Class/Object

ai.h2o.sparkling.ml.algos

H2OStackedEnsemble

Related Docs: object H2OStackedEnsemble | package algos

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class H2OStackedEnsemble extends H2OSupervisedAlgorithm[StackedEnsembleParameters] with H2OStackedEnsembleParams

H2O Stacked Ensemble algorithm exposed via Spark ML pipelines.

Linear Supertypes
H2OStackedEnsembleParams, HasBaseAlgorithms, HasBlendingDataFrame, H2OSupervisedAlgorithm[StackedEnsembleParameters], H2OAlgorithm[StackedEnsembleParameters], H2OAlgorithmCommonParams, H2OAlgorithmMOJOParams, H2OEstimator[StackedEnsembleParameters], DefaultParamsWritable, MLWritable, H2OTrainFramePreparation, H2OAlgoCommonUtils, EstimatorCommonUtils, RestCommunication, RestEncodingUtils, Logging, H2OCommonParams, H2OBaseMOJOParams, HasDataFrameSerializer, H2OAlgoParamsBase, H2OFrameLifecycle, ParameterConstructorMethods, Estimator[H2OMOJOModel], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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Inherited
  1. H2OStackedEnsemble
  2. H2OStackedEnsembleParams
  3. HasBaseAlgorithms
  4. HasBlendingDataFrame
  5. H2OSupervisedAlgorithm
  6. H2OAlgorithm
  7. H2OAlgorithmCommonParams
  8. H2OAlgorithmMOJOParams
  9. H2OEstimator
  10. DefaultParamsWritable
  11. MLWritable
  12. H2OTrainFramePreparation
  13. H2OAlgoCommonUtils
  14. EstimatorCommonUtils
  15. RestCommunication
  16. RestEncodingUtils
  17. Logging
  18. H2OCommonParams
  19. H2OBaseMOJOParams
  20. HasDataFrameSerializer
  21. H2OAlgoParamsBase
  22. H2OFrameLifecycle
  23. ParameterConstructorMethods
  24. Estimator
  25. PipelineStage
  26. Logging
  27. Params
  28. Serializable
  29. Serializable
  30. Identifiable
  31. AnyRef
  32. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new H2OStackedEnsemble()

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  2. new H2OStackedEnsemble(uid: String)

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Type Members

  1. implicit class ParametersExtraMethods extends AnyRef

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    Definition Classes
    H2OAlgoParamsBase

Value Members

  1. final def !=(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

  2. final def ##(): Int

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    Definition Classes
    AnyRef → Any

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

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    Attributes
    protected
    Definition Classes
    Params

  4. final def ==(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

  5. final def asInstanceOf[T0]: T0

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    Definition Classes
    Any

  6. val aucType: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OStackedEnsembleParams

  7. var binaryModel: Option[H2OBinaryModel]

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    Attributes
    protected
    Definition Classes
    H2OAlgoCommonUtils

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  9. val categoricalEncoding: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OStackedEnsembleParams

  10. def checkResponseCode(connection: HttpURLConnection, confirmationLoggingLevel: LoggingLevel): Unit

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    Definition Classes
    RestCommunication

  11. val checkpoint: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OStackedEnsembleParams

  12. final def clear(param: Param[_]): H2OStackedEnsemble.this.type

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    Definition Classes
    Params

  13. def clone(): AnyRef

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    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  14. final val columnsToCategorical: StringArrayParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  15. def convert2dArrayToH2OFrame(input: Array[Array[Double]]): String

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  16. def convertDataFrameToH2OFrameKey(dataFrame: DataFrame): String

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  17. final val convertInvalidNumbersToNa: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

  18. def convertMatrixToH2OFrameKeyArray(matrix: Array[DenseMatrix]): Array[String]

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  19. def convertModelIdToKey(key: String): String

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    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils

  20. final val convertUnknownCategoricalLevelsToNa: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

  21. def convertVectorArrayToH2OFrameKeyArray(vectors: Array[DenseVector]): Array[String]

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  22. def copy(extra: ParamMap): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OStackedEnsemble → H2OEstimator → Estimator → PipelineStage → Params

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

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    Attributes
    protected
    Definition Classes
    Params

