Class/Object

ai.h2o.sparkling.ml.algos.classification

H2OXGBoostClassifier

Related Docs: object H2OXGBoostClassifier | package classification

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class H2OXGBoostClassifier extends H2OXGBoost with H2OClassifier with DistributionForClassificationCheck

Linear Supertypes
DistributionForClassificationCheck, H2OClassifier, H2OXGBoost, DistributionBasedH2OTrainFramePreparation, H2OXGBoostParams, HasIgnoredCols, HasCalibrationDataFrame, HasMonotoneConstraints, H2OTreeBasedSupervisedAlgorithm[XGBoostParameters], H2OSupervisedAlgorithm[XGBoostParameters], H2OAlgorithm[XGBoostParameters], DefaultParamsWritable, MLWritable, H2OTrainFramePreparation, H2OAlgoCommonUtils, EstimatorCommonUtils, RestCommunication, RestEncodingUtils, H2OCommonParams, H2OAlgoParamsBase, ParameterConstructorMethods, H2OBaseMOJOParams, Logging, Estimator[H2OMOJOModel], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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Inherited
  1. H2OXGBoostClassifier
  2. DistributionForClassificationCheck
  3. H2OClassifier
  4. H2OXGBoost
  5. DistributionBasedH2OTrainFramePreparation
  6. H2OXGBoostParams
  7. HasIgnoredCols
  8. HasCalibrationDataFrame
  9. HasMonotoneConstraints
  10. H2OTreeBasedSupervisedAlgorithm
  11. H2OSupervisedAlgorithm
  12. H2OAlgorithm
  13. DefaultParamsWritable
  14. MLWritable
  15. H2OTrainFramePreparation
  16. H2OAlgoCommonUtils
  17. EstimatorCommonUtils
  18. RestCommunication
  19. RestEncodingUtils
  20. H2OCommonParams
  21. H2OAlgoParamsBase
  22. ParameterConstructorMethods
  23. H2OBaseMOJOParams
  24. Logging
  25. Estimator
  26. PipelineStage
  27. Logging
  28. Params
  29. Serializable
  30. Serializable
  31. Identifiable
  32. AnyRef
  33. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new H2OXGBoostClassifier()

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  2. new H2OXGBoostClassifier(uid: String)

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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 backend: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  7. var binaryModel: Option[H2OBinaryModel]

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    Attributes
    protected
    Definition Classes
    H2OAlgoCommonUtils

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  9. val booster: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  10. val buildTreeOneNode: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  11. val calibrateModel: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  12. val categoricalEncoding: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

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

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    Definition Classes
    RestCommunication

  14. final def clear(param: Param[_]): H2OXGBoostClassifier.this.type

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    Definition Classes
    Params

  15. def clone(): AnyRef

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

  16. val colSampleByLevel: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  17. val colSampleByNode: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  18. val colSampleByTree: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  19. val colSampleRate: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  20. val colSampleRatePerTree: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  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): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OAlgorithm → Estimator → PipelineStage → Params

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    RestCommunication

  33. 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

  34. final val detailedPredictionCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

  35. val distribution: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  36. val dmatrixType: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    RestCommunication

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

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    Attributes
    protected
    Definition Classes
    RestCommunication

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

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    Definition Classes
    AnyRef

  42. def equals(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

  43. val eta: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

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

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    Definition Classes
    Params

  45. def explainParams(): String

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    Definition Classes
    Params

  46. val exportCheckpointsDir: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  47. final def extractParamMap(): ParamMap

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  49. final val featuresCols: StringArrayParam

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

  50. def finalize(): Unit

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

  51. def fit(dataset: Dataset[_]): H2OXGBoostMOJOModel

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    Definition Classes
    H2OXGBoost → H2OTreeBasedSupervisedAlgorithm → H2OSupervisedAlgorithm → H2OAlgorithm → Estimator

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

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

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

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

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

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

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  56. val foldAssignment: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  57. val foldCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  58. val gainsliftBins: IntParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  59. val gamma: FloatParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

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

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    Definition Classes
    Params

  61. def getBackend(): String

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    Definition Classes
    H2OXGBoostParams

  62. def getBinaryModel(): H2OBinaryModel

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    Definition Classes
    H2OAlgoCommonUtils

  63. def getBooster(): String

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    Definition Classes
    H2OXGBoostParams

