Class/Object

ai.h2o.sparkling.ml.algos.regression

H2OGBMRegressor

Related Docs: object H2OGBMRegressor | package regression

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class H2OGBMRegressor extends H2OGBM with H2ORegressor with DistributionForRegressionCheck

Linear Supertypes
DistributionForRegressionCheck, H2ORegressor, H2OGBM, DistributionBasedH2OTrainFramePreparation, H2OGBMParams, HasIgnoredCols, HasCalibrationDataFrame, HasMonotoneConstraints, H2OTreeBasedSupervisedAlgorithm[GBMParameters], H2OSupervisedAlgorithmWithFoldColumn[GBMParameters], H2OSupervisedAlgorithm[GBMParameters], H2OAlgorithm[GBMParameters], H2OAlgorithmCommonParams, H2OAlgorithmMOJOParams, H2OEstimator[GBMParameters], 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. H2OGBMRegressor
  2. DistributionForRegressionCheck
  3. H2ORegressor
  4. H2OGBM
  5. DistributionBasedH2OTrainFramePreparation
  6. H2OGBMParams
  7. HasIgnoredCols
  8. HasCalibrationDataFrame
  9. HasMonotoneConstraints
  10. H2OTreeBasedSupervisedAlgorithm
  11. H2OSupervisedAlgorithmWithFoldColumn
  12. H2OSupervisedAlgorithm
  13. H2OAlgorithm
  14. H2OAlgorithmCommonParams
  15. H2OAlgorithmMOJOParams
  16. H2OEstimator
  17. DefaultParamsWritable
  18. MLWritable
  19. H2OTrainFramePreparation
  20. H2OAlgoCommonUtils
  21. EstimatorCommonUtils
  22. RestCommunication
  23. RestEncodingUtils
  24. Logging
  25. H2OCommonParams
  26. H2OBaseMOJOParams
  27. HasDataFrameSerializer
  28. H2OAlgoParamsBase
  29. H2OFrameLifecycle
  30. ParameterConstructorMethods
  31. Estimator
  32. PipelineStage
  33. Logging
  34. Params
  35. Serializable
  36. Serializable
  37. Identifiable
  38. AnyRef
  39. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new H2OGBMRegressor()

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  2. new H2OGBMRegressor(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
    H2OGBMParams

  7. val balanceClasses: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  8. var binaryModel: Option[H2OBinaryModel]

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    Attributes
    protected
    Definition Classes
    H2OAlgoCommonUtils

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  10. val buildTreeOneNode: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  11. val calibrateModel: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  12. val calibrationMethod: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  13. val categoricalEncoding: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  14. val checkConstantResponse: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

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

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    Definition Classes
    RestCommunication

  16. val classSamplingFactors: NullableFloatArrayParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  17. final def clear(param: Param[_]): H2OGBMRegressor.this.type

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    Definition Classes
    Params

  18. def clone(): AnyRef

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

  19. val colSampleRate: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  20. val colSampleRateChangePerLevel: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  21. val colSampleRatePerTree: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  22. final val columnsToCategorical: StringArrayParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  24. def convertDataFrameToH2OFrameKey(dataFrame: DataFrame): String

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  25. final val convertInvalidNumbersToNa: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  27. def convertModelIdToKey(key: String): String

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    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils

  28. final val convertUnknownCategoricalLevelsToNa: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  30. def copy(extra: ParamMap): H2OGBMRegressor.this.type

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    Definition Classes
    H2OEstimator → Estimator → PipelineStage → Params

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

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    Attributes
    protected
    Definition Classes
    Params

  32. def createMOJOSettings(): H2OMOJOSettings

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    Attributes
    protected
    Definition Classes
    H2OAlgorithm → H2OEstimator

  33. def createMOJOUID(): String

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    Attributes
    protected
    Definition Classes
    H2OEstimator

  34. val customDistributionFunc: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  35. val customMetricFunc: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  36. final val dataFrameSerializer: Param[String]

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    Attributes
    protected
    Definition Classes
    HasDataFrameSerializer

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    RestCommunication

  39. 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

  40. final val detailedPredictionCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams

  41. val distribution: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    RestCommunication

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

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    Attributes
    protected
    Definition Classes
    RestCommunication

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

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    Definition Classes
    AnyRef

  47. def equals(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

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

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    Definition Classes
    Params

