Trait

ai.h2o.sparkling.ml.params

H2OGBMParams

Related Doc: package params

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trait H2OGBMParams 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
H2OGBM, H2OGBMClassifier, H2OGBMRegressor
Ordering
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  2. By Inheritance
Inherited
  1. H2OGBMParams
  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
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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 balanceClasses: BooleanParam

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    Attributes
    protected

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

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    Attributes
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    Definition Classes
    ParameterConstructorMethods

  9. val buildTreeOneNode: BooleanParam

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    Attributes
    protected

  10. val calibrateModel: BooleanParam

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    Attributes
    protected

  11. val categoricalEncoding: Param[String]

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    Attributes
    protected

  12. val checkConstantResponse: BooleanParam

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    Attributes
    protected

  13. val classSamplingFactors: NullableFloatArrayParam

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    Attributes
    protected

  14. final def clear(param: Param[_]): H2OGBMParams.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 colSampleRate: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected

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

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    Attributes
    protected

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

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    Attributes
    protected

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  20. def convertDataFrameToH2OFrameKey(dataFrame: DataFrame): String

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

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

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    Attributes
    protected
    Definition Classes
    Params

  24. val customDistributionFunc: NullableStringParam

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    Attributes
    protected

  25. val customMetricFunc: NullableStringParam

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    Attributes
    protected

  26. final val dataFrameSerializer: Param[String]

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    Attributes
    protected
    Definition Classes
    HasDataFrameSerializer

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

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    Attributes
    protected
    Definition Classes
    Params

  28. val distribution: Param[String]

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    protected

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

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    Attributes
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    ParameterConstructorMethods

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

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    Attributes
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    ParameterConstructorMethods

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

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    Definition Classes
    AnyRef

  32. def equals(arg0: Any): Boolean

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    Definition Classes
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  33. def explainParam(param: Param[_]): String

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    Definition Classes
    Params

  34. def explainParams(): String

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    Definition Classes
    Params

  35. val exportCheckpointsDir: NullableStringParam

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    Attributes
    protected

  36. final def extractParamMap(): ParamMap

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  38. def finalize(): Unit

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

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  40. val foldAssignment: Param[String]

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    Attributes
    protected

  41. val foldCol: NullableStringParam

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    Attributes
    protected

  42. val gainsliftBins: IntParam

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    Attributes
    protected

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

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    Definition Classes
    Params

  44. def getAucType(): String

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  45. def getBalanceClasses(): Boolean

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  46. def getBuildTreeOneNode(): Boolean

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  47. def getCalibrateModel(): Boolean

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  48. def getCalibrationDataFrame(): DataFrame

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    Definition Classes
    HasCalibrationDataFrame

  49. def getCategoricalEncoding(): String

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  50. def getCheckConstantResponse(): Boolean

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

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    Definition Classes
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  52. def getClassSamplingFactors(): Array[Float]

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  53. def getColSampleRate(): Double

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  54. def getColSampleRateChangePerLevel(): Double

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  55. def getColSampleRatePerTree(): Double

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  56. def getCustomDistributionFunc(): String

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  57. def getCustomMetricFunc(): String

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  58. def getDataFrameSerializer(): String

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    Definition Classes
    HasDataFrameSerializer

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

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    Definition Classes
    Params

  60. def getDistribution(): String

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  61. def getExportCheckpointsDir(): String

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  62. def getFoldAssignment(): String

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  63. def getFoldCol(): String

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  64. def getGainsliftBins(): Int

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  65. def getHistogramType(): String

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  66. def getHuberAlpha(): Double

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  67. def getIgnoreConstCols(): Boolean

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  68. def getIgnoredCols(): Array[String]

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    Definition Classes
    HasIgnoredCols

  69. def getKeepCrossValidationFoldAssignment(): Boolean

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  70. def getKeepCrossValidationModels(): Boolean

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  71. def getKeepCrossValidationPredictions(): Boolean

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  72. def getLabelCol(): String

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  73. def getLearnRate(): Double

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  74. def getLearnRateAnnealing(): Double

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  75. def getMaxAbsLeafnodePred(): Double

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  76. def getMaxAfterBalanceSize(): Float

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  77. def getMaxConfusionMatrixSize(): Int

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  78. def getMaxDepth(): Int

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  79. def getMaxRuntimeSecs(): Double

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  80. def getMinRows(): Double

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  81. def getMinSplitImprovement(): Double

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  82. def getModelId(): String

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

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    Definition Classes
    HasMonotoneConstraints

  84. def getNbins(): Int

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  85. def getNbinsCats(): Int