  64. def getBuildTreeOneNode(): Boolean

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    Definition Classes
    H2OXGBoostParams

  65. def getCalibrateModel(): Boolean

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    Definition Classes
    H2OXGBoostParams

  66. def getCalibrationDataFrame(): DataFrame

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    Definition Classes
    HasCalibrationDataFrame

  67. def getCategoricalEncoding(): String

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    Definition Classes
    H2OXGBoostParams

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

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    Definition Classes
    AnyRef → Any

  69. def getColSampleByLevel(): Double

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    Definition Classes
    H2OXGBoostParams

  70. def getColSampleByNode(): Double

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    Definition Classes
    H2OXGBoostParams

  71. def getColSampleByTree(): Double

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    Definition Classes
    H2OXGBoostParams

  72. def getColSampleRate(): Double

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    Definition Classes
    H2OXGBoostParams

  73. def getColSampleRatePerTree(): Double

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    Definition Classes
    H2OXGBoostParams

  74. def getColumnsToCategorical(): Array[String]

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    Definition Classes
    H2OCommonParams

  75. def getConvertInvalidNumbersToNa(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

  76. def getConvertUnknownCategoricalLevelsToNa(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

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

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    Definition Classes
    Params

  78. def getDetailedPredictionCol(): String

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    Definition Classes
    H2OBaseMOJOParams

  79. def getDistribution(): String

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    Definition Classes
    H2OXGBoostParams

  80. def getDmatrixType(): String

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    Definition Classes
    H2OXGBoostParams

  81. def getEta(): Double

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    Definition Classes
    H2OXGBoostParams

  82. def getExportCheckpointsDir(): String

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    Definition Classes
    H2OXGBoostParams

  83. def getFeaturesCols(): Array[String]

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    Definition Classes
    H2OCommonParams → H2OBaseMOJOParams

  84. def getFoldAssignment(): String

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    Definition Classes
    H2OXGBoostParams

  85. def getFoldCol(): String

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    Definition Classes
    H2OXGBoostParams

  86. def getGainsliftBins(): Int

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    Definition Classes
    H2OXGBoostParams

  87. def getGamma(): Float

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    Definition Classes
    H2OXGBoostParams

  88. def getGpuId(): Int

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    Definition Classes
    H2OXGBoostParams

  89. def getGrowPolicy(): String

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    Definition Classes
    H2OXGBoostParams

  90. def getIgnoreConstCols(): Boolean

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    Definition Classes
    H2OXGBoostParams

  91. def getIgnoredCols(): Array[String]

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    Definition Classes
    HasIgnoredCols

  92. def getKeepCrossValidationFoldAssignment(): Boolean

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    Definition Classes
    H2OXGBoostParams

  93. def getKeepCrossValidationModels(): Boolean

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    Definition Classes
    H2OXGBoostParams

  94. def getKeepCrossValidationPredictions(): Boolean

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    Definition Classes
    H2OXGBoostParams

  95. def getLabelCol(): String

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    Definition Classes
    H2OXGBoostParams

  96. def getLearnRate(): Double

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    Definition Classes
    H2OXGBoostParams

  97. def getMaxAbsLeafnodePred(): Float

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    Definition Classes
    H2OXGBoostParams

  98. def getMaxBins(): Int

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    Definition Classes
    H2OXGBoostParams

  99. def getMaxDeltaStep(): Float

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    Definition Classes
    H2OXGBoostParams

  100. def getMaxDepth(): Int

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    Definition Classes
    H2OXGBoostParams

  101. def getMaxLeaves(): Int

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    Definition Classes
    H2OXGBoostParams

  102. def getMaxRuntimeSecs(): Double

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    Definition Classes
    H2OXGBoostParams

  103. def getMinChildWeight(): Double

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    Definition Classes
    H2OXGBoostParams

  104. def getMinRows(): Double

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    Definition Classes
    H2OXGBoostParams

  105. def getMinSplitImprovement(): Float

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    Definition Classes
    H2OXGBoostParams

  106. def getModelId(): String

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    Definition Classes
    H2OXGBoostParams

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

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    Definition Classes
    HasMonotoneConstraints

  108. def getNamedMojoOutputColumns(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

  109. def getNfolds(): Int

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    Definition Classes
    H2OXGBoostParams

  110. def getNormalizeType(): String

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    Definition Classes
    H2OXGBoostParams

  111. def getNthread(): Int

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    Definition Classes
    H2OXGBoostParams

