Class/Object

ai.h2o.sparkling.ml.algos

H2OGBM

Related Docs: object H2OGBM | package algos

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class H2OGBM extends H2OTreeBasedSupervisedAlgorithm[GBMParameters] with H2OGBMParams with DistributionBasedH2OTrainFramePreparation

Linear Supertypes
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
Known Subclasses
H2OGBMClassifier, H2OGBMRegressor
Ordering
  1. Alphabetic
  2. By Inheritance
Inherited
  1. H2OGBM
  2. DistributionBasedH2OTrainFramePreparation
  3. H2OGBMParams
  4. HasIgnoredCols
  5. HasCalibrationDataFrame
  6. HasMonotoneConstraints
  7. H2OTreeBasedSupervisedAlgorithm
  8. H2OSupervisedAlgorithmWithFoldColumn
  9. H2OSupervisedAlgorithm
  10. H2OAlgorithm
  11. H2OAlgorithmCommonParams
  12. H2OAlgorithmMOJOParams
  13. H2OEstimator
  14. DefaultParamsWritable
  15. MLWritable
  16. H2OTrainFramePreparation
  17. H2OAlgoCommonUtils
  18. EstimatorCommonUtils
  19. RestCommunication
  20. RestEncodingUtils
  21. Logging
  22. H2OCommonParams
  23. H2OBaseMOJOParams
  24. HasDataFrameSerializer
  25. H2OAlgoParamsBase
  26. H2OFrameLifecycle
  27. ParameterConstructorMethods
  28. Estimator
  29. PipelineStage
  30. Logging
  31. Params
  32. Serializable
  33. Serializable
  34. Identifiable
  35. AnyRef
  36. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new H2OGBM()

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  2. new H2OGBM(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 categoricalEncoding: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  13. val checkConstantResponse: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

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

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    Definition Classes
    RestCommunication

  15. val classSamplingFactors: NullableFloatArrayParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  16. final def clear(param: Param[_]): H2OGBM.this.type

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    Definition Classes
    Params

  17. def clone(): AnyRef

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

  18. val colSampleRate: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  19. val colSampleRateChangePerLevel: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  20. val colSampleRatePerTree: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  21. final val columnsToCategorical: StringArrayParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  23. def convertDataFrameToH2OFrameKey(dataFrame: DataFrame): String

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  24. final val convertInvalidNumbersToNa: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  26. def convertModelIdToKey(key: String): String

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    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils

  27. final val convertUnknownCategoricalLevelsToNa: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  29. def copy(extra: ParamMap): H2OGBM.this.type

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    Definition Classes
    H2OEstimator → Estimator → PipelineStage → Params

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

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    Attributes
    protected
    Definition Classes
    Params

  31. def createMOJOSettings(): H2OMOJOSettings

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    Attributes
    protected
    Definition Classes
    H2OAlgorithm → H2OEstimator

  32. def createMOJOUID(): String

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    Attributes
    protected
    Definition Classes
    H2OEstimator

  33. val customDistributionFunc: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  34. val customMetricFunc: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  35. final val dataFrameSerializer: Param[String]

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    Attributes
    protected
    Definition Classes
    HasDataFrameSerializer

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    RestCommunication

  38. 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

  39. final val detailedPredictionCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams

  40. val distribution: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    RestCommunication

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

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    Attributes
    protected
    Definition Classes
    RestCommunication

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

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    Definition Classes
    AnyRef

  46. def equals(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

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

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    Definition Classes
    Params

  48. def explainParams(): String

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    Definition Classes
    Params

  49. val exportCheckpointsDir: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  50. final def extractParamMap(): ParamMap

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  52. final val featuresCols: StringArrayParam

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    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams

  53. def finalize(): Unit

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

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

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

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

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

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

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

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

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

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  59. val foldAssignment: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  60. val foldCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  61. val gainsliftBins: IntParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

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

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    Definition Classes
    Params

  63. def getAucType(): String

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    Definition Classes
    H2OGBMParams

  64. def getBalanceClasses(): Boolean

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    Definition Classes
    H2OGBMParams

