Trait

ai.h2o.sparkling.ml.params

H2OXGBoostParams

Related Doc: package params

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trait H2OXGBoostParams extends H2OAlgoParamsBase with HasMonotoneConstraints with HasCalibrationDataFrame with HasIgnoredCols

Linear Supertypes
HasIgnoredCols, HasCalibrationDataFrame, HasDataFrameSerializer, HasMonotoneConstraints, H2OAlgoParamsBase, H2OFrameLifecycle, ParameterConstructorMethods, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Known Subclasses
H2OXGBoost, H2OXGBoostClassifier, H2OXGBoostRegressor
Ordering
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  2. By Inheritance
Inherited
  1. H2OXGBoostParams
  2. HasIgnoredCols
  3. HasCalibrationDataFrame
  4. HasDataFrameSerializer
  5. HasMonotoneConstraints
  6. H2OAlgoParamsBase
  7. H2OFrameLifecycle
  8. ParameterConstructorMethods
  9. Params
  10. Serializable
  11. Serializable
  12. Identifiable
  13. AnyRef
  14. Any
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Visibility
  1. Public
  2. All

Type Members

  1. implicit class ParametersExtraMethods extends AnyRef

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    Definition Classes
    H2OAlgoParamsBase

Abstract Value Members

  1. abstract def copy(extra: ParamMap): Params

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    Definition Classes
    Params

  2. abstract val uid: String

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    Definition Classes
    Identifiable

Concrete 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

  7. val backend: Param[String]

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    Attributes
    protected

  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

  10. val buildTreeOneNode: BooleanParam

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    Attributes
    protected

  11. val calibrateModel: BooleanParam

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    Attributes
    protected

  12. val calibrationMethod: Param[String]

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    Attributes
    protected

  13. val categoricalEncoding: Param[String]

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    Attributes
    protected

  14. final def clear(param: Param[_]): H2OXGBoostParams.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: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected

  17. val colSampleByNode: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected

  18. val colSampleByTree: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected

  19. val colSampleRate: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected

  20. val colSampleRatePerTree: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  22. def convertDataFrameToH2OFrameKey(dataFrame: DataFrame): String

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

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

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    Attributes
    protected
    Definition Classes
    Params

  26. val customMetricFunc: NullableStringParam

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    Attributes
    protected

  27. final val dataFrameSerializer: Param[String]

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    Attributes
    protected
    Definition Classes
    HasDataFrameSerializer

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

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    Attributes
    protected
    Definition Classes
    Params

  29. val distribution: Param[String]

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    Attributes
    protected

  30. val dmatrixType: Param[String]

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    Attributes
    protected

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  32. def doubleParam(name: String, doc: String): org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Definition Classes
    AnyRef

  34. def equals(arg0: Any): Boolean

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    Definition Classes
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  35. val eta: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected

  36. val evalMetric: NullableStringParam

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    Attributes
    protected

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

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    Definition Classes
    Params

  38. def explainParams(): String

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    Definition Classes
    Params

  39. val exportCheckpointsDir: NullableStringParam

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    Attributes
    protected

  40. final def extractParamMap(): ParamMap

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  42. def finalize(): Unit

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

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  44. val foldAssignment: Param[String]

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    Attributes
    protected

  45. val foldCol: NullableStringParam

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    Attributes
    protected

  46. val gainsliftBins: IntParam

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    Attributes
    protected

  47. val gamma: FloatParam

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    Attributes
    protected

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

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    Definition Classes
    Params

  49. def getAucType(): String

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  50. def getBackend(): String

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  51. def getBooster(): String

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  52. def getBuildTreeOneNode(): Boolean

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  53. def getCalibrateModel(): Boolean

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  54. def getCalibrationDataFrame(): DataFrame

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    Definition Classes
    HasCalibrationDataFrame

  55. def getCalibrationMethod(): String

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  56. def getCategoricalEncoding(): String

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

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    Definition Classes
    AnyRef → Any

  58. def getColSampleByLevel(): Double

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  59. def getColSampleByNode(): Double

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  60. def getColSampleByTree(): Double

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  61. def getColSampleRate(): Double

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  62. def getColSampleRatePerTree(): Double

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  63. def getCustomMetricFunc(): String

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  64. def getDataFrameSerializer(): String

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    Definition Classes
    HasDataFrameSerializer

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

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    Definition Classes
    Params

  66. def getDistribution(): String

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  67. def getDmatrixType(): String

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  68. def getEta(): Double

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  69. def getEvalMetric(): String

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  70. def getExportCheckpointsDir(): String

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  71. def getFoldAssignment(): String

