Class/Object

ai.h2o.sparkling.ml.algos

H2OXGBoost

Related Docs: object H2OXGBoost | package algos

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class H2OXGBoost extends H2OTreeBasedSupervisedAlgorithm[XGBoostParameters] with H2OXGBoostParams with DistributionBasedH2OTrainFramePreparation

Linear Supertypes
DistributionBasedH2OTrainFramePreparation, H2OXGBoostParams, HasIgnoredCols, HasCalibrationDataFrame, HasMonotoneConstraints, H2OTreeBasedSupervisedAlgorithm[XGBoostParameters], H2OSupervisedAlgorithmWithFoldColumn[XGBoostParameters], H2OSupervisedAlgorithm[XGBoostParameters], H2OAlgorithm[XGBoostParameters], DefaultParamsWritable, MLWritable, H2OTrainFramePreparation, H2OAlgoCommonUtils, EstimatorCommonUtils, RestCommunication, RestEncodingUtils, H2OCommonParams, H2OAlgoParamsBase, H2OFrameLifecycle, ParameterConstructorMethods, H2OBaseMOJOParams, Logging, Estimator[H2OMOJOModel], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Known Subclasses
H2OXGBoostClassifier, H2OXGBoostRegressor
Ordering
  1. Alphabetic
  2. By Inheritance
Inherited
  1. H2OXGBoost
  2. DistributionBasedH2OTrainFramePreparation
  3. H2OXGBoostParams
  4. HasIgnoredCols
  5. HasCalibrationDataFrame
  6. HasMonotoneConstraints
  7. H2OTreeBasedSupervisedAlgorithm
  8. H2OSupervisedAlgorithmWithFoldColumn
  9. H2OSupervisedAlgorithm
  10. H2OAlgorithm
  11. DefaultParamsWritable
  12. MLWritable
  13. H2OTrainFramePreparation
  14. H2OAlgoCommonUtils
  15. EstimatorCommonUtils
  16. RestCommunication
  17. RestEncodingUtils
  18. H2OCommonParams
  19. H2OAlgoParamsBase
  20. H2OFrameLifecycle
  21. ParameterConstructorMethods
  22. H2OBaseMOJOParams
  23. Logging
  24. Estimator
  25. PipelineStage
  26. Logging
  27. Params
  28. Serializable
  29. Serializable
  30. Identifiable
  31. AnyRef
  32. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new H2OXGBoost()

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  2. new H2OXGBoost(uid: String)

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Type Members

  1. implicit class ParametersExtraMethods extends AnyRef

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    Definition Classes
    H2OAlgoParamsBase

Value Members

  1. final def !=(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

  2. final def ##(): Int

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    Definition Classes
    AnyRef → Any

  3. final def $[T](param: Param[T]): T

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    Attributes
    protected
    Definition Classes
    Params

  4. final def ==(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

  5. final def asInstanceOf[T0]: T0

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    Definition Classes
    Any

  6. val aucType: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  7. val backend: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  8. var binaryModel: Option[H2OBinaryModel]

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    Attributes
    protected
    Definition Classes
    H2OAlgoCommonUtils

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  10. val booster: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  11. val buildTreeOneNode: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  12. val calibrateModel: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  13. val categoricalEncoding: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

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

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    Definition Classes
    RestCommunication

  15. final def clear(param: Param[_]): H2OXGBoost.this.type

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    Definition Classes
    Params

  16. def clone(): AnyRef

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

  17. val colSampleByLevel: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  18. val colSampleByNode: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  19. val colSampleByTree: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  20. val colSampleRate: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  21. val colSampleRatePerTree: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  22. final val columnsToCategorical: StringArrayParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  24. def convertDataFrameToH2OFrameKey(dataFrame: DataFrame): String

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  25. final val convertInvalidNumbersToNa: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  27. def convertModelIdToKey(key: String): String

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    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils

  28. final val convertUnknownCategoricalLevelsToNa: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  30. def copy(extra: ParamMap): H2OXGBoost.this.type

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    Definition Classes
    H2OAlgorithm → Estimator → PipelineStage → Params

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    RestCommunication

  34. 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

  35. final val detailedPredictionCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

  36. val distribution: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  37. val dmatrixType: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    RestCommunication

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

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    Attributes
    protected
    Definition Classes
    RestCommunication

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

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    Definition Classes
    AnyRef

  43. def equals(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

  44. val eta: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

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

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    Definition Classes
    Params

  46. def explainParams(): String

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    Definition Classes
    Params

  47. val exportCheckpointsDir: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  48. final def extractParamMap(): ParamMap

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  50. final val featuresCols: StringArrayParam

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

  51. def finalize(): Unit

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

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

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    Definition Classes
    H2OXGBoost → H2OTreeBasedSupervisedAlgorithm → H2OSupervisedAlgorithm → H2OAlgorithm → Estimator

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

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

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

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

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

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

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  57. val foldAssignment: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  58. val foldCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  59. val gainsliftBins: IntParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  60. val gamma: FloatParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

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

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    Definition Classes
    Params