  24. def createMOJOSettings(): H2OMOJOSettings

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    Attributes
    protected
    Definition Classes
    H2OAlgorithm → H2OEstimator

  25. def createMOJOUID(): String

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    Attributes
    protected
    Definition Classes
    H2OEstimator

  26. val customDistributionFunc: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OStackedEnsembleParams

  27. val customMetricFunc: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OStackedEnsembleParams

  28. final val dataFrameSerializer: Param[String]

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    Attributes
    protected
    Definition Classes
    HasDataFrameSerializer

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

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    Attributes
    protected
    Definition Classes
    Params

  30. def delete(endpoint: URI, suffix: String, conf: H2OConf): Unit

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    Attributes
    protected
    Definition Classes
    RestCommunication

  31. def delete[ResultType](endpoint: URI, suffix: String, conf: H2OConf, params: Map[String, Any], skippedFields: Seq[(Class[_], String)], encodeParamsAsJson: Boolean)(implicit arg0: ClassTag[ResultType]): ResultType

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    Definition Classes
    RestCommunication

  32. final val detailedPredictionCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams

  33. val distribution: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OStackedEnsembleParams

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  36. def downloadBinaryURLContent(endpoint: URI, suffix: String, conf: H2OConf, file: File): Unit

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    Attributes
    protected
    Definition Classes
    RestCommunication

  37. def downloadStringURLContent(endpoint: URI, suffix: String, conf: H2OConf, file: File): Unit

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    Attributes
    protected
    Definition Classes
    RestCommunication

  38. final def eq(arg0: AnyRef): Boolean

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    Definition Classes
    AnyRef

  39. def equals(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

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

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    Definition Classes
    Params

  41. def explainParams(): String

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    Definition Classes
    Params

  42. val exportCheckpointsDir: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OStackedEnsembleParams

  43. final def extractParamMap(): ParamMap

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    Definition Classes
    Params

  44. final def extractParamMap(extra: ParamMap): ParamMap

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    Definition Classes
    Params

  45. final val featuresCols: StringArrayParam

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    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams

  46. def finalize(): Unit

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    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )

  47. def fit(dataset: Dataset[_]): H2OStackedEnsembleMOJOModel

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    Definition Classes
    H2OStackedEnsemble → H2OSupervisedAlgorithm → H2OAlgorithm → H2OEstimator → Estimator

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

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

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

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

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

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" ) @varargs()

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  52. val foldAssignment: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OStackedEnsembleParams

  53. val foldCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OStackedEnsembleParams

  54. val gainsliftBins: IntParam

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    Attributes
    protected
    Definition Classes
    H2OStackedEnsembleParams

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

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    Definition Classes
    Params

  56. def getAucType(): String

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    Definition Classes
    H2OStackedEnsembleParams

  57. def getBaseAlgorithms(): Array[H2OAlgorithm[_ <: Parameters]]

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    Definition Classes
    HasBaseAlgorithms

  58. def getBinaryModel(): H2OBinaryModel

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    Definition Classes
    H2OAlgoCommonUtils

  59. def getBlendingDataFrame(): DataFrame

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    Definition Classes
    HasBlendingDataFrame

  60. def getCategoricalEncoding(): String

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    Definition Classes
    H2OStackedEnsembleParams

  61. def getCheckpoint(): String

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    Definition Classes
    H2OStackedEnsembleParams

  62. final def getClass(): Class[_]

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    Definition Classes
    AnyRef → Any

  63. def getColumnsToCategorical(): Array[String]

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    Definition Classes
    H2OCommonParams

  64. def getConvertInvalidNumbersToNa(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

  65. def getConvertUnknownCategoricalLevelsToNa(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

  66. def getCustomDistributionFunc(): String

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    Definition Classes
    H2OStackedEnsembleParams

  67. def getCustomMetricFunc(): String

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    Definition Classes
    H2OStackedEnsembleParams

  68. def getDataFrameSerializer(): String

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    Definition Classes
    HasDataFrameSerializer

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

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    Definition Classes
    Params

  70. def getDetailedPredictionCol(): String

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    Definition Classes
    H2OAlgorithmMOJOParams