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  72. def getFoldCol(): String

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  73. def getGainsliftBins(): Int

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  74. def getGamma(): Float

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  75. def getGpuId(): Array[Int]

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  76. def getGrowPolicy(): String

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  77. def getIgnoreConstCols(): Boolean

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  78. def getIgnoredCols(): Array[String]

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    Definition Classes
    HasIgnoredCols

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

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  80. def getKeepCrossValidationFoldAssignment(): Boolean

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  81. def getKeepCrossValidationModels(): Boolean

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  82. def getKeepCrossValidationPredictions(): Boolean

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  83. def getLabelCol(): String

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  84. def getLearnRate(): Double

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  85. def getMaxAbsLeafnodePred(): Float

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  86. def getMaxBins(): Int

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  87. def getMaxDeltaStep(): Float

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  88. def getMaxDepth(): Int

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  89. def getMaxLeaves(): Int

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  90. def getMaxRuntimeSecs(): Double

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  91. def getMinChildWeight(): Double

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  92. def getMinRows(): Double

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  93. def getMinSplitImprovement(): Float

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  94. def getModelId(): String

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

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    Definition Classes
    HasMonotoneConstraints

  96. def getNfolds(): Int

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  97. def getNormalizeType(): String

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  98. def getNthread(): Int

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  99. def getNtrees(): Int

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  100. def getOffsetCol(): String

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  101. def getOneDrop(): Boolean

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

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    Definition Classes
    Params

  103. def getParallelizeCrossValidation(): Boolean

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

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    Definition Classes
    Params

  105. def getQuietMode(): Boolean

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  106. def getRateDrop(): Float

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  107. def getRegAlpha(): Float

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  108. def getRegLambda(): Float

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  109. def getSampleRate(): Double

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  110. def getSampleType(): String

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  111. def getSaveMatrixDirectory(): String

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  112. def getScalePosWeight(): Float

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  113. def getScoreEachIteration(): Boolean

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  114. def getScoreEvalMetricOnly(): Boolean

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  115. def getScoreTreeInterval(): Int

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  116. def getSeed(): Long

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  117. def getSkipDrop(): Float

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  118. def getStoppingMetric(): String

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  119. def getStoppingRounds(): Int

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  120. def getStoppingTolerance(): Double

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  121. def getSubsample(): Double

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  122. def getTreeMethod(): String

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  123. def getTweediePower(): Double

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  124. def getWeightCol(): String

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  125. val gpuId: NullableIntArrayParam

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    Attributes
    protected

  126. val growPolicy: Param[String]

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    Attributes
    protected

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

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    Definition Classes
    Params

  128. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params

  129. def hashCode(): Int

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    Definition Classes
    AnyRef → Any

  130. val ignoreConstCols: BooleanParam

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    Attributes
    protected

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
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    ParameterConstructorMethods

  133. val interactionConstraints: NullableStringArrayArrayParam

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    Attributes
    protected

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

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    Definition Classes
    Params

  135. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any

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

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    Definition Classes
    Params

  137. val keepCrossValidationFoldAssignment: BooleanParam

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    Attributes
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  138. val keepCrossValidationModels: BooleanParam

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  139. val keepCrossValidationPredictions: BooleanParam

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  140. val labelCol: Param[String]

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    Attributes
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  141. val learnRate: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected

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

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    Attributes
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    ParameterConstructorMethods

  143. val maxAbsLeafnodePred: FloatParam

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    Attributes
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  144. val maxBins: IntParam

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    Attributes
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  145. val maxDeltaStep: FloatParam

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    Attributes
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  146. val maxDepth: IntParam

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    Attributes
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  147. val maxLeaves: IntParam

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    Attributes
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  148. val maxRuntimeSecs: org.apache.spark.ml.param.DoubleParam

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    Attributes
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  149. val minChildWeight: org.apache.spark.ml.param.DoubleParam

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  150. val minRows: org.apache.spark.ml.param.DoubleParam

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  151. val minSplitImprovement: FloatParam

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  152. val modelId: NullableStringParam

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    protected

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

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    Definition Classes
    AnyRef

  154. val nfolds: IntParam

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    protected

  155. val normalizeType: Param[String]

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    protected

  156. final def notify(): Unit

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    Definition Classes
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  157. final def notifyAll(): Unit

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    Definition Classes
    AnyRef

  158. val nthread: IntParam

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    protected

  159. val ntrees: IntParam

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

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    Attributes
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    ParameterConstructorMethods

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

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    ParameterConstructorMethods

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

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

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    ParameterConstructorMethods

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

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    ParameterConstructorMethods