  65. def getBinaryModel(): H2OBinaryModel

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    Definition Classes
    H2OAlgoCommonUtils

  66. def getBuildTreeOneNode(): Boolean

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    Definition Classes
    H2OGBMParams

  67. def getCalibrateModel(): Boolean

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    Definition Classes
    H2OGBMParams

  68. def getCalibrationDataFrame(): DataFrame

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    Definition Classes
    HasCalibrationDataFrame

  69. def getCategoricalEncoding(): String

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    Definition Classes
    H2OGBMParams

  70. def getCheckConstantResponse(): Boolean

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    Definition Classes
    H2OGBMParams

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

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    Definition Classes
    AnyRef → Any

  72. def getClassSamplingFactors(): Array[Float]

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    Definition Classes
    H2OGBMParams

  73. def getColSampleRate(): Double

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    Definition Classes
    H2OGBMParams

  74. def getColSampleRateChangePerLevel(): Double

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    Definition Classes
    H2OGBMParams

  75. def getColSampleRatePerTree(): Double

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    Definition Classes
    H2OGBMParams

  76. def getColumnsToCategorical(): Array[String]

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    Definition Classes
    H2OCommonParams

  77. def getConvertInvalidNumbersToNa(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

  78. def getConvertUnknownCategoricalLevelsToNa(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

  79. def getCustomDistributionFunc(): String

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    Definition Classes
    H2OGBMParams

  80. def getCustomMetricFunc(): String

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    Definition Classes
    H2OGBMParams

  81. def getDataFrameSerializer(): String

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    Definition Classes
    HasDataFrameSerializer

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

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    Definition Classes
    Params

  83. def getDetailedPredictionCol(): String

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    Definition Classes
    H2OAlgorithmMOJOParams

  84. def getDistribution(): String

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    Definition Classes
    H2OGBMParams

  85. def getExportCheckpointsDir(): String

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    Definition Classes
    H2OGBMParams

  86. def getFeaturesCols(): Array[String]

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    Definition Classes
    H2OAlgorithmCommonParams → H2OAlgorithmMOJOParams

  87. def getFoldAssignment(): String

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    Definition Classes
    H2OGBMParams

  88. def getFoldCol(): String

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    Definition Classes
    H2OGBMParams

  89. def getGainsliftBins(): Int

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    Definition Classes
    H2OGBMParams

  90. def getHistogramType(): String

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    Definition Classes
    H2OGBMParams

  91. def getHuberAlpha(): Double

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    Definition Classes
    H2OGBMParams

  92. def getIgnoreConstCols(): Boolean

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    Definition Classes
    H2OGBMParams

  93. def getIgnoredCols(): Array[String]

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    Definition Classes
    HasIgnoredCols

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

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    Definition Classes
    H2OGBMParams

  95. def getKeepBinaryModels(): Boolean

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    Definition Classes
    H2OCommonParams

  96. def getKeepCrossValidationFoldAssignment(): Boolean

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    Definition Classes
    H2OGBMParams

  97. def getKeepCrossValidationModels(): Boolean

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    Definition Classes
    H2OGBMParams

  98. def getKeepCrossValidationPredictions(): Boolean

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    Definition Classes
    H2OGBMParams

  99. def getLabelCol(): String

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    Definition Classes
    H2OGBMParams

  100. def getLearnRate(): Double

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    Definition Classes
    H2OGBMParams

  101. def getLearnRateAnnealing(): Double

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    Definition Classes
    H2OGBMParams

  102. def getMaxAbsLeafnodePred(): Double

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    Definition Classes
    H2OGBMParams

  103. def getMaxAfterBalanceSize(): Float

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    Definition Classes
    H2OGBMParams

  104. def getMaxConfusionMatrixSize(): Int

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    Definition Classes
    H2OGBMParams

  105. def getMaxDepth(): Int

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    Definition Classes
    H2OGBMParams

  106. def getMaxRuntimeSecs(): Double

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    Definition Classes
    H2OGBMParams

  107. def getMinRows(): Double

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    Definition Classes
    H2OGBMParams