  62. def getAucType(): String

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    Definition Classes
    H2OXGBoostParams

  63. def getBackend(): String

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    Definition Classes
    H2OXGBoostParams

  64. def getBinaryModel(): H2OBinaryModel

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    Definition Classes
    H2OAlgoCommonUtils

  65. def getBooster(): String

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    Definition Classes
    H2OXGBoostParams

  66. def getBuildTreeOneNode(): Boolean

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    Definition Classes
    H2OXGBoostParams

  67. def getCalibrateModel(): Boolean

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    Definition Classes
    H2OXGBoostParams

  68. def getCalibrationDataFrame(): DataFrame

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    Definition Classes
    HasCalibrationDataFrame

  69. def getCategoricalEncoding(): String

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    Definition Classes
    H2OXGBoostParams

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

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    Definition Classes
    AnyRef → Any

  71. def getColSampleByLevel(): Double

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    Definition Classes
    H2OXGBoostParams

  72. def getColSampleByNode(): Double

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    Definition Classes
    H2OXGBoostParams

  73. def getColSampleByTree(): Double

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    Definition Classes
    H2OXGBoostParams

  74. def getColSampleRate(): Double

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    Definition Classes
    H2OXGBoostParams

  75. def getColSampleRatePerTree(): Double

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    Definition Classes
    H2OXGBoostParams

  76. def getColumnsToCategorical(): Array[String]

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    Definition Classes
    H2OCommonParams

  77. def getConvertInvalidNumbersToNa(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

  78. def getConvertUnknownCategoricalLevelsToNa(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

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

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    Definition Classes
    Params

  80. def getDetailedPredictionCol(): String

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    Definition Classes
    H2OBaseMOJOParams

  81. def getDistribution(): String

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    Definition Classes
    H2OXGBoostParams

  82. def getDmatrixType(): String

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    Definition Classes
    H2OXGBoostParams

  83. def getEta(): Double

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    Definition Classes
    H2OXGBoostParams

  84. def getExportCheckpointsDir(): String

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    Definition Classes
    H2OXGBoostParams

  85. def getFeaturesCols(): Array[String]

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    Definition Classes
    H2OCommonParams → H2OBaseMOJOParams

  86. def getFoldAssignment(): String

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    Definition Classes
    H2OXGBoostParams

  87. def getFoldCol(): String

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    Definition Classes
    H2OXGBoostParams

  88. def getGainsliftBins(): Int

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    Definition Classes
    H2OXGBoostParams

  89. def getGamma(): Float

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    Definition Classes
    H2OXGBoostParams

  90. def getGpuId(): Array[Int]

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    Definition Classes
    H2OXGBoostParams

  91. def getGrowPolicy(): String

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    Definition Classes
    H2OXGBoostParams

  92. def getIgnoreConstCols(): Boolean

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    Definition Classes
    H2OXGBoostParams

  93. def getIgnoredCols(): Array[String]

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    Definition Classes
    HasIgnoredCols

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

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    Definition Classes
    H2OXGBoostParams

  95. def getKeepCrossValidationFoldAssignment(): Boolean

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    Definition Classes
    H2OXGBoostParams

  96. def getKeepCrossValidationModels(): Boolean

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    Definition Classes
    H2OXGBoostParams

  97. def getKeepCrossValidationPredictions(): Boolean

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    Definition Classes
    H2OXGBoostParams

  98. def getLabelCol(): String

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    Definition Classes
    H2OXGBoostParams

  99. def getLearnRate(): Double

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    Definition Classes
    H2OXGBoostParams

  100. def getMaxAbsLeafnodePred(): Float

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    Definition Classes
    H2OXGBoostParams

  101. def getMaxBins(): Int

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    Definition Classes
    H2OXGBoostParams

  102. def getMaxDeltaStep(): Float

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    Definition Classes
    H2OXGBoostParams

  103. def getMaxDepth(): Int

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    Definition Classes
    H2OXGBoostParams

  104. def getMaxLeaves(): Int

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    Definition Classes
    H2OXGBoostParams

  105. def getMaxRuntimeSecs(): Double

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    Definition Classes
    H2OXGBoostParams

  106. def getMinChildWeight(): Double

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    Definition Classes
    H2OXGBoostParams

  107. def getMinRows(): Double

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    Definition Classes
    H2OXGBoostParams

  108. def getMinSplitImprovement(): Float

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    Definition Classes
    H2OXGBoostParams

  109. def getModelId(): String

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    Definition Classes
    H2OXGBoostParams

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

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    Definition Classes
    HasMonotoneConstraints

  111. def getNamedMojoOutputColumns(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

  112. def getNfolds(): Int

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    Definition Classes
    H2OXGBoostParams

  113. def getNormalizeType(): String

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    Definition Classes
    H2OXGBoostParams

  114. def getNthread(): Int

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    Definition Classes
    H2OXGBoostParams

  115. def getNtrees(): Int

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    Definition Classes
    H2OXGBoostParams

  116. def getOffsetCol(): String

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    Definition Classes
    H2OXGBoostParams