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

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    ParameterConstructorMethods

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

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    ParameterConstructorMethods

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

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    ParameterConstructorMethods

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

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    ParameterConstructorMethods

  169. val offsetCol: NullableStringParam

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  170. val oneDrop: BooleanParam

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  171. val parallelizeCrossValidation: BooleanParam

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

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    Attributes
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    ParameterConstructorMethods

  173. def paramTag: ClassTag[XGBoostParameters]

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    protected

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

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    Definition Classes
    Params

  175. val quietMode: BooleanParam

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    Attributes
    protected

  176. val rateDrop: FloatParam

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  177. val regAlpha: FloatParam

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  178. val regLambda: FloatParam

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    Attributes
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  179. val sampleRate: org.apache.spark.ml.param.DoubleParam

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    Attributes
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  180. val sampleType: Param[String]

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    Attributes
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  181. val saveMatrixDirectory: NullableStringParam

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    Attributes
    protected

  182. val scalePosWeight: FloatParam

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  183. val scoreEachIteration: BooleanParam

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  184. val scoreEvalMetricOnly: BooleanParam

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  185. val scoreTreeInterval: IntParam

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  186. val seed: LongParam

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    protected

  187. final def set(paramPair: ParamPair[_]): H2OXGBoostParams.this.type

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    Params

  188. final def set(param: String, value: Any): H2OXGBoostParams.this.type

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    Params

  189. final def set[T](param: Param[T], value: T): H2OXGBoostParams.this.type

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    Definition Classes
    Params

  190. def setAucType(value: String): H2OXGBoostParams.this.type

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  191. def setBackend(value: String): H2OXGBoostParams.this.type

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  192. def setBooster(value: String): H2OXGBoostParams.this.type

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  193. def setBuildTreeOneNode(value: Boolean): H2OXGBoostParams.this.type

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  194. def setCalibrateModel(value: Boolean): H2OXGBoostParams.this.type

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  195. def setCalibrationDataFrame(value: DataFrame): H2OXGBoostParams.this.type

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    Definition Classes
    HasCalibrationDataFrame

  196. def setCalibrationMethod(value: String): H2OXGBoostParams.this.type

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  197. def setCategoricalEncoding(value: String): H2OXGBoostParams.this.type

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  198. def setColSampleByLevel(value: Double): H2OXGBoostParams.this.type

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  199. def setColSampleByNode(value: Double): H2OXGBoostParams.this.type

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  200. def setColSampleByTree(value: Double): H2OXGBoostParams.this.type

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  201. def setColSampleRate(value: Double): H2OXGBoostParams.this.type

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  202. def setColSampleRatePerTree(value: Double): H2OXGBoostParams.this.type

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  203. def setCustomMetricFunc(value: String): H2OXGBoostParams.this.type

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  204. final def setDefault(paramPairs: ParamPair[_]*): H2OXGBoostParams.this.type

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  205. final def setDefault[T](param: Param[T], value: T): H2OXGBoostParams.this.type

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    Params

  206. def setDistribution(value: String): H2OXGBoostParams.this.type

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  207. def setDmatrixType(value: String): H2OXGBoostParams.this.type

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  208. def setEta(value: Double): H2OXGBoostParams.this.type

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  209. def setEvalMetric(value: String): H2OXGBoostParams.this.type

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  210. def setExportCheckpointsDir(value: String): H2OXGBoostParams.this.type

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  211. def setFoldAssignment(value: String): H2OXGBoostParams.this.type

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  212. def setFoldCol(value: String): H2OXGBoostParams.this.type

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  213. def setGainsliftBins(value: Int): H2OXGBoostParams.this.type

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  214. def setGamma(value: Float): H2OXGBoostParams.this.type

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  215. def setGpuId(value: Array[Int]): H2OXGBoostParams.this.type

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  216. def setGrowPolicy(value: String): H2OXGBoostParams.this.type

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  217. def setIgnoreConstCols(value: Boolean): H2OXGBoostParams.this.type

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  218. def setIgnoredCols(value: Array[String]): H2OXGBoostParams.this.type

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    Definition Classes
    HasIgnoredCols

  219. def setInteractionConstraints(value: Array[Array[String]]): H2OXGBoostParams.this.type

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  220. def setKeepCrossValidationFoldAssignment(value: Boolean): H2OXGBoostParams.this.type

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  221. def setKeepCrossValidationModels(value: Boolean): H2OXGBoostParams.this.type

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  222. def setKeepCrossValidationPredictions(value: Boolean): H2OXGBoostParams.this.type

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  223. def setLabelCol(value: String): H2OXGBoostParams.this.type