  49. def explainParams(): String

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    Definition Classes
    Params

  50. val exportCheckpointsDir: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  51. final def extractParamMap(): ParamMap

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  53. final val featuresCols: StringArrayParam

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    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams

  54. def finalize(): Unit

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

  55. def fit(dataset: Dataset[_]): H2OGBMMOJOModel

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    Definition Classes
    H2OGBM → H2OTreeBasedSupervisedAlgorithm → H2OSupervisedAlgorithm → H2OAlgorithm → H2OEstimator → Estimator

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

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

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

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

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

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

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  60. val foldAssignment: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  61. val foldCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  62. val gainsliftBins: IntParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

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

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    Definition Classes
    Params

  64. def getAucType(): String

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    Definition Classes
    H2OGBMParams

  65. def getBalanceClasses(): Boolean

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    Definition Classes
    H2OGBMParams

  66. def getBinaryModel(): H2OBinaryModel

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    Definition Classes
    H2OAlgoCommonUtils

  67. def getBuildTreeOneNode(): Boolean

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    Definition Classes
    H2OGBMParams

  68. def getCalibrateModel(): Boolean

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    Definition Classes
    H2OGBMParams

  69. def getCalibrationDataFrame(): DataFrame

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    Definition Classes
    HasCalibrationDataFrame

  70. def getCalibrationMethod(): String

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    Definition Classes
    H2OGBMParams

  71. def getCategoricalEncoding(): String

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    Definition Classes
    H2OGBMParams

  72. def getCheckConstantResponse(): Boolean

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    Definition Classes
    H2OGBMParams

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

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    Definition Classes
    AnyRef → Any

  74. def getClassSamplingFactors(): Array[Float]

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    Definition Classes
    H2OGBMParams

  75. def getColSampleRate(): Double

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    Definition Classes
    H2OGBMParams

  76. def getColSampleRateChangePerLevel(): Double

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    Definition Classes
    H2OGBMParams

  77. def getColSampleRatePerTree(): Double

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    Definition Classes
    H2OGBMParams

  78. def getColumnsToCategorical(): Array[String]

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    Definition Classes
    H2OCommonParams

  79. def getConvertInvalidNumbersToNa(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

  80. def getConvertUnknownCategoricalLevelsToNa(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

  81. def getCustomDistributionFunc(): String

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    Definition Classes
    H2OGBMParams

  82. def getCustomMetricFunc(): String

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    Definition Classes
    H2OGBMParams

  83. def getDataFrameSerializer(): String

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    Definition Classes
    HasDataFrameSerializer

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

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    Definition Classes
    Params

  85. def getDetailedPredictionCol(): String

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    Definition Classes
    H2OAlgorithmMOJOParams

  86. def getDistribution(): String

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    Definition Classes
    H2OGBMParams

  87. def getExportCheckpointsDir(): String

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    Definition Classes
    H2OGBMParams

  88. def getFeaturesCols(): Array[String]

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    Definition Classes
    H2OAlgorithmCommonParams → H2OAlgorithmMOJOParams

  89. def getFoldAssignment(): String

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    Definition Classes
    H2OGBMParams

  90. def getFoldCol(): String

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    Definition Classes
    H2OGBMParams

  91. def getGainsliftBins(): Int

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    Definition Classes
    H2OGBMParams

  92. def getHistogramType(): String

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    Definition Classes
    H2OGBMParams

  93. def getHuberAlpha(): Double

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    Definition Classes
    H2OGBMParams

  94. def getIgnoreConstCols(): Boolean

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    Definition Classes
    H2OGBMParams

  95. def getIgnoredCols(): Array[String]

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    Definition Classes
    HasIgnoredCols

  96. def getInTrainingCheckpointsDir(): String

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    Definition Classes
    H2OGBMParams

  97. def getInTrainingCheckpointsTreeInterval(): Int

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    Definition Classes
    H2OGBMParams

  98. def getInteractionConstraints(): Array[Array[String]]

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    Definition Classes
    H2OGBMParams

  99. def getKeepBinaryModels(): Boolean

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    Definition Classes
    H2OCommonParams

  100. def getKeepCrossValidationFoldAssignment(): Boolean

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    Definition Classes
    H2OGBMParams

  101. def getKeepCrossValidationModels(): Boolean

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    Definition Classes
    H2OGBMParams

  102. def getKeepCrossValidationPredictions(): Boolean

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    Definition Classes
    H2OGBMParams