  117. def getOneDrop(): Boolean

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    Definition Classes
    H2OXGBoostParams

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

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  120. def getPredictionCol(): String

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    Definition Classes
    H2OBaseMOJOParams

  121. def getQuietMode(): Boolean

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    Definition Classes
    H2OXGBoostParams

  122. def getRateDrop(): Float

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    Definition Classes
    H2OXGBoostParams

  123. def getRegAlpha(): Float

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    Definition Classes
    H2OXGBoostParams

  124. def getRegLambda(): Float

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    Definition Classes
    H2OXGBoostParams

  125. def getSampleRate(): Double

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    Definition Classes
    H2OXGBoostParams

  126. def getSampleType(): String

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    Definition Classes
    H2OXGBoostParams

  127. def getSaveMatrixDirectory(): String

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    Definition Classes
    H2OXGBoostParams

  128. def getScoreEachIteration(): Boolean

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    Definition Classes
    H2OXGBoostParams

  129. def getScoreTreeInterval(): Int

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    Definition Classes
    H2OXGBoostParams

  130. def getSeed(): Long

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    Definition Classes
    H2OXGBoostParams

  131. def getSkipDrop(): Float

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    Definition Classes
    H2OXGBoostParams

  132. def getSplitRatio(): Double

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    Definition Classes
    H2OCommonParams

  133. def getStoppingMetric(): String

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    Definition Classes
    H2OXGBoostParams

  134. def getStoppingRounds(): Int

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    Definition Classes
    H2OXGBoostParams

  135. def getStoppingTolerance(): Double

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    Definition Classes
    H2OXGBoostParams

  136. def getSubsample(): Double

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    Definition Classes
    H2OXGBoostParams

  137. def getTreeMethod(): String

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    Definition Classes
    H2OXGBoostParams

  138. def getTweediePower(): Double

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    Definition Classes
    H2OXGBoostParams

  139. def getValidationDataFrame(): DataFrame

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    Definition Classes
    H2OCommonParams

  140. def getWeightCol(): String

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    Definition Classes
    H2OXGBoostParams

  141. def getWithContributions(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

  142. def getWithLeafNodeAssignments(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

  143. def getWithStageResults(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

  144. val gpuId: NullableIntArrayParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  145. val growPolicy: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

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

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    Definition Classes
    Params

  147. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params

  148. def hashCode(): Int

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    Definition Classes
    AnyRef → Any

  149. val ignoreConstCols: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

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

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    Attributes
    protected
    Definition Classes
    Logging

  151. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  152. 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

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

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    Definition Classes
    RestCommunication

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  156. val interactionConstraints: NullableStringArrayArrayParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

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

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    Definition Classes
    Params

  158. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any

  159. def isPrimitiveType(value: Any): Boolean

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Definition Classes
    Params

  161. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging

  162. val keepCrossValidationFoldAssignment: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  163. val keepCrossValidationModels: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  164. val keepCrossValidationPredictions: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  165. val labelCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  166. val learnRate: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  167. def log: Logger

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

  174. def logName: String

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  180. val maxAbsLeafnodePred: FloatParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  181. val maxBins: IntParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  182. val maxDeltaStep: FloatParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  183. val maxDepth: IntParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  184. val maxLeaves: IntParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  185. val maxRuntimeSecs: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  186. val minChildWeight: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  187. val minRows: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  188. val minSplitImprovement: FloatParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  189. val modelId: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  190. final val namedMojoOutputColumns: Param[Boolean]

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

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

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    Definition Classes
    AnyRef

  192. val nfolds: IntParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  193. val normalizeType: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  194. final def notify(): Unit

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    Definition Classes
    AnyRef

  195. final def notifyAll(): Unit

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    Definition Classes
    AnyRef

  196. val nthread: IntParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  197. val ntrees: IntParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  206. val offsetCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  207. val oneDrop: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  209. def paramTag: ClassTag[XGBoostParameters]

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  210. var parameters: XGBoostParameters

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    Attributes
    protected
    Definition Classes
    H2OAlgorithm

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

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    Definition Classes
    Params

  212. final val predictionCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

  213. def prepareH2OTrainFrameForFitting(trainFrame: H2OFrame): Unit

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    Attributes
    protected
    Definition Classes
    DistributionBasedH2OTrainFramePreparation → H2OTrainFramePreparation

  214. def query[ResultType](endpoint: URI, suffix: String, conf: H2OConf, params: Map[String, Any], skippedFields: Seq[(Class[_], String)], confirmationLoggingLevel: LoggingLevel)(implicit arg0: ClassTag[ResultType]): ResultType

    Permalink
    Definition Classes
    RestCommunication

  215. val quietMode: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  216. val rateDrop: FloatParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  217. def readURLContent(endpoint: URI, requestType: String, suffix: String, conf: H2OConf, params: Map[String, Any], encodeParamsAsJson: Boolean, file: Option[String], confirmationLoggingLevel: LoggingLevel): InputStream

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    Attributes
    protected
    Definition Classes
    RestCommunication

  218. val regAlpha: FloