AnyRef → Any
final def $[T](param: Param[T]): T

Attributes
protected
Definition Classes
Params
final def ==(arg0: Any): Boolean

Definition Classes
AnyRef → Any
def H2ODistributionParam(name: String): H2ODistributionParam

Definition Classes
H2OAlgoParams
final def asInstanceOf[T0]: T0

Definition Classes
Any
def booleanParam(name: String, doc: Option[String] = None): BooleanParam

Attributes
protected
Definition Classes
H2OAlgoParamsHelper
def booleanParam(name: String, doc: String): BooleanParam

Attributes
protected
Definition Classes
H2OAlgoParamsHelper
final def clear(param: Param[_]): H2ODeepLearning.this.type

Definition Classes
Params
def clone(): AnyRef

Attributes
protected[java.lang]
Definition Classes
AnyRef
Annotations
@throws( ... )
def copy(extra: ParamMap): H2ODeepLearning.this.type

Definition Classes
H2OAlgorithm → Estimator → PipelineStage → Params
def copyValues[T <: Params](to: T, extra: ParamMap): T

Attributes
protected
Definition Classes
Params
final def defaultCopy[T <: Params](extra: ParamMap): T

Attributes
protected
Definition Classes
Params
def doubleArrayParam(name: String, doc: Option[String] = None): DoubleArrayParam

Attributes
protected
Definition Classes
H2OAlgoParamsHelper
def doubleArrayParam(name: String, doc: String): DoubleArrayParam

Attributes
protected
Definition Classes
H2OAlgoParamsHelper
def doubleParam(name: String, doc: Option[String] = None): DoubleParam

Attributes
protected
Definition Classes
H2OAlgoParamsHelper
def doubleParam(name: String, doc: String): DoubleParam

Attributes
protected
Definition Classes
H2OAlgoParamsHelper
final def eq(arg0: AnyRef): Boolean

Definition Classes
AnyRef
def equals(arg0: Any): Boolean

Definition Classes
AnyRef → Any
def explainParam(param: Param[_]): String

Definition Classes
Params
def explainParams(): String

Definition Classes
Params
final def extractParamMap(): ParamMap

Definition Classes
Params
final def extractParamMap(extra: ParamMap): ParamMap

Definition Classes
Params
final val featuresCols: StringArrayParam

Attributes
protected
Definition Classes
H2OCommonParams
def finalize(): Unit

Attributes
protected[java.lang]
Definition Classes
AnyRef
Annotations
@throws( classOf[java.lang.Throwable] )
def fit(dataset: Dataset[_]): H2OMOJOModel

Definition Classes
H2OAlgorithm → Estimator
def fit(dataset: Dataset[_], paramMaps: Array[ParamMap]): Seq[H2OMOJOModel]

Definition Classes
Estimator
Annotations
@Since( "2.0.0" )
def fit(dataset: Dataset[_], paramMap: ParamMap): H2OMOJOModel

Definition Classes
Estimator
Annotations
@Since( "2.0.0" )
def fit(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): H2OMOJOModel

Definition Classes
Estimator
Annotations
@Since( "2.0.0" ) @varargs()
def floatParam(name: String, doc: Option[String] = None): FloatParam

Attributes
protected
Definition Classes
H2OAlgoParamsHelper
def floatParam(name: String, doc: String): FloatParam

Attributes
protected
Definition Classes
H2OAlgoParamsHelper
final def get[T](param: Param[T]): Option[T]

Definition Classes
Params
def getAllStringColumnsToCategorical(): Boolean

Definition Classes
H2OAlgoParams
final def getClass(): Class[_]

Definition Classes
AnyRef → Any
def getColumnsToCategorical(): Array[String]

Definition Classes
H2OAlgoParams
def getConvertUnknownCategoricalLevelsToNa(): Boolean

Definition Classes
H2OAlgoParams
final def getDefault[T](param: Param[T]): Option[T]

Definition Classes
Params
def getDistribution(): DistributionFamily

Definition Classes
H2OAlgoParams
def getDoc(doc: Option[String], fieldName: String): String