  103. def getLabelCol(): String

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    Definition Classes
    H2OGBMParams

  104. def getLearnRate(): Double

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    Definition Classes
    H2OGBMParams

  105. def getLearnRateAnnealing(): Double

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    Definition Classes
    H2OGBMParams

  106. def getMaxAbsLeafnodePred(): Double

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    Definition Classes
    H2OGBMParams

  107. def getMaxAfterBalanceSize(): Float

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    Definition Classes
    H2OGBMParams

  108. def getMaxConfusionMatrixSize(): Int

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    Definition Classes
    H2OGBMParams

  109. def getMaxDepth(): Int

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    Definition Classes
    H2OGBMParams

  110. def getMaxRuntimeSecs(): Double

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    Definition Classes
    H2OGBMParams

  111. def getMinRows(): Double

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    Definition Classes
    H2OGBMParams

  112. def getMinSplitImprovement(): Double

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    Definition Classes
    H2OGBMParams

  113. def getModelId(): String

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    Definition Classes
    H2OGBMParams

  114. def getMonotoneConstraints(): Map[String, Double]

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    Definition Classes
    HasMonotoneConstraints

  115. def getNbins(): Int

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    Definition Classes
    H2OGBMParams

  116. def getNbinsCats(): Int

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    Definition Classes
    H2OGBMParams

  117. def getNbinsTopLevel(): Int

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    Definition Classes
    H2OGBMParams

  118. def getNfolds(): Int

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    Definition Classes
    H2OGBMParams

  119. def getNtrees(): Int

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    Definition Classes
    H2OGBMParams

  120. def getOffsetCol(): String

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    Definition Classes
    H2OGBMParams

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

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  123. def getPredNoiseBandwidth(): Double

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    Definition Classes
    H2OGBMParams

  124. def getPredictionCol(): String

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    Definition Classes
    H2OAlgorithmMOJOParams

  125. def getQuantileAlpha(): Double

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    Definition Classes
    H2OGBMParams

  126. def getSampleRate(): Double

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    Definition Classes
    H2OGBMParams

  127. def getSampleRatePerClass(): Array[Double]

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    Definition Classes
    H2OGBMParams

  128. def getScoreEachIteration(): Boolean

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    Definition Classes
    H2OGBMParams

  129. def getScoreTreeInterval(): Int

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    Definition Classes
    H2OGBMParams

  130. def getSeed(): Long

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    Definition Classes
    H2OGBMParams

  131. def getSplitRatio(): Double

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    Definition Classes
    H2OCommonParams

  132. def getStoppingMetric(): String

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    Definition Classes
    H2OGBMParams

  133. def getStoppingRounds(): Int

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    Definition Classes
    H2OGBMParams

  134. def getStoppingTolerance(): Double

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    Definition Classes
    H2OGBMParams

  135. def getTweediePower(): Double

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    Definition Classes
    H2OGBMParams

  136. def getValidationDataFrame(): DataFrame

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    Definition Classes
    H2OCommonParams

  137. def getWeightCol(): String

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    Definition Classes
    H2OGBMParams

  138. def getWithContributions(): Boolean

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    Definition Classes
    H2OAlgorithmMOJOParams

  139. def getWithLeafNodeAssignments(): Boolean

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    Definition Classes
    H2OAlgorithmMOJOParams

  140. def getWithStageResults(): Boolean

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    Definition Classes
    H2OAlgorithmMOJOParams

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

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    Definition Classes
    Params

  142. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params

  143. def hashCode(): Int

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    Definition Classes
    AnyRef → Any

  144. val histogramType: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  145. val huberAlpha: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  146. val ignoreConstCols: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  147. val inTrainingCheckpointsDir: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  148. val inTrainingCheckpointsTreeInterval: IntParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

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

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    Attributes
    protected
    Definition Classes
    Logging

  150. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  151. 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

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

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    Definition Classes
    RestCommunication

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  155. val interactionConstraints: NullableStringArrayArrayParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

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

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    Definition Classes
    Params

  157. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any

  158. def isPrimitiveType(value: Any): Boolean

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Definition Classes
    Params

  160. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging

  161. final val keepBinaryModels: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  162. val keepCrossValidationFoldAssignment: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  163. val keepCrossValidationModels: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  164. val keepCrossValidationPredictions: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  165. val labelCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  166. val learnRate: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  167. val learnRateAnnealing: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  168. def log: Logger