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  86. def getNbinsTopLevel(): Int

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  87. def getNfolds(): Int

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  88. def getNtrees(): Int

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  89. def getOffsetCol(): String

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

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  92. def getPredNoiseBandwidth(): Double

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  93. def getQuantileAlpha(): Double

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  94. def getSampleRate(): Double

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  95. def getSampleRatePerClass(): Array[Double]

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  96. def getScoreEachIteration(): Boolean

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  97. def getScoreTreeInterval(): Int

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  98. def getSeed(): Long

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  99. def getStoppingMetric(): String

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  100. def getStoppingRounds(): Int

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  101. def getStoppingTolerance(): Double

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  102. def getTweediePower(): Double

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  103. def getWeightCol(): String

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

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    Definition Classes
    Params

  105. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params

  106. def hashCode(): Int

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    Definition Classes
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  107. val histogramType: Param[String]

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    Attributes
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  108. val huberAlpha: org.apache.spark.ml.param.DoubleParam

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    Attributes
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  109. val ignoreConstCols: BooleanParam

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    Attributes
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  110. def intArrayParam(name: String, doc: String): IntArrayParam

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    Attributes
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    ParameterConstructorMethods

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

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

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    Params

  113. final def isInstanceOf[T0]: Boolean

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

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  115. val keepCrossValidationFoldAssignment: BooleanParam

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  116. val keepCrossValidationModels: BooleanParam

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  117. val keepCrossValidationPredictions: BooleanParam

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  118. val labelCol: Param[String]

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  119. val learnRate: org.apache.spark.ml.param.DoubleParam

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  120. val learnRateAnnealing: org.apache.spark.ml.param.DoubleParam

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

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    ParameterConstructorMethods

  122. val maxAbsLeafnodePred: org.apache.spark.ml.param.DoubleParam

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  123. val maxAfterBalanceSize: FloatParam

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  124. val maxConfusionMatrixSize: IntParam

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  125. val maxDepth: IntParam

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  126. val maxRuntimeSecs: org.apache.spark.ml.param.DoubleParam

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    Attributes
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  127. val minRows: org.apache.spark.ml.param.DoubleParam

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  128. val minSplitImprovement: org.apache.spark.ml.param.DoubleParam

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  129. val modelId: NullableStringParam

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  130. val nbins: IntParam

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  131. val nbinsCats: IntParam

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  132. val nbinsTopLevel: IntParam

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

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    Definition Classes
    AnyRef

  134. val nfolds: IntParam

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    Attributes
    protected

  135. final def notify(): Unit

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    Definition Classes
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  136. final def notifyAll(): Unit

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    Definition Classes
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  137. val ntrees: IntParam

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    Attributes
    protected

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

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    ParameterConstructorMethods

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

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

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

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

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

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

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

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  146. val offsetCol: NullableStringParam

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

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    ParameterConstructorMethods

  148. def paramTag: ClassTag[GBMParameters]

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

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    Definition Classes
    Params

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

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  151. val quantileAlpha: org.apache.spark.ml.param.DoubleParam

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  152. val sampleRate: org.apache.spark.ml.param.DoubleParam

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  153. val sampleRatePerClass: NullableDoubleArrayParam

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  154. val scoreEachIteration: BooleanParam

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  155. val scoreTreeInterval: IntParam

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  156. val seed: LongParam

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  157. final def set(paramPair: ParamPair[_]): H2OGBMParams.this.type

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    Params

  158. final def set(param: String, value: Any): H2OGBMParams.this.type

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    Attributes
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    Params

  159. final def set[T](param: Param[T], value: T): H2OGBMParams.this.type

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    Definition Classes
    Params

  160. def setAucType(value: String): H2OGBMParams.this.type

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  161. def setBalanceClasses(value: Boolean): H2OGBMParams.this.type

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  162. def setBuildTreeOneNode(value: Boolean): H2OGBMParams.this.type

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  163. def setCalibrateModel(value: Boolean): H2OGBMParams.this.type

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  164. def setCalibrationDataFrame(value: DataFrame): H2OGBMParams.this.type

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    Definition Classes
    HasCalibrationDataFrame

  165. def setCategoricalEncoding(value: String): H2OGBMParams.this.type

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  166. def setCheckConstantResponse(value: Boolean): H2OGBMParams.this.type

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  167. def setClassSamplingFactors(value: Array[Float]): H2OGBMParams.this.type

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  168. def setColSampleRate(value: Double): H2OGBMParams.this.type

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  169. def setColSampleRateChangePerLevel(value: Double): H2OGBMParams.this.type

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  170. def setColSampleRatePerTree(value: Double): H2OGBMParams.this.type