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  224. def setLearnRate(value: Double): H2OXGBoostParams.this.type

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  225. def setMaxAbsLeafnodePred(value: Float): H2OXGBoostParams.this.type

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  226. def setMaxBins(value: Int): H2OXGBoostParams.this.type

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  227. def setMaxDeltaStep(value: Float): H2OXGBoostParams.this.type

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  228. def setMaxDepth(value: Int): H2OXGBoostParams.this.type

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  229. def setMaxLeaves(value: Int): H2OXGBoostParams.this.type

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  230. def setMaxRuntimeSecs(value: Double): H2OXGBoostParams.this.type

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  231. def setMinChildWeight(value: Double): H2OXGBoostParams.this.type

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  232. def setMinRows(value: Double): H2OXGBoostParams.this.type

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  233. def setMinSplitImprovement(value: Float): H2OXGBoostParams.this.type

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  234. def setModelId(value: String): H2OXGBoostParams.this.type

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  235. def setMonotoneConstraints(value: Map[String, Double]): H2OXGBoostParams.this.type

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    Definition Classes
    HasMonotoneConstraints

  236. def setNfolds(value: Int): H2OXGBoostParams.this.type

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  237. def setNormalizeType(value: String): H2OXGBoostParams.this.type

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  238. def setNthread(value: Int): H2OXGBoostParams.this.type

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  239. def setNtrees(value: Int): H2OXGBoostParams.this.type

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  240. def setOffsetCol(value: String): H2OXGBoostParams.this.type

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  241. def setOneDrop(value: Boolean): H2OXGBoostParams.this.type

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  242. def setParallelizeCrossValidation(value: Boolean): H2OXGBoostParams.this.type

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  243. def setQuietMode(value: Boolean): H2OXGBoostParams.this.type

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  244. def setRateDrop(value: Float): H2OXGBoostParams.this.type

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  245. def setRegAlpha(value: Float): H2OXGBoostParams.this.type

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  246. def setRegLambda(value: Float): H2OXGBoostParams.this.type

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  247. def setSampleRate(value: Double): H2OXGBoostParams.this.type

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  248. def setSampleType(value: String): H2OXGBoostParams.this.type

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  249. def setSaveMatrixDirectory(value: String): H2OXGBoostParams.this.type

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  250. def setScalePosWeight(value: Float): H2OXGBoostParams.this.type

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  251. def setScoreEachIteration(value: Boolean): H2OXGBoostParams.this.type

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  252. def setScoreEvalMetricOnly(value: Boolean): H2OXGBoostParams.this.type

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  253. def setScoreTreeInterval(value: Int): H2OXGBoostParams.this.type

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  254. def setSeed(value: Long): H2OXGBoostParams.this.type

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  255. def setSkipDrop(value: Float): H2OXGBoostParams.this.type

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  256. def setStoppingMetric(value: String): H2OXGBoostParams.this.type

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  257. def setStoppingRounds(value: Int): H2OXGBoostParams.this.type

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  258. def setStoppingTolerance(value: Double): H2OXGBoostParams.this.type

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  259. def setSubsample(value: Double): H2OXGBoostParams.this.type

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  260. def setTreeMethod(value: String): H2OXGBoostParams.this.type

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  261. def setTweediePower(value: Double): H2OXGBoostParams.this.type

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  262. def setWeightCol(value: String): H2OXGBoostParams.this.type

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  263. val skipDrop: FloatParam

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    Attributes
    protected

  264. val stoppingMetric: Param[String]

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    Attributes
    protected

  265. val stoppingRounds: IntParam

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    Attributes
    protected

  266. val stoppingTolerance: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  269. val subsample: org.apache.spark.ml.param.DoubleParam

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    protected

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

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    Definition Classes
    AnyRef

  271. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any

  272. val treeMethod: Param[String]

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    Attributes
    protected

  273. val tweediePower: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected

  274. final def wait(): Unit

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    Definition Classes
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    Annotations
    @throws( ... )

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

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    Definition Classes
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    Annotations
    @throws( ... )

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

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    Definition Classes
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    @throws( ... )

  277. val weightCol: NullableStringParam

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    Attributes
    protected

Inherited from HasIgnoredCols

Inherited from HasCalibrationDataFrame

Inherited from HasDataFrameSerializer

Inherited from HasMonotoneConstraints

Inherited from H2OAlgoParamsBase

Inherited from H2OFrameLifecycle

Inherited from ParameterConstructorMethods

Inherited from Params

Inherited from Serializable

Inherited from Serializable

Inherited from Identifiable

Inherited from AnyRef

Inherited from Any

Ungrouped