  108. def getMinSplitImprovement(): Double

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    Definition Classes
    H2OGBMParams

  109. def getModelId(): String

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    Definition Classes
    H2OGBMParams

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

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    Definition Classes
    HasMonotoneConstraints

  111. def getNbins(): Int

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    Definition Classes
    H2OGBMParams

  112. def getNbinsCats(): Int

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    Definition Classes
    H2OGBMParams

  113. def getNbinsTopLevel(): Int

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    Definition Classes
    H2OGBMParams

  114. def getNfolds(): Int

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    Definition Classes
    H2OGBMParams

  115. def getNtrees(): Int

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    Definition Classes
    H2OGBMParams

  116. def getOffsetCol(): String

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    Definition Classes
    H2OGBMParams

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

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  119. def getPredNoiseBandwidth(): Double

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    Definition Classes
    H2OGBMParams

  120. def getPredictionCol(): String

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    Definition Classes
    H2OAlgorithmMOJOParams

  121. def getQuantileAlpha(): Double

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    Definition Classes
    H2OGBMParams

  122. def getSampleRate(): Double

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    Definition Classes
    H2OGBMParams

  123. def getSampleRatePerClass(): Array[Double]

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    Definition Classes
    H2OGBMParams

  124. def getScoreEachIteration(): Boolean

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    Definition Classes
    H2OGBMParams

  125. def getScoreTreeInterval(): Int

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    Definition Classes
    H2OGBMParams

  126. def getSeed(): Long

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    Definition Classes
    H2OGBMParams

  127. def getSplitRatio(): Double

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    Definition Classes
    H2OCommonParams

  128. def getStoppingMetric(): String

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    Definition Classes
    H2OGBMParams

  129. def getStoppingRounds(): Int

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    Definition Classes
    H2OGBMParams

  130. def getStoppingTolerance(): Double

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    Definition Classes
    H2OGBMParams

  131. def getTweediePower(): Double

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    Definition Classes
    H2OGBMParams

  132. def getValidationDataFrame(): DataFrame

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    Definition Classes
    H2OCommonParams

  133. def getWeightCol(): String

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    Definition Classes
    H2OGBMParams

  134. def getWithContributions(): Boolean

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    Definition Classes
    H2OAlgorithmMOJOParams

  135. def getWithLeafNodeAssignments(): Boolean

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    Definition Classes
    H2OAlgorithmMOJOParams

  136. def getWithStageResults(): Boolean

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    Definition Classes
    H2OAlgorithmMOJOParams

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

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    Definition Classes
    Params

  138. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params

  139. def hashCode(): Int

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    Definition Classes
    AnyRef → Any

  140. val histogramType: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  141. val huberAlpha: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  142. val ignoreConstCols: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

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

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    Attributes
    protected
    Definition Classes
    Logging

  144. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  145. 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

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

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    Definition Classes
    RestCommunication

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  149. val interactionConstraints: NullableStringArrayArrayParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

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

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    Definition Classes
    Params

  151. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any

  152. def isPrimitiveType(value: Any): Boolean

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Definition Classes
    Params

  154. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging

  155. final val keepBinaryModels: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  156. val keepCrossValidationFoldAssignment: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  157. val keepCrossValidationModels: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  158. val keepCrossValidationPredictions: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  159. val labelCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  160. val learnRate: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  161. val learnRateAnnealing: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  162. def log: Logger

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

  169. def logName: String

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  175. val maxAbsLeafnodePred: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  176. val maxAfterBalanceSize: FloatParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  177. val maxConfusionMatrixSize: IntParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  178. val maxDepth: IntParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  179. val maxRuntimeSecs: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  180. val minRows: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  181. val minSplitImprovement: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  182. val modelId: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  183. final val namedMojoOutputColumns: Param[Boolean]

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    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams

  184. val nbins: IntParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  185. val nbinsCats: IntParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  186. val nbinsTopLevel: IntParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

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

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    Definition Classes
    AnyRef

  188. val nfolds: IntParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  189. final def notify(): Unit

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    Definition Classes
    AnyRef