  71. def getDistribution(): String

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    Definition Classes
    H2OStackedEnsembleParams

  72. def getExportCheckpointsDir(): String

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    Definition Classes
    H2OStackedEnsembleParams

  73. def getFeaturesCols(): Array[String]

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    Definition Classes
    H2OAlgorithmCommonParams → H2OAlgorithmMOJOParams

  74. def getFoldAssignment(): String

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    Definition Classes
    H2OStackedEnsembleParams

  75. def getFoldCol(): String

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    Definition Classes
    H2OStackedEnsembleParams

  76. def getGainsliftBins(): Int

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    Definition Classes
    H2OStackedEnsembleParams

  77. def getHuberAlpha(): Double

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    Definition Classes
    H2OStackedEnsembleParams

  78. def getIgnoreConstCols(): Boolean

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    Definition Classes
    H2OStackedEnsembleParams

  79. def getIgnoredCols(): Array[String]

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    Definition Classes
    H2OStackedEnsembleParams

  80. def getKeepBinaryModels(): Boolean

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    Definition Classes
    H2OCommonParams

  81. def getKeepCrossValidationFoldAssignment(): Boolean

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    Definition Classes
    H2OStackedEnsembleParams

  82. def getKeepCrossValidationModels(): Boolean

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    Definition Classes
    H2OStackedEnsembleParams

  83. def getKeepCrossValidationPredictions(): Boolean

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    Definition Classes
    H2OStackedEnsembleParams

  84. def getKeepLeveloneFrame(): Boolean

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    Definition Classes
    H2OStackedEnsembleParams

  85. def getLabelCol(): String

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    Definition Classes
    H2OStackedEnsembleParams

  86. def getMaxCategoricalLevels(): Int

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    Definition Classes
    H2OStackedEnsembleParams

  87. def getMaxRuntimeSecs(): Double

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    Definition Classes
    H2OStackedEnsembleParams

  88. def getMetalearnerAlgorithm(): String

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    Definition Classes
    H2OStackedEnsembleParams

  89. def getMetalearnerFoldAssignment(): String

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    Definition Classes
    H2OStackedEnsembleParams

  90. def getMetalearnerFoldCol(): String

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    Definition Classes
    H2OStackedEnsembleParams

  91. def getMetalearnerNfolds(): Int

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    Definition Classes
    H2OStackedEnsembleParams

  92. def getMetalearnerParams(): String

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    Definition Classes
    H2OStackedEnsembleParams

  93. def getMetalearnerTransform(): String

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    Definition Classes
    H2OStackedEnsembleParams

  94. def getModelId(): String

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    Definition Classes
    H2OStackedEnsembleParams

  95. def getNfolds(): Int

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    Definition Classes
    H2OStackedEnsembleParams

  96. def getOffsetCol(): String

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    Definition Classes
    H2OStackedEnsembleParams

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

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    Definition Classes
    Params

  98. def getParallelizeCrossValidation(): Boolean

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    Definition Classes
    H2OStackedEnsembleParams

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

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    Definition Classes
    Params

  100. def getPredictionCol(): String

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    Definition Classes
    H2OAlgorithmMOJOParams

  101. def getQuantileAlpha(): Double

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    Definition Classes
    H2OStackedEnsembleParams

  102. def getScoreEachIteration(): Boolean

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    Definition Classes
    H2OStackedEnsembleParams

  103. def getScoreTrainingSamples(): Long

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    Definition Classes
    H2OStackedEnsembleParams

  104. def getSeed(): Long

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    Definition Classes
    H2OStackedEnsembleParams

  105. def getSplitRatio(): Double

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    Definition Classes
    H2OCommonParams

  106. def getStoppingMetric(): String

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    Definition Classes
    H2OStackedEnsembleParams

  107. def getStoppingRounds(): Int

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    Definition Classes
    H2OStackedEnsembleParams

  108. def getStoppingTolerance(): Double

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    Definition Classes
    H2OStackedEnsembleParams

  109. def getTweediePower(): Double

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    Definition Classes
    H2OStackedEnsembleParams

  110. def getValidationDataFrame(): DataFrame

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    Definition Classes
    H2OCommonParams

  111. def getWeightCol(): String

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    Definition Classes
    H2OStackedEnsembleParams