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

  175. def logName: String

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  181. val maxAbsLeafnodePred: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  182. val maxAfterBalanceSize: FloatParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  183. val maxConfusionMatrixSize: IntParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  184. val maxDepth: IntParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  185. val maxRuntimeSecs: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  186. val minRows: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  187. val minSplitImprovement: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  188. val modelId: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  189. final val namedMojoOutputColumns: Param[Boolean]

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    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams

  190. val nbins: IntParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  191. val nbinsCats: IntParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  192. val nbinsTopLevel: IntParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

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

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    Definition Classes
    AnyRef

  194. val nfolds: IntParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  195. final def notify(): Unit

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    Definition Classes
    AnyRef

  196. final def notifyAll(): Unit

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    Definition Classes
    AnyRef

  197. val ntrees: IntParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  207. val offsetCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  209. def paramTag: ClassTag[GBMParameters]

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  210. var parameters: GBMParameters

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    Attributes
    protected
    Definition Classes
    H2OEstimator

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

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    Definition Classes
    Params

  212. val predNoiseBandwidth: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  213. final val predictionCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams

  214. def prepareH2OTrainFrameForFitting(trainFrame: H2OFrame): Unit

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    Attributes
    protected
    Definition Classes
    DistributionBasedH2OTrainFramePreparation → H2OTrainFramePreparation

  215. val quantileAlpha: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  216. 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

  217. 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
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    RestCommunication

  218. 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

  219. val sampleRate: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  220. val sampleRatePerClass: NullableDoubleArrayParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  221. def sanitize(colName: String): String

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    Definition Classes
    H2OAlgoCommonUtils

  222. def save(path: String): Unit

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

  223. val scoreEachIteration: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  224. val scoreTreeInterval: IntParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  225. val seed: LongParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  226. final def set(paramPair: ParamPair[_]): H2OGBMRegressor.this.type

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    Attributes
    protected
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    Params

  227. final def set(param: String, value: Any): H2OGBMRegressor.this.type

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    Attributes
    protected
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    Params

  228. final def set[T](param: Param[T], value: T): H2OGBMRegressor.this.type

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    Definition Classes
    Params

  229. def setAucType(value: String): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  230. def setBalanceClasses(value: Boolean): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  231. def setBuildTreeOneNode(value: Boolean): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  232. def setCalibrateModel(value: Boolean): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  233. def setCalibrationDataFrame(value: DataFrame): H2OGBMRegressor.this.type

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    Definition Classes
    HasCalibrationDataFrame

  234. def setCalibrationMethod(value: String): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  235. def setCategoricalEncoding(value: String): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  236. def setCheckConstantResponse(value: Boolean): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  237. def setClassSamplingFactors(value: Array[Float]): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  238. def setColSampleRate(value: Double): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  239. def setColSampleRateChangePerLevel(value: Double): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  240. def setColSampleRatePerTree(value: Double): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  241. def setColumnsToCategorical(columnNames: ArrayList[String]): H2OGBMRegressor.this.type

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    Definition Classes
    H2OCommonParams

  242. def setColumnsToCategorical(columns: Array[String]): H2OGBMRegressor.this.type

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    Definition Classes
    H2OCommonParams

  243. def setColumnsToCategorical(first: String, others: String*): H2OGBMRegressor.this.type

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    Definition Classes
    H2OCommonParams

  244. def setConvertInvalidNumbersToNa(value: Boolean): H2OGBMRegressor.this.type

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    Definition Classes
    H2OCommonParams

  245. def setConvertUnknownCategoricalLevelsToNa(value: Boolean): H2OGBMRegressor.this.type

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    Definition Classes
    H2OCommonParams

  246. def setCustomDistributionFunc(value: String): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  247. def setCustomMetricFunc(value: String): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  248. def setDataFrameSerializer(fullClassName: String): H2OGBMRegressor.this.type

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    Definition Classes
    H2OBaseMOJOParams

  249. final def setDefault(paramPairs: ParamPair[_]*): H2OGBMRegressor.this.type

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    Attributes
    protected
    Definition Classes
    Params

  250. final def setDefault[T](param: Param[T], value: T): H2OGBMRegressor.this.type

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    Attributes
    protected
    Definition Classes
    Params