Attributes
protected
Definition Classes
H2OAlgoParamsHelper
def getEpochs(): Double

Definition Classes
H2ODeepLearningParams
def getExcludedCols(): Seq[String]

Attributes
protected
Definition Classes
H2OCommonParams
def getFeaturesCols(): Array[String]

Definition Classes
H2OCommonParams
def getFoldCol(): String

Definition Classes
H2OCommonParams
def getH2ODoc(fieldName: String): String

Attributes
protected
Definition Classes
H2OAlgoParamsHelper
def getHidden(): Array[Int]

Definition Classes
H2ODeepLearningParams
def getKeepCrossValidationFoldAssignment(): Boolean

Definition Classes
H2OAlgoParams
def getKeepCrossValidationPredictions(): Boolean

Definition Classes
H2OAlgoParams
def getL1(): Double

Definition Classes
H2ODeepLearningParams
def getL2(): Double

Definition Classes
H2ODeepLearningParams
def getLabelCol(): String

Definition Classes
H2OCommonParams
def getNfolds(): Int

Definition Classes
H2OAlgoParams
final def getOrDefault[T](param: Param[T]): T

Definition Classes
Params
def getParallelizeCrossValidation(): Boolean

Definition Classes
H2OAlgoParams
def getParam(paramName: String): Param[Any]

Definition Classes
DeprecatableParams → Params
def getPredictionCol(): String

Definition Classes
H2OAlgoParams
Annotations
@DeprecatedMethod( "getLabelCol" )
def getReproducible(): Boolean

Definition Classes
H2ODeepLearningParams
def getSeed(): Long

Definition Classes
H2OAlgoParams
def getTrainRatio(): Double

Definition Classes
H2OAlgoParams
def getWeightCol(): String

Definition Classes
H2OCommonParams
final def hasDefault[T](param: Param[T]): Boolean

Definition Classes
Params
def hasParam(paramName: String): Boolean

Definition Classes
DeprecatableParams → Params
def hashCode(): Int

Definition Classes
AnyRef → Any
def initializeLogIfNecessary(isInterpreter: Boolean): Unit

Attributes
protected
Definition Classes
Logging
def intArrayParam(name: String, doc: Option[String] = None): IntArrayParam

Attributes
protected
Definition Classes
H2OAlgoParamsHelper
def intArrayParam(name: String, doc: String): IntArrayParam

Attributes
protected
Definition Classes
H2OAlgoParamsHelper
def intParam(name: String, doc: Option[String] = None): IntParam

Attributes
protected
Definition Classes
H2OAlgoParamsHelper
def intParam(name: String, doc: String): IntParam

Attributes
protected
Definition Classes
H2OAlgoParamsHelper
final def isDefined(param: Param[_]): Boolean

Definition Classes
Params
final def isInstanceOf[T0]: Boolean

Definition Classes
Any
final def isSet(param: Param[_]): Boolean

Definition Classes
Params
def isTraceEnabled(): Boolean

Attributes
protected
Definition Classes
Logging
def log: Logger

Attributes
protected
Definition Classes
Logging
def logDebug(msg: ⇒ String, throwable: Throwable): Unit

Attributes
protected
Definition Classes
Logging
def logDebug(msg: ⇒ String): Unit

Attributes
protected
Definition Classes
Logging
def logError(msg: ⇒ String, throwable: Throwable): Unit

Attributes
protected
Definition Classes
Logging
def logError(msg: ⇒ String): Unit

Attributes
protected
Definition Classes
Logging
def logInfo(msg: ⇒ String, throwable: Throwable): Unit

Attributes
protected
Definition Classes
Logging
def logInfo(msg: ⇒ String): Unit

Attributes
protected
Definition Classes
Logging
def logName: String

Attributes
protected
Definition Classes
Logging
def logTrace(msg: ⇒ String, throwable: Throwable): Unit

Attributes
protected
Definition Classes
Logging
def logTrace(msg: ⇒ String): Unit

Attributes
protected
Definition Classes
Logging
def logWarning(msg: ⇒ String, throwable: Throwable): Unit