  112. def getNtrees(): Int

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    Definition Classes
    H2OXGBoostParams

  113. def getOffsetCol(): String

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    Definition Classes
    H2OXGBoostParams

  114. def getOneDrop(): Boolean

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    Definition Classes
    H2OXGBoostParams

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

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  117. def getPredictionCol(): String

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    Definition Classes
    H2OBaseMOJOParams

  118. def getQuietMode(): Boolean

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    Definition Classes
    H2OXGBoostParams

  119. def getRateDrop(): Float

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    Definition Classes
    H2OXGBoostParams

  120. def getRegAlpha(): Float

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    Definition Classes
    H2OXGBoostParams

  121. def getRegLambda(): Float

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    Definition Classes
    H2OXGBoostParams

  122. def getSampleRate(): Double

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    Definition Classes
    H2OXGBoostParams

  123. def getSampleType(): String

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    Definition Classes
    H2OXGBoostParams

  124. def getSaveMatrixDirectory(): String

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    Definition Classes
    H2OXGBoostParams

  125. def getScoreEachIteration(): Boolean

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    Definition Classes
    H2OXGBoostParams

  126. def getScoreTreeInterval(): Int

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    Definition Classes
    H2OXGBoostParams

  127. def getSeed(): Long

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    Definition Classes
    H2OXGBoostParams

  128. def getSkipDrop(): Float

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    Definition Classes
    H2OXGBoostParams

  129. def getSplitRatio(): Double

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    Definition Classes
    H2OCommonParams

  130. def getStoppingMetric(): String

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    Definition Classes
    H2OXGBoostParams

  131. def getStoppingRounds(): Int

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    Definition Classes
    H2OXGBoostParams

  132. def getStoppingTolerance(): Double

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    Definition Classes
    H2OXGBoostParams

  133. def getSubsample(): Double

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    Definition Classes
    H2OXGBoostParams

  134. def getTreeMethod(): String

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    Definition Classes
    H2OXGBoostParams

  135. def getTweediePower(): Double

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    Definition Classes
    H2OXGBoostParams

  136. def getValidationDataFrame(): DataFrame

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    Definition Classes
    H2OCommonParams

  137. def getWeightCol(): String

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    Definition Classes
    H2OXGBoostParams

  138. def getWithContributions(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

  139. def getWithLeafNodeAssignments(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

  140. def getWithStageResults(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

  141. val gpuId: IntParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  142. val growPolicy: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

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

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    Definition Classes
    Params

  144. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params

  145. def hashCode(): Int

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    Definition Classes
    AnyRef → Any

  146. val ignoreConstCols: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  147. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  148. 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

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

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    Definition Classes
    RestCommunication

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Definition Classes
    Params

  153. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any

  154. def isPrimitiveType(value: Any): Boolean

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Definition Classes
    Params

  156. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging

  157. val keepCrossValidationFoldAssignment: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  158. val keepCrossValidationModels: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  159. val keepCrossValidationPredictions: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  160. val labelCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  161. val learnRate: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  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: FloatParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  176. val maxBins: IntParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  177. val maxDeltaStep: FloatParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  178. val maxDepth: IntParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  179. val maxLeaves: IntParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  180. val maxRuntimeSecs: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  181. val minChildWeight: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  182. val minRows: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  183. val minSplitImprovement: FloatParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  184. val modelId: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  185. final val namedMojoOutputColumns: Param[Boolean]

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

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

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    Definition Classes
    AnyRef

  187. val nfolds: IntParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  188. val normalizeType: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  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 nthread: IntParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  192. val ntrees: IntParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

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

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    Attributes
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    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
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    ParameterConstructorMethods

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

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    Attributes
    protected
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    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
    H2OXGBoostParams

  201. val oneDrop: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

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

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    Attributes
    protected
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    ParameterConstructorMethods

  203. def paramTag: ClassTag[XGBoostParameters]

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  204. var parameters: XGBoostParameters

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    Attributes
    protected
    Definition Classes
    H2OAlgorithm

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

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    Definition Classes
    Params

  206. final val predictionCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

  207. def prepareH2OTrainFrameForFitting(trainFrame: H2OFrame): Unit

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    Attributes
    protected
    Definition Classes
    DistributionBasedH2OTrainFramePreparation → H2OTrainFramePreparation

  208. 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

  209. val quietMode: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  210. val rateDrop: FloatParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  211. 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