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  171. def setCustomDistributionFunc(value: String): H2OGBMParams.this.type

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  172. def setCustomMetricFunc(value: String): H2OGBMParams.this.type

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  173. final def setDefault(paramPairs: ParamPair[_]*): H2OGBMParams.this.type

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    Attributes
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    Params

  174. final def setDefault[T](param: Param[T], value: T): H2OGBMParams.this.type

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    Params

  175. def setDistribution(value: String): H2OGBMParams.this.type

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  176. def setExportCheckpointsDir(value: String): H2OGBMParams.this.type

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  177. def setFoldAssignment(value: String): H2OGBMParams.this.type

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  178. def setFoldCol(value: String): H2OGBMParams.this.type

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  179. def setGainsliftBins(value: Int): H2OGBMParams.this.type

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  180. def setHistogramType(value: String): H2OGBMParams.this.type

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  181. def setHuberAlpha(value: Double): H2OGBMParams.this.type

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  182. def setIgnoreConstCols(value: Boolean): H2OGBMParams.this.type

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  183. def setIgnoredCols(value: Array[String]): H2OGBMParams.this.type

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    Definition Classes
    HasIgnoredCols

  184. def setKeepCrossValidationFoldAssignment(value: Boolean): H2OGBMParams.this.type

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  185. def setKeepCrossValidationModels(value: Boolean): H2OGBMParams.this.type

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  186. def setKeepCrossValidationPredictions(value: Boolean): H2OGBMParams.this.type

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  187. def setLabelCol(value: String): H2OGBMParams.this.type

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  188. def setLearnRate(value: Double): H2OGBMParams.this.type

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  189. def setLearnRateAnnealing(value: Double): H2OGBMParams.this.type

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  190. def setMaxAbsLeafnodePred(value: Double): H2OGBMParams.this.type

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  191. def setMaxAfterBalanceSize(value: Float): H2OGBMParams.this.type

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  192. def setMaxConfusionMatrixSize(value: Int): H2OGBMParams.this.type

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  193. def setMaxDepth(value: Int): H2OGBMParams.this.type

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  194. def setMaxRuntimeSecs(value: Double): H2OGBMParams.this.type

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  195. def setMinRows(value: Double): H2OGBMParams.this.type

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  196. def setMinSplitImprovement(value: Double): H2OGBMParams.this.type

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  197. def setModelId(value: String): H2OGBMParams.this.type

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  198. def setMonotoneConstraints(value: Map[String, Double]): H2OGBMParams.this.type

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    Definition Classes
    HasMonotoneConstraints

  199. def setNbins(value: Int): H2OGBMParams.this.type

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  200. def setNbinsCats(value: Int): H2OGBMParams.this.type

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  201. def setNbinsTopLevel(value: Int): H2OGBMParams.this.type

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  202. def setNfolds(value: Int): H2OGBMParams.this.type

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  203. def setNtrees(value: Int): H2OGBMParams.this.type

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  204. def setOffsetCol(value: String): H2OGBMParams.this.type

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  205. def setPredNoiseBandwidth(value: Double): H2OGBMParams.this.type

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  206. def setQuantileAlpha(value: Double): H2OGBMParams.this.type

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  207. def setSampleRate(value: Double): H2OGBMParams.this.type

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  208. def setSampleRatePerClass(value: Array[Double]): H2OGBMParams.this.type

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  209. def setScoreEachIteration(value: Boolean): H2OGBMParams.this.type

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  210. def setScoreTreeInterval(value: Int): H2OGBMParams.this.type

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  211. def setSeed(value: Long): H2OGBMParams.this.type

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  212. def setStoppingMetric(value: String): H2OGBMParams.this.type

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  213. def setStoppingRounds(value: Int): H2OGBMParams.this.type

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  214. def setStoppingTolerance(value: Double): H2OGBMParams.this.type

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  215. def setTweediePower(value: Double): H2OGBMParams.this.type

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  216. def setWeightCol(value: String): H2OGBMParams.this.type

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  217. val stoppingMetric: Param[String]

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    Attributes
    protected

  218. val stoppingRounds: IntParam

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    Attributes
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  219. val stoppingTolerance: org.apache.spark.ml.param.DoubleParam

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

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    ParameterConstructorMethods

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

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    ParameterConstructorMethods

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

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    Definition Classes
    AnyRef

  223. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any

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

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    Attributes
    protected

  225. final def wait(): Unit

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    Definition Classes
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    Annotations
    @throws( ... )

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

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    @throws( ... )

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

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    Definition Classes
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    @throws( ... )

  228. 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