  112. def getWithContributions(): Boolean

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    Definition Classes
    H2OAlgorithmMOJOParams

  113. def getWithLeafNodeAssignments(): Boolean

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    Definition Classes
    H2OAlgorithmMOJOParams

  114. def getWithStageResults(): Boolean

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    Definition Classes
    H2OAlgorithmMOJOParams

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

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    Definition Classes
    Params

  116. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params

  117. def hashCode(): Int

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    Definition Classes
    AnyRef → Any

  118. val huberAlpha: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OStackedEnsembleParams

  119. val ignoreConstCols: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OStackedEnsembleParams

  120. val ignoredCols: NullableStringArrayParam

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    Attributes
    protected
    Definition Classes
    H2OStackedEnsembleParams

  121. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean

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    Attributes
    protected
    Definition Classes
    Logging

  122. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  123. def insert(endpoint: URI, suffix: String, conf: H2OConf, streamWrapper: (OutputStream) ⇒ OutputStream, params: Map[String, Any]): OutputStream

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    Attributes
    protected
    Definition Classes
    RestCommunication

  124. def insertToNode(node: NodeDesc, suffix: String, conf: H2OConf, params: Map[String, Any]): OutputStream

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    Definition Classes
    RestCommunication

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Definition Classes
    Params

  128. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any

  129. def isPrimitiveType(value: Any): Boolean

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Definition Classes
    Params

  131. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging

  132. final val keepBinaryModels: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  133. val keepCrossValidationFoldAssignment: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OStackedEnsembleParams

  134. val keepCrossValidationModels: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OStackedEnsembleParams

  135. val keepCrossValidationPredictions: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OStackedEnsembleParams

  136. val keepLeveloneFrame: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OStackedEnsembleParams

  137. val labelCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OStackedEnsembleParams

  138. def log: Logger

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    Attributes
    protected
    Definition Classes
    Logging

  139. def logDebug(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  140. def logDebug(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  141. def logError(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  142. def logError(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  143. def logInfo(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  144. def logInfo(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  145. def logName: String

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    Attributes
    protected
    Definition Classes
    Logging

  146. def logTrace(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  147. def logTrace(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  148. def logWarning(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  149. def logWarning(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  150. def longParam(name: String, doc: String): LongParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  151. val maxCategoricalLevels: IntParam

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    Attributes
    protected
    Definition Classes
    H2OStackedEnsembleParams

  152. val maxRuntimeSecs: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OStackedEnsembleParams

  153. val metalearnerAlgorithm: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OStackedEnsembleParams

  154. val metalearnerFoldAssignment: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OStackedEnsembleParams

  155. val metalearnerFoldCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OStackedEnsembleParams

  156. val metalearnerNfolds: IntParam

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    Attributes
    protected
    Definition Classes
    H2OStackedEnsembleParams

  157. val metalearnerParams: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OStackedEnsembleParams

  158. val metalearnerTransform: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OStackedEnsembleParams

  159. val modelId: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OStackedEnsembleParams

  160. final val namedMojoOutputColumns: Param[Boolean]

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    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams

  161. final def ne(arg0: AnyRef): Boolean

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    Definition Classes
    AnyRef

  162. val nfolds: IntParam

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    Attributes
    protected
    Definition Classes
    H2OStackedEnsembleParams

  163. final def notify(): Unit

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    Definition Classes
    AnyRef

  164. final def notifyAll(): Unit

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    Definition Classes
    AnyRef

  165. def nullableBooleanArrayParam(name: String, doc: String): NullableBooleanArrayParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  166. def nullableDoubleArrayArrayParam(name: String, doc: String): NullableDoubleArrayArrayParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  167. def nullableDoubleArrayParam(name: String, doc: String): NullableDoubleArrayParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  168. def nullableFloatArrayParam(name: String, doc: String): NullableFloatArrayParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  169. def nullableIntArrayParam(name: String, doc: String): NullableIntArrayParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  170. def nullableStringArrayArrayParam(name: String, doc: String): NullableStringArrayArrayParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  171. def nullableStringArrayParam(name: String, doc: String): NullableStringArrayParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  172. def nullableStringPairArrayParam(name: String, doc: String): NullableStringPairArrayParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  173. def nullableStringParam(name: String, doc: String): NullableStringParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  174. val offsetCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OStackedEnsembleParams