  251. def setDetailedPredictionCol(columnName: String): H2OGBMRegressor.this.type

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    Definition Classes
    H2OAlgorithmCommonParams

  252. def setDistribution(value: String): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  253. def setExportCheckpointsDir(value: String): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  254. def setFeaturesCol(first: String): H2OGBMRegressor.this.type

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    Definition Classes
    H2OAlgorithmCommonParams

  255. def setFeaturesCols(columnNames: ArrayList[String]): H2OGBMRegressor.this.type

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    Definition Classes
    H2OAlgorithmCommonParams

  256. def setFeaturesCols(columnNames: Array[String]): H2OGBMRegressor.this.type

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    Definition Classes
    H2OAlgorithmCommonParams

  257. def setFeaturesCols(first: String, others: String*): H2OGBMRegressor.this.type

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    Definition Classes
    H2OAlgorithmCommonParams

  258. def setFoldAssignment(value: String): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  259. def setFoldCol(value: String): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  260. def setGainsliftBins(value: Int): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  261. def setHistogramType(value: String): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  262. def setHuberAlpha(value: Double): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  263. def setIgnoreConstCols(value: Boolean): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  264. def setIgnoredCols(value: Array[String]): H2OGBMRegressor.this.type

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    Definition Classes
    HasIgnoredCols

  265. def setInTrainingCheckpointsDir(value: String): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  266. def setInTrainingCheckpointsTreeInterval(value: Int): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  267. def setInteractionConstraints(value: Array[Array[String]]): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  268. def setKeepBinaryModels(value: Boolean): H2OGBMRegressor.this.type

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    Definition Classes
    H2OCommonParams

  269. def setKeepCrossValidationFoldAssignment(value: Boolean): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  270. def setKeepCrossValidationModels(value: Boolean): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  271. def setKeepCrossValidationPredictions(value: Boolean): H2OGBMRegressor.this.type

    Permalink
    Definition Classes
    H2OGBMParams

  272. def setLabelCol(value: String): H2OGBMRegressor.this.type

    Permalink
    Definition Classes
    H2OGBMParams

  273. def setLearnRate(value: Double): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  274. def setLearnRateAnnealing(value: Double): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  275. def setMaxAbsLeafnodePred(value: Double): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  276. def setMaxAfterBalanceSize(value: Float): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  277. def setMaxConfusionMatrixSize(value: Int): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  278. def setMaxDepth(value: Int): H2OGBMRegressor.this.type

    Permalink
    Definition Classes
    H2OGBMParams

  279. def setMaxRuntimeSecs(value: Double): H2OGBMRegressor.this.type

    Permalink
    Definition Classes
    H2OGBMParams

  280. def setMinRows(value: Double): H2OGBMRegressor.this.type

    Permalink
    Definition Classes
    H2OGBMParams

  281. def setMinSplitImprovement(value: Double): H2OGBMRegressor.this.type

    Permalink
    Definition Classes
    H2OGBMParams

  282. def setModelId(value: String): H2OGBMRegressor.this.type

    Permalink
    Definition Classes
    H2OGBMParams

  283. def setMonotoneConstraints(value: Map[String, Double]): H2OGBMRegressor.this.type

    Permalink
    Definition Classes
    HasMonotoneConstraints

  284. def setNamedMojoOutputColumns(value: Boolean): H2OGBMRegressor.this.type

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

  285. def setNbins(value: Int): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  286. def setNbinsCats(value: Int): H2OGBMRegressor.this.type

    Permalink
    Definition Classes
    H2OGBMParams

  287. def setNbinsTopLevel(value: Int): H2OGBMRegressor.this.type

    Permalink
    Definition Classes
    H2OGBMParams

  288. def setNfolds(value: Int): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  289. def setNtrees(value: Int): H2OGBMRegressor.this.type