  212. val regAlpha: FloatParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  213. val regLambda: FloatParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  214. 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

  215. val sampleRate: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  216. val sampleType: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  217. def sanitize(colName: String): String

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    Definition Classes
    H2OAlgoCommonUtils

  218. def save(path: String): Unit

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

  219. val saveMatrixDirectory: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  220. val scoreEachIteration: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  221. val scoreTreeInterval: IntParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  222. val seed: LongParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  223. final def set(paramPair: ParamPair[_]): H2OXGBoostClassifier.this.type

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    Attributes
    protected
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    Params

  224. final def set(param: String, value: Any): H2OXGBoostClassifier.this.type

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    Attributes
    protected
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    Params

  225. final def set[T](param: Param[T], value: T): H2OXGBoostClassifier.this.type

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    Definition Classes
    Params

  226. def setBackend(value: String): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  227. def setBooster(value: String): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  228. def setBuildTreeOneNode(value: Boolean): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  229. def setCalibrateModel(value: Boolean): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  230. def setCalibrationDataFrame(value: DataFrame): H2OXGBoostClassifier.this.type

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    Definition Classes
    HasCalibrationDataFrame

  231. def setCategoricalEncoding(value: String): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  232. def setColSampleByLevel(value: Double): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  233. def setColSampleByNode(value: Double): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  234. def setColSampleByTree(value: Double): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  235. def setColSampleRate(value: Double): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  236. def setColSampleRatePerTree(value: Double): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  237. def setColumnsToCategorical(columnNames: ArrayList[String]): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OCommonParams

  238. def setColumnsToCategorical(columns: Array[String]): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OCommonParams

  239. def setColumnsToCategorical(first: String, others: String*): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OCommonParams

  240. def setConvertInvalidNumbersToNa(value: Boolean): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OCommonParams

  241. def setConvertUnknownCategoricalLevelsToNa(value: Boolean): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OCommonParams

  242. final def setDefault(paramPairs: ParamPair[_]*): H2OXGBoostClassifier.this.type

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    Attributes
    protected
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    Params

  243. final def setDefault[T](param: Param[T], value: T): H2OXGBoostClassifier.this.type

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    Attributes
    protected
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    Params

  244. def setDetailedPredictionCol(columnName: String): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OCommonParams

  245. def setDistribution(value: String): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  246. def setDmatrixType(value: String): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  247. def setEta(value: Double): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  248. def setExportCheckpointsDir(value: String): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  249. def setFeaturesCol(first: String): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OCommonParams

  250. def setFeaturesCols(columnNames: ArrayList[String]): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OCommonParams

  251. def setFeaturesCols(columnNames: Array[String]): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OCommonParams

  252. def setFeaturesCols(first: String, others: String*): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OCommonParams

  253. def setFoldAssignment(value: String): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  254. def setFoldCol(value: String): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  255. def setGainsliftBins(value: Int): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  256. def setGamma(value: Float): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  257. def setGpuId(value: Int): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  258. def setGrowPolicy(value: String): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  259. def setIgnoreConstCols(value: Boolean): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  260. def setIgnoredCols(value: Array[String]): H2OXGBoostClassifier.this.type

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    Definition Classes
    HasIgnoredCols

  261. def setKeepCrossValidationFoldAssignment(value: Boolean): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  262. def setKeepCrossValidationModels(value: Boolean): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  263. def setKeepCrossValidationPredictions(value: Boolean): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  264. def setLabelCol(value: String): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  265. def setLearnRate(value: Double): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  266. def setMaxAbsLeafnodePred(value: Float): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  267. def setMaxBins(value: Int): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  268. def setMaxDeltaStep(value: Float): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  269. def setMaxDepth(value: Int): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  270. def setMaxLeaves(value: Int): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  271. def setMaxRuntimeSecs(value: Double): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  272. def setMinChildWeight(value: Double): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  273. def setMinRows(value: Double): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  274. def setMinSplitImprovement(value: Float): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  275. def setModelId(value: String): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  276. def setMonotoneConstraints(value: Map[String, Double]): H2OXGBoostClassifier.this.type

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    Definition Classes
    HasMonotoneConstraints

  277. def setNamedMojoOutputColumns(value: Boolean): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OCommonParams