  175. val parallelizeCrossValidation: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OStackedEnsembleParams

  176. def param[T](name: String, doc: String): Param[T]

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  177. def paramTag: ClassTag[StackedEnsembleParameters]

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    Attributes
    protected
    Definition Classes
    H2OStackedEnsemble → H2OEstimator

  178. var parameters: StackedEnsembleParameters

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    Attributes
    protected
    Definition Classes
    H2OEstimator

  179. lazy val params: Array[Param[_]]

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    Definition Classes
    Params

  180. final val predictionCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams

  181. def prepareH2OTrainFrameForFitting(frame: H2OFrame): Unit

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    Attributes
    protected
    Definition Classes
    H2OTrainFramePreparation

  182. val quantileAlpha: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OStackedEnsembleParams

  183. def query[ResultType](endpoint: URI, suffix: String, conf: H2OConf, params: Map[String, Any], skippedFields: Seq[(Class[_], String)], confirmationLoggingLevel: LoggingLevel)(implicit arg0: ClassTag[ResultType]): ResultType

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    Definition Classes
    RestCommunication

  184. def readURLContent(endpoint: URI, requestType: String, suffix: String, conf: H2OConf, params: Map[String, Any], encodeParamsAsJson: Boolean, file: Option[String], confirmationLoggingLevel: LoggingLevel): InputStream

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    Attributes
    protected
    Definition Classes
    RestCommunication

  185. def request[ResultType](endpoint: URI, requestType: String, suffix: String, conf: H2OConf, params: Map[String, Any], skippedFields: Seq[(Class[_], String)], encodeParamsAsJson: Boolean, confirmationLoggingLevel: LoggingLevel)(implicit arg0: ClassTag[ResultType]): ResultType

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    Definition Classes
    RestCommunication

  186. def sanitize(colName: String): String

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    Definition Classes
    H2OAlgoCommonUtils

  187. def save(path: String): Unit

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    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )

  188. val scoreEachIteration: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OStackedEnsembleParams

  189. val scoreTrainingSamples: LongParam

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    Attributes
    protected
    Definition Classes
    H2OStackedEnsembleParams

  190. val seed: LongParam

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    Attributes
    protected
    Definition Classes
    H2OStackedEnsembleParams

  191. final def set(paramPair: ParamPair[_]): H2OStackedEnsemble.this.type

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    Attributes
    protected
    Definition Classes
    Params

  192. final def set(param: String, value: Any): H2OStackedEnsemble.this.type

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    Attributes
    protected
    Definition Classes
    Params

  193. final def set[T](param: Param[T], value: T): H2OStackedEnsemble.this.type

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    Definition Classes
    Params

  194. def setAucType(value: String): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OStackedEnsembleParams

  195. def setBaseAlgorithms(value: Array[H2OAlgorithm[_ <: Parameters]]): H2OStackedEnsemble.this.type

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    Definition Classes
    HasBaseAlgorithms

  196. def setBlendingDataFrame(value: DataFrame): H2OStackedEnsemble.this.type

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    Definition Classes
    HasBlendingDataFrame

  197. def setCategoricalEncoding(value: String): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OStackedEnsembleParams

  198. def setCheckpoint(value: String): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OStackedEnsembleParams

  199. def setColumnsToCategorical(columnNames: ArrayList[String]): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OCommonParams

  200. def setColumnsToCategorical(columns: Array[String]): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OCommonParams

  201. def setColumnsToCategorical(first: String, others: String*): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OCommonParams

  202. def setConvertInvalidNumbersToNa(value: Boolean): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OCommonParams

  203. def setConvertUnknownCategoricalLevelsToNa(value: Boolean): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OCommonParams

  204. def setCustomDistributionFunc(value: String): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OStackedEnsembleParams

  205. def setCustomMetricFunc(value: String): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OStackedEnsembleParams

  206. def setDataFrameSerializer(fullClassName: String): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OBaseMOJOParams