    Permalink
    Definition Classes
    H2OGBMParams

  290. def setOffsetCol(value: String): H2OGBMRegressor.this.type

    Permalink
    Definition Classes
    H2OGBMParams

  291. def setPredNoiseBandwidth(value: Double): H2OGBMRegressor.this.type

    Permalink
    Definition Classes
    H2OGBMParams

  292. def setPredictionCol(columnName: String): H2OGBMRegressor.this.type

    Permalink
    Definition Classes
    H2OAlgorithmCommonParams

  293. def setQuantileAlpha(value: Double): H2OGBMRegressor.this.type

    Permalink
    Definition Classes
    H2OGBMParams

  294. def setSampleRate(value: Double): H2OGBMRegressor.this.type

    Permalink
    Definition Classes
    H2OGBMParams

  295. def setSampleRatePerClass(value: Array[Double]): H2OGBMRegressor.this.type

    Permalink
    Definition Classes
    H2OGBMParams

  296. def setScoreEachIteration(value: Boolean): H2OGBMRegressor.this.type

    Permalink
    Definition Classes
    H2OGBMParams

  297. def setScoreTreeInterval(value: Int): H2OGBMRegressor.this.type

    Permalink
    Definition Classes
    H2OGBMParams

  298. def setSeed(value: Long): H2OGBMRegressor.this.type

    Permalink
    Definition Classes
    H2OGBMParams

  299. def setSplitRatio(ratio: Double): H2OGBMRegressor.this.type

    Permalink
    Definition Classes
    H2OCommonParams

  300. def setStoppingMetric(value: String): H2OGBMRegressor.this.type

    Permalink
    Definition Classes
    H2OGBMParams

  301. def setStoppingRounds(value: Int): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  302. def setStoppingTolerance(value: Double): H2OGBMRegressor.this.type

    Permalink
    Definition Classes
    H2OGBMParams

  303. def setTweediePower(value: Double): H2OGBMRegressor.this.type

    Permalink
    Definition Classes
    H2OGBMParams

  304. def setValidationDataFrame(dataFrame: DataFrame): H2OGBMRegressor.this.type

    Permalink
    Definition Classes
    H2OCommonParams

  305. def setWeightCol(value: String): H2OGBMRegressor.this.type

    Permalink
    Definition Classes
    H2OGBMParams

  306. def setWithContributions(enabled: Boolean): H2OGBMRegressor.this.type

    Permalink
    Definition Classes
    H2OAlgorithmCommonParams

  307. def setWithLeafNodeAssignments(enabled: Boolean): H2OGBMRegressor.this.type

    Permalink
    Definition Classes
    H2OAlgorithmCommonParams

  308. def setWithStageResults(enabled: Boolean): H2OGBMRegressor.this.type

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    Definition Classes
    H2OAlgorithmCommonParams

  309. final val splitRatio: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  310. val stoppingMetric: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  311. val stoppingRounds: IntParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  312. val stoppingTolerance: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  315. def stringify(value: Any): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

  320. def stringifyPrimitiveParam(value: Any): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Definition Classes
    AnyRef

  322. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any

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

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    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils

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

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    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils

  325. def transformSchema(schema: StructType): StructType

    Permalink
    Definition Classes
    H2OSupervisedAlgorithmWithFoldColumn → H2OSupervisedAlgorithm → H2OAlgorithm → PipelineStage
    Annotations
    @DeveloperApi()

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

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()

  327. val tweediePower: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  328. val uid: String

    Permalink
    Definition Classes
    H2OGBMRegressor → H2OGBM → Identifiable

  329. 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

  330. final val validationDataFrame: NonSerializableNullableDataFrameParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  331. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  334. val weightCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  335. final val withContributions: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams

  336. final val withLeafNodeAssignments: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams

  337. final val withStageResults: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams

  338. def write: MLWriter

    Permalink
    Definition Classes
    DefaultParamsWritable → MLWritable

Deprecated Value Members

  1. def getNamedMojoOutputColumns(): Boolean

    Permalink
    Definition Classes
    H2OAlgorithmMOJOParams
    Annotations
    @deprecated
    Deprecated

    (Since version )

Inherited from DistributionForRegressionCheck

Inherited from H2ORegressor

Inherited from H2OGBM

Inherited from DistributionBasedH2OTrainFramePreparation

Inherited from H2OGBMParams

Inherited from HasIgnoredCols

Inherited from HasCalibrationDataFrame

Inherited from HasMonotoneConstraints

Inherited from H2OTreeBasedSupervisedAlgorithm[GBMParameters]

Inherited from H2OSupervisedAlgorithmWithFoldColumn[GBMParameters]

Inherited from H2OSupervisedAlgorithm[GBMParameters]

Inherited from H2OAlgorithm[GBMParameters]

Inherited from H2OAlgorithmCommonParams

Inherited from H2OAlgorithmMOJOParams

Inherited from H2OEstimator[GBMParameters]

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