Attributes
protected
Definition Classes
Logging
def logWarning(msg: ⇒ String): Unit

Attributes
protected
Definition Classes
Logging
def longParam(name: String, doc: Option[String] = None): LongParam

Attributes
protected
Definition Classes
H2OAlgoParamsHelper
def longParam(name: String, doc: String): LongParam

Attributes
protected
Definition Classes
H2OAlgoParamsHelper
final def ne(arg0: AnyRef): Boolean

Definition Classes
AnyRef
final def notify(): Unit

Definition Classes
AnyRef
final def notifyAll(): Unit

Definition Classes
AnyRef
def nullableDoubleArrayParam(name: String, doc: Option[String] = None): NullableDoubleArrayParam

Attributes
protected
Definition Classes
H2OAlgoParamsHelper
def nullableDoubleArrayParam(name: String, doc: String): NullableDoubleArrayParam

Attributes
protected
Definition Classes
H2OAlgoParamsHelper
def nullableStringArrayParam(name: String, doc: Option[String] = None): NullableStringArrayParam

Attributes
protected
Definition Classes
H2OAlgoParamsHelper
def nullableStringArrayParam(name: String, doc: String): NullableStringArrayParam

Attributes
protected
Definition Classes
H2OAlgoParamsHelper
def nullableStringParam(name: String, doc: Option[String] = None): NullableStringParam

Attributes
protected
Definition Classes
H2OAlgoParamsHelper
def nullableStringParam(name: String, doc: String): NullableStringParam

Attributes
protected
Definition Classes
H2OAlgoParamsHelper
def param[T](name: String, doc: Option[String] = None): Param[T]

Attributes
protected
Definition Classes
H2OAlgoParamsHelper
def param[T](name: String, doc: String): Param[T]

Attributes
protected
Definition Classes
H2OAlgoParamsHelper
def paramTag: ClassTag[DeepLearningParameters]

Attributes
protected
Definition Classes
H2ODeepLearningParams → H2OAlgoParamsHelper
var parameters: DeepLearningParameters

Attributes
protected
Definition Classes
H2OAlgoParamsHelper
lazy val params: Array[Param[_]]

Definition Classes
Params
def prepareDatasetForFitting(dataset: Dataset[_]): H2OFrame

Attributes
protected
Definition Classes
H2OAlgorithmCommons
def renamingMap: Map[String, String]

When a parameter is renamed, the mapping 'old name' -> 'new name' should be added into this map.
When a parameter is renamed, the mapping 'old name' -> 'new name' should be added into this map.

Attributes
protected
Definition Classes
H2OAlgoParams → DeprecatableParams
def save(path: String): Unit

Definition Classes
MLWritable
Annotations
@Since( "1.6.0" ) @throws( ... )
def schemaTag: ClassTag[H2O_SCHEMA]

Attributes
protected
Definition Classes
H2ODeepLearningParams → H2OAlgoParamsHelper
final def set(paramPair: ParamPair[_]): H2ODeepLearning.this.type

Attributes
protected
Definition Classes
Params
final def set(param: String, value: Any): H2ODeepLearning.this.type

Attributes
protected
Definition Classes
Params
final def set[T](param: Param[T], value: T): H2ODeepLearning.this.type

Definition Classes
Params
def setAllStringColumnsToCategorical(transform: Boolean): H2ODeepLearning.this.type

Definition Classes
H2OAlgoParams
def setColumnsToCategorical(columns: Array[String]): H2ODeepLearning.this.type

Definition Classes
H2OAlgoParams
def setColumnsToCategorical(first: String, others: String*): H2ODeepLearning.this.type

Definition Classes
H2OAlgoParams
def setConvertUnknownCategoricalLevelsToNa(value: Boolean): H2ODeepLearning.this.type

Definition Classes
H2OAlgoParams
final def setDefault(paramPairs: ParamPair[_]*): H2ODeepLearning.this.type

Attributes
protected
Definition Classes
Params
final def setDefault[T](param: Param[T], value: T): H2ODeepLearning.this.type