  190. final def notifyAll(): Unit

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    Definition Classes
    AnyRef

  191. val ntrees: IntParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  200. val offsetCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  202. def paramTag: ClassTag[GBMParameters]

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  203. var parameters: GBMParameters

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    Attributes
    protected
    Definition Classes
    H2OEstimator

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

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    Definition Classes
    Params

  205. val predNoiseBandwidth: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  206. final val predictionCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams

  207. def prepareH2OTrainFrameForFitting(trainFrame: H2OFrame): Unit

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    Attributes
    protected
    Definition Classes
    DistributionBasedH2OTrainFramePreparation → H2OTrainFramePreparation

  208. val quantileAlpha: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  209. 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

  210. 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

  211. 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

  212. val sampleRate: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  213. val sampleRatePerClass: NullableDoubleArrayParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  214. def sanitize(colName: String): String

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    Definition Classes
    H2OAlgoCommonUtils

  215. def save(path: String): Unit

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

  216. val scoreEachIteration: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  217. val scoreTreeInterval: IntParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  218. val seed: LongParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  219. final def set(paramPair: ParamPair[_]): H2OGBM.this.type

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    Attributes
    protected
    Definition Classes
    Params

  220. final def set(param: String, value: Any): H2OGBM.this.type

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    Attributes
    protected
    Definition Classes
    Params

  221. final def set[T](param: Param[T], value: T): H2OGBM.this.type

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    Definition Classes
    Params

  222. def setAucType(value: String): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  223. def setBalanceClasses(value: Boolean): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  224. def setBuildTreeOneNode(value: Boolean): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  225. def setCalibrateModel(value: Boolean): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  226. def setCalibrationDataFrame(value: DataFrame): H2OGBM.this.type

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    Definition Classes
    HasCalibrationDataFrame

  227. def setCategoricalEncoding(value: String): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  228. def setCheckConstantResponse(value: Boolean): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  229. def setClassSamplingFactors(value: Array[Float]): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  230. def setColSampleRate(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  231. def setColSampleRateChangePerLevel(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  232. def setColSampleRatePerTree(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  233. def setColumnsToCategorical(columnNames: ArrayList[String]): H2OGBM.this.type

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    Definition Classes
    H2OCommonParams

  234. def setColumnsToCategorical(columns: Array[String]): H2OGBM.this.type

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    Definition Classes
    H2OCommonParams

  235. def setColumnsToCategorical(first: String, others: String*): H2OGBM.this.type

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    Definition Classes
    H2OCommonParams

  236. def setConvertInvalidNumbersToNa(value: Boolean): H2OGBM.this.type

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    Definition Classes
    H2OCommonParams

  237. def setConvertUnknownCategoricalLevelsToNa(value: Boolean): H2OGBM.this.type

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    Definition Classes
    H2OCommonParams

  238. def setCustomDistributionFunc(value: String): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  239. def setCustomMetricFunc(value: String): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  240. def setDataFrameSerializer(fullClassName: String): H2OGBM.this.type

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    Definition Classes
    H2OBaseMOJOParams

  241. final def setDefault(paramPairs: ParamPair[_]*): H2OGBM.this.type

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    Attributes
    protected
    Definition Classes
    Params

  242. final def setDefault[T](param: Param[T], value: T): H2OGBM.this.type

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    Attributes
    protected
    Definition Classes
    Params

  243. def setDetailedPredictionCol(columnName: String): H2OGBM.this.type

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    Definition Classes
    H2OAlgorithmCommonParams

  244. def setDistribution(value: String): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  245. def setExportCheckpointsDir(value: String): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  246. def setFeaturesCol(first: String): H2OGBM.this.type

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    Definition Classes
    H2OAlgorithmCommonParams

  247. def setFeaturesCols(columnNames: ArrayList[String]): H2OGBM.this.type

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    Definition Classes
    H2OAlgorithmCommonParams

  248. def setFeaturesCols(columnNames: Array[String]): H2OGBM.this.type

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    Definition Classes
    H2OAlgorithmCommonParams