  207. final def setDefault(paramPairs: ParamPair[_]*): H2OStackedEnsemble.this.type

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    Attributes
    protected
    Definition Classes
    Params

  208. final def setDefault[T](param: Param[T], value: T): H2OStackedEnsemble.this.type

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    Attributes
    protected
    Definition Classes
    Params

  209. def setDetailedPredictionCol(columnName: String): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OAlgorithmCommonParams

  210. def setDistribution(value: String): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OStackedEnsembleParams

  211. def setExportCheckpointsDir(value: String): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OStackedEnsembleParams

  212. def setFeaturesCol(first: String): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OAlgorithmCommonParams

  213. def setFeaturesCols(columnNames: ArrayList[String]): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OAlgorithmCommonParams

  214. def setFeaturesCols(columnNames: Array[String]): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OAlgorithmCommonParams

  215. def setFeaturesCols(first: String, others: String*): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OAlgorithmCommonParams

  216. def setFoldAssignment(value: String): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OStackedEnsembleParams

  217. def setFoldCol(value: String): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OStackedEnsembleParams

  218. def setGainsliftBins(value: Int): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OStackedEnsembleParams

  219. def setHuberAlpha(value: Double): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OStackedEnsembleParams

  220. def setIgnoreConstCols(value: Boolean): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OStackedEnsembleParams

  221. def setIgnoredCols(value: Array[String]): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OStackedEnsembleParams

  222. def setKeepBinaryModels(value: Boolean): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OCommonParams

  223. def setKeepCrossValidationFoldAssignment(value: Boolean): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OStackedEnsembleParams

  224. def setKeepCrossValidationModels(value: Boolean): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OStackedEnsembleParams

  225. def setKeepCrossValidationPredictions(value: Boolean): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OStackedEnsembleParams

  226. def setKeepLeveloneFrame(value: Boolean): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OStackedEnsembleParams

  227. def setLabelCol(value: String): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OStackedEnsembleParams

  228. def setMaxCategoricalLevels(value: Int): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OStackedEnsembleParams

  229. def setMaxRuntimeSecs(value: Double): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OStackedEnsembleParams

  230. def setMetalearnerAlgorithm(value: String): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OStackedEnsembleParams

  231. def setMetalearnerFoldAssignment(value: String): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OStackedEnsembleParams

  232. def setMetalearnerFoldCol(value: String): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OStackedEnsembleParams

  233. def setMetalearnerNfolds(value: Int): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OStackedEnsembleParams

  234. def setMetalearnerParams(value: String): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OStackedEnsembleParams

  235. def setMetalearnerTransform(value: String): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OStackedEnsembleParams

  236. def setModelId(value: String): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OStackedEnsembleParams

  237. def setNamedMojoOutputColumns(value: Boolean): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OAlgorithmCommonParams
    Annotations
    @DeprecatedMethod( x$2 , x$1 )

  238. def setNfolds(value: Int): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OStackedEnsembleParams

  239. def setOffsetCol(value: String): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OStackedEnsembleParams

  240. def setParallelizeCrossValidation(value: Boolean): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OStackedEnsembleParams

  241. def setPredictionCol(columnName: String): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OAlgorithmCommonParams

  242. def setQuantileAlpha(value: Double): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OStackedEnsembleParams

  243. def setScoreEachIteration(value: Boolean): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OStackedEnsembleParams

  244. def setScoreTrainingSamples(value: Long): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OStackedEnsembleParams

  245. def setSeed(value: Long): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OStackedEnsembleParams

  246. def setSplitRatio(ratio: Double): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OCommonParams

  247. def setStoppingMetric(value: String): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OStackedEnsembleParams

  248. def setStoppingRounds(value: Int): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OStackedEnsembleParams

  249. def setStoppingTolerance(value: Double): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OStackedEnsembleParams

  250. def setTweediePower(value: Double): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OStackedEnsembleParams

  251. def setValidationDataFrame(dataFrame: DataFrame): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OCommonParams

  252. def setWeightCol(value: String): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OStackedEnsembleParams

  253. def setWithContributions(enabled: Boolean): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OAlgorithmCommonParams

  254. def setWithLeafNodeAssignments(enabled: Boolean): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OAlgorithmCommonParams