Attributes
protected
Definition Classes
Params
def setDistribution(value: DistributionFamily): H2ODeepLearning.this.type

Definition Classes
H2OAlgoParams
def setEpochs(value: Double): H2ODeepLearning.this.type

Definition Classes
H2ODeepLearningParams
def setFeaturesCol(first: String): H2ODeepLearning.this.type

Definition Classes
H2OCommonParams
def setFeaturesCols(columnNames: Array[String]): H2ODeepLearning.this.type

Definition Classes
H2OCommonParams
def setFeaturesCols(first: String, others: String*): H2ODeepLearning.this.type

Definition Classes
H2OCommonParams
def setFoldCol(columnName: String): H2ODeepLearning.this.type

Definition Classes
H2OCommonParams
def setHidden(value: Array[Int]): H2ODeepLearning.this.type

Definition Classes
H2ODeepLearningParams
def setKeepCrossValidationFoldAssignment(value: Boolean): H2ODeepLearning.this.type

Definition Classes
H2OAlgoParams
def setKeepCrossValidationPredictions(value: Boolean): H2ODeepLearning.this.type

Definition Classes
H2OAlgoParams
def setL1(value: Double): H2ODeepLearning.this.type

Definition Classes
H2ODeepLearningParams
def setL2(value: Double): H2ODeepLearning.this.type

Definition Classes
H2ODeepLearningParams
def setLabelCol(columnName: String): H2ODeepLearning.this.type

Definition Classes
H2OCommonParams
def setNfolds(value: Int): H2ODeepLearning.this.type

Definition Classes
H2OAlgoParams
def setParallelizeCrossValidation(value: Boolean): H2ODeepLearning.this.type

Definition Classes
H2OAlgoParams
def setPredictionCol(value: String): H2ODeepLearning.this.type

Definition Classes
H2OAlgoParams
Annotations
@DeprecatedMethod( "setLabelCol" )
def setReproducible(value: Boolean): H2ODeepLearning.this.type

Definition Classes
H2ODeepLearningParams
def setSeed(value: Long): H2ODeepLearning.this.type

Definition Classes
H2OAlgoParams
def setTrainRatio(value: Double): H2ODeepLearning.this.type

Definition Classes
H2OAlgoParams
def setWeightCol(columnName: String): H2ODeepLearning.this.type

Definition Classes
H2OCommonParams
def stringArrayParam(name: String, doc: Option[String] = None): StringArrayParam

Attributes
protected
Definition Classes
H2OAlgoParamsHelper
def stringArrayParam(name: String, doc: String): StringArrayParam

Attributes
protected
Definition Classes
H2OAlgoParamsHelper
def stringParam(name: String, doc: Option[String] = None): Param[String]

Attributes
protected
Definition Classes
H2OAlgoParamsHelper
def stringParam(name: String, doc: String): Param[String]

Attributes
protected
Definition Classes
H2OAlgoParamsHelper
final def synchronized[T0](arg0: ⇒ T0): T0

Definition Classes
AnyRef
def toString(): String

Definition Classes
Identifiable → AnyRef → Any
def trainModel(params: DeepLearningParameters): DeepLearningModel

Definition Classes
H2ODeepLearning → H2OAlgorithm
def transformSchema(schema: StructType): StructType

Definition Classes
H2OAlgorithm → PipelineStage
Annotations
@DeveloperApi()
def transformSchema(schema: StructType, logging: Boolean): StructType

Attributes
protected
Definition Classes
PipelineStage
Annotations
@DeveloperApi()
val uid: String

Definition Classes
H2ODeepLearning → Identifiable
def updateH2OParams(): Unit

Update H2O params based on provided parameters to Spark Transformer/Estimator
Update H2O params based on provided parameters to Spark Transformer/Estimator

Definition Classes
H2ODeepLearningParams → H2OAlgoParams
final def wait(): Unit

Definition Classes
AnyRef
Annotations
@throws( ... )
final def wait(arg0: Long, arg1: Int): Unit

Definition Classes
AnyRef
Annotations
@throws( ... )
final def wait(arg0: Long): Unit