  278. def setNfolds(value: Int): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  279. def setNormalizeType(value: String): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  280. def setNthread(value: Int): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  281. def setNtrees(value: Int): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  282. def setOffsetCol(value: String): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  283. def setOneDrop(value: Boolean): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  284. def setPredictionCol(columnName: String): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OCommonParams

  285. def setQuietMode(value: Boolean): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  286. def setRateDrop(value: Float): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  287. def setRegAlpha(value: Float): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  288. def setRegLambda(value: Float): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  289. def setSampleRate(value: Double): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  290. def setSampleType(value: String): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  291. def setSaveMatrixDirectory(value: String): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  292. def setScoreEachIteration(value: Boolean): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  293. def setScoreTreeInterval(value: Int): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  294. def setSeed(value: Long): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  295. def setSkipDrop(value: Float): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  296. def setSplitRatio(ratio: Double): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OCommonParams

  297. def setStoppingMetric(value: String): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  298. def setStoppingRounds(value: Int): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  299. def setStoppingTolerance(value: Double): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  300. def setSubsample(value: Double): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  301. def setTreeMethod(value: String): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  302. def setTweediePower(value: Double): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OXGBoostParams

  303. def setValidationDataFrame(dataFrame: DataFrame): H2OXGBoostClassifier.this.type

    Permalink
    Definition Classes
    H2OCommonParams

  304. def setWeightCol(value: String): H2OXGBoostClassifier.this.type

    Permalink
    Definition Classes
    H2OXGBoostParams

  305. def setWithContributions(enabled: Boolean): H2OXGBoostClassifier.this.type

    Permalink
    Definition Classes
    H2OCommonParams

  306. def setWithDetailedPredictionCol(enabled: Boolean): H2OXGBoostClassifier.this.type

    Permalink
    Definition Classes
    H2OCommonParams
    Annotations
    @DeprecatedMethod( x$2 , x$1 )

  307. def setWithLeafNodeAssignments(enabled: Boolean): H2OXGBoostClassifier.this.type

    Permalink
    Definition Classes
    H2OCommonParams

  308. def setWithStageResults(enabled: Boolean): H2OXGBoostClassifier.this.type

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    Definition Classes
    H2OCommonParams

  309. val skipDrop: FloatParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  310. final val splitRatio: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  311. val stoppingMetric: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  312. val stoppingRounds: IntParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  313. val stoppingTolerance: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  316. def stringify(value: Any): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

  321. def stringifyPrimitiveParam(value: Any): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

  322. val subsample: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

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

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    Definition Classes
    AnyRef

  324. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any

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

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    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils

  326. def transformSchema(schema: StructType): StructType

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

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

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()

  328. val treeMethod: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  329. val tweediePower: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  330. val uid: String

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    Definition Classes
    H2OXGBoostClassifier → H2OXGBoost → Identifiable

  331. 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

  332. final val validationDataFrame: NullableDataFrameParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  333. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  336. val weightCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  337. final val withContributions: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

  338. final val withDetailedPredictionCol: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

  339. final val withLeafNodeAssignments: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

  340. final val withStageResults: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

  341. def write: MLWriter

    Permalink
    Definition Classes
    DefaultParamsWritable → MLWritable

Deprecated Value Members

  1. def getWithDetailedPredictionCol(): Boolean

    Permalink
    Definition Classes
    H2OBaseMOJOParams
    Annotations
    @deprecated
    Deprecated

    (Since version )

Inherited from DistributionForClassificationCheck

Inherited from H2OClassifier

Inherited from H2OXGBoost

Inherited from DistributionBasedH2OTrainFramePreparation

Inherited from H2OXGBoostParams

Inherited from HasIgnoredCols

Inherited from HasCalibrationDataFrame

Inherited from HasMonotoneConstraints

Inherited from H2OTreeBasedSupervisedAlgorithm[XGBoostParameters]

Inherited from H2OSupervisedAlgorithm[XGBoostParameters]

Inherited from H2OAlgorithm[XGBoostParameters]

Inherited from DefaultParamsWritable

Inherited from MLWritable

Inherited from H2OTrainFramePreparation

Inherited from H2OAlgoCommonUtils

Inherited from EstimatorCommonUtils

Inherited from RestCommunication

Inherited from RestEncodingUtils

Inherited from H2OCommonParams

Inherited from H2OAlgoParamsBase

Inherited from ParameterConstructorMethods

Inherited from H2OBaseMOJOParams

Inherited from Logging

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