  249. def setFeaturesCols(first: String, others: String*): H2OGBM.this.type

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    Definition Classes
    H2OAlgorithmCommonParams

  250. def setFoldAssignment(value: String): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  251. def setFoldCol(value: String): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  252. def setGainsliftBins(value: Int): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  253. def setHistogramType(value: String): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  254. def setHuberAlpha(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  255. def setIgnoreConstCols(value: Boolean): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  256. def setIgnoredCols(value: Array[String]): H2OGBM.this.type

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    Definition Classes
    HasIgnoredCols

  257. def setInteractionConstraints(value: Array[Array[String]]): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  258. def setKeepBinaryModels(value: Boolean): H2OGBM.this.type

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    Definition Classes
    H2OCommonParams

  259. def setKeepCrossValidationFoldAssignment(value: Boolean): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  260. def setKeepCrossValidationModels(value: Boolean): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  261. def setKeepCrossValidationPredictions(value: Boolean): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  262. def setLabelCol(value: String): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  263. def setLearnRate(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  264. def setLearnRateAnnealing(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  265. def setMaxAbsLeafnodePred(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  266. def setMaxAfterBalanceSize(value: Float): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  267. def setMaxConfusionMatrixSize(value: Int): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  268. def setMaxDepth(value: Int): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  269. def setMaxRuntimeSecs(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  270. def setMinRows(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  271. def setMinSplitImprovement(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  272. def setModelId(value: String): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  273. def setMonotoneConstraints(value: Map[String, Double]): H2OGBM.this.type

    Permalink
    Definition Classes
    HasMonotoneConstraints

  274. def setNamedMojoOutputColumns(value: Boolean): H2OGBM.this.type

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

  275. def setNbins(value: Int): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  276. def setNbinsCats(value: Int): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  277. def setNbinsTopLevel(value: Int): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  278. def setNfolds(value: Int): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  279. def setNtrees(value: Int): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  280. def setOffsetCol(value: String): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  281. def setPredNoiseBandwidth(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  282. def setPredictionCol(columnName: String): H2OGBM.this.type

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    Definition Classes
    H2OAlgorithmCommonParams

  283. def setQuantileAlpha(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  284. def setSampleRate(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  285. def setSampleRatePerClass(value: Array[Double]): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  286. def setScoreEachIteration(value: Boolean): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  287. def setScoreTreeInterval(value: Int): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  288. def setSeed(value: Long): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  289. def setSplitRatio(ratio: Double): H2OGBM.this.type

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    Definition Classes
    H2OCommonParams

  290. def setStoppingMetric(value: String): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  291. def setStoppingRounds(value: Int): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  292. def setStoppingTolerance(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  293. def setTweediePower(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  294. def setValidationDataFrame(dataFrame: DataFrame): H2OGBM.this.type

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    Definition Classes
    H2OCommonParams

  295. def setWeightCol(value: String): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  296. def setWithContributions(enabled: Boolean): H2OGBM.this.type

    Permalink
    Definition Classes
    H2OAlgorithmCommonParams

  297. def setWithLeafNodeAssignments(enabled: Boolean): H2OGBM.this.type

    Permalink
    Definition Classes
    H2OAlgorithmCommonParams

  298. def setWithStageResults(enabled: Boolean): H2OGBM.this.type

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    Definition Classes
    H2OAlgorithmCommonParams

  299. final val splitRatio: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  300. val stoppingMetric: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  301. val stoppingRounds: IntParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  302. val stoppingTolerance: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  305. def stringify(value: Any): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

  310. def stringifyPrimitiveParam(value: Any): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Definition Classes
    AnyRef

  312. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any

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

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    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils

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

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    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils

  315. def transformSchema(schema: StructType): StructType

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

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

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()

  317. val tweediePower: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  318. val uid: String

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    Definition Classes
    H2OGBM → Identifiable

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

    Permalink
    Definition Classes
    RestCommunication

  320. final val validationDataFrame: NonSerializableNullableDataFrameParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  321. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  324. val weightCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  325. final val withContributions: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams

  326. final val withLeafNodeAssignments: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams

  327. final val withStageResults: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams

  328. 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 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