Definition Classes
AnyRef
Annotations
@throws( ... )
def write: MLWriter

Definition Classes
DefaultParamsWritable → MLWritable

Related Docs: object H2ODeepLearning | package algos

class H2ODeepLearning extends H2OAlgorithm[DeepLearningParameters] with H2ODeepLearningParams

Instance Constructors

new H2ODeepLearning()

new H2ODeepLearning(uid: String)

Type Members

type H2O_SCHEMA = DeepLearningParametersV3

Value Members

final def !=(arg0: Any): Boolean

final def ##(): Int

final def $[T](param: Param[T]): T

final def ==(arg0: Any): Boolean

def H2ODistributionParam(name: String): H2ODistributionParam

final def asInstanceOf[T0]: T0

def booleanParam(name: String, doc: Option[String] = None): BooleanParam

def booleanParam(name: String, doc: String): BooleanParam

final def clear(param: Param[_]): H2ODeepLearning.this.type

def clone(): AnyRef

def copy(extra: ParamMap): H2ODeepLearning.this.type

def copyValues[T <: Params](to: T, extra: ParamMap): T

final def defaultCopy[T <: Params](extra: ParamMap): T

def doubleArrayParam(name: String, doc: Option[String] = None): DoubleArrayParam

def doubleArrayParam(name: String, doc: String): DoubleArrayParam

def doubleParam(name: String, doc: Option[String] = None): DoubleParam

def doubleParam(name: String, doc: String): DoubleParam

final def eq(arg0: AnyRef): Boolean

def equals(arg0: Any): Boolean

def explainParam(param: Param[_]): String

def explainParams(): String

final def extractParamMap(): ParamMap

final def extractParamMap(extra: ParamMap): ParamMap

final val featuresCols: StringArrayParam

def finalize(): Unit

def fit(dataset: Dataset[_]): H2OMOJOModel

def fit(dataset: Dataset[_], paramMaps: Array[ParamMap]): Seq[H2OMOJOModel]

def fit(dataset: Dataset[_], paramMap: ParamMap): H2OMOJOModel

def fit(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): H2OMOJOModel

def floatParam(name: String, doc: Option[String] = None): FloatParam

def floatParam(name: String, doc: String): FloatParam

final def get[T](param: Param[T]): Option[T]

def getAllStringColumnsToCategorical(): Boolean

final def getClass(): Class[_]

def getColumnsToCategorical(): Array[String]

def getConvertUnknownCategoricalLevelsToNa(): Boolean

final def getDefault[T](param: Param[T]): Option[T]

def getDistribution(): DistributionFamily

def getDoc(doc: Option[String], fieldName: String): String

def getEpochs(): Double

def getExcludedCols(): Seq[String]

def getFeaturesCols(): Array[String]

def getFoldCol(): String

def getH2ODoc(fieldName: String): String

def getHidden(): Array[Int]

def getKeepCrossValidationFoldAssignment(): Boolean

def getKeepCrossValidationPredictions(): Boolean

def getL1(): Double

def getL2(): Double

def getLabelCol(): String

def getNfolds(): Int

final def getOrDefault[T](param: Param[T]): T

def getParallelizeCrossValidation(): Boolean

def getParam(paramName: String): Param[Any]

def getPredictionCol(): String

def getReproducible(): Boolean

def getSeed(): Long

def getTrainRatio(): Double

def getWeightCol(): String

final def hasDefault[T](param: Param[T]): Boolean

def hasParam(paramName: String): Boolean

def hashCode(): Int

def initializeLogIfNecessary(isInterpreter: Boolean): Unit

def intArrayParam(name: String, doc: Option[String] = None): IntArrayParam

def intArrayParam(name: String, doc: String): IntArrayParam

def intParam(name: String, doc: Option[String] = None): IntParam

def intParam(name: String, doc: String): IntParam

final def isDefined(param: Param[_]): Boolean

final def isInstanceOf[T0]: Boolean

final def isSet(param: Param[_]): Boolean

def isTraceEnabled(): Boolean