  255. def setWithStageResults(enabled: Boolean): H2OStackedEnsemble.this.type

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    Definition Classes
    H2OAlgorithmCommonParams

  256. final val splitRatio: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  257. val stoppingMetric: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OStackedEnsembleParams

  258. val stoppingRounds: IntParam

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    Attributes
    protected
    Definition Classes
    H2OStackedEnsembleParams

  259. val stoppingTolerance: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OStackedEnsembleParams

  260. def stringArrayParam(name: String, doc: String): StringArrayParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  261. def stringParam(name: String, doc: String): Param[String]

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  262. def stringify(value: Any): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

  263. def stringifyArray(arr: Array[_]): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

  264. def stringifyMap(map: Map[_, _]): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

  265. def stringifyPair(pair: Tuple2[_, _]): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

  266. def stringifyParams(params: Map[String, Any], encodeParamsAsJson: Boolean): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

  267. def stringifyPrimitiveParam(value: Any): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

  268. final def synchronized[T0](arg0: ⇒ T0): T0

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    Definition Classes
    AnyRef

  269. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any

  270. def trainAndGetDestinationKey(endpointSuffix: String, params: Map[String, Any], encodeParamsAsJson: Boolean = false): String

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    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils

  271. def trainAndGetMOJOModel(endpointSuffix: String, params: Map[String, Any], encodeParamsAsJson: Boolean = false): H2OMOJOModel

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    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils

  272. def transformSchema(schema: StructType): StructType

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    Definition Classes
    H2OStackedEnsemble → H2OSupervisedAlgorithm → H2OAlgorithm → PipelineStage
    Annotations
    @DeveloperApi()

  273. def transformSchema(schema: StructType, logging: Boolean): StructType

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()

  274. val tweediePower: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OStackedEnsembleParams

  275. val uid: String

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    Definition Classes
    H2OStackedEnsemble → HasBlendingDataFrame → Identifiable

  276. def update[ResultType](endpoint: URI, suffix: String, conf: H2OConf, params: Map[String, Any], skippedFields: Seq[(Class[_], String)], encodeParamsAsJson: Boolean)(implicit arg0: ClassTag[ResultType]): ResultType

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    Definition Classes
    RestCommunication

  277. final val validationDataFrame: NonSerializableNullableDataFrameParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  278. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  279. final def wait(arg0: Long, arg1: Int): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  280. final def wait(arg0: Long): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  281. val weightCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OStackedEnsembleParams

  282. final val withContributions: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams

  283. final val withLeafNodeAssignments: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams

  284. final val withStageResults: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams

  285. def write: MLWriter

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    Definition Classes
    DefaultParamsWritable → MLWritable

Deprecated Value Members

  1. def getNamedMojoOutputColumns(): Boolean

    Permalink
    Definition Classes
    H2OAlgorithmMOJOParams
    Annotations
    @deprecated
    Deprecated

    (Since version )

Inherited from H2OStackedEnsembleParams

Inherited from HasBaseAlgorithms

Inherited from HasBlendingDataFrame

Inherited from H2OSupervisedAlgorithm[StackedEnsembleParameters]

Inherited from H2OAlgorithm[StackedEnsembleParameters]

Inherited from H2OAlgorithmCommonParams

Inherited from H2OAlgorithmMOJOParams

Inherited from H2OEstimator[StackedEnsembleParameters]

Inherited from DefaultParamsWritable

Inherited from MLWritable

Inherited from H2OTrainFramePreparation

Inherited from H2OAlgoCommonUtils

Inherited from EstimatorCommonUtils

Inherited from RestCommunication

Inherited from RestEncodingUtils

Inherited from Logging

Inherited from H2OCommonParams

Inherited from H2OBaseMOJOParams

Inherited from HasDataFrameSerializer

Inherited from H2OAlgoParamsBase

Inherited from H2OFrameLifecycle

Inherited from ParameterConstructorMethods

Inherited from Estimator[H2OMOJOModel]

Inherited from PipelineStage

Inherited from Logging

Inherited from Params

Inherited from Serializable

Inherited from Serializable

Inherited from Identifiable

Inherited from AnyRef

Inherited from Any

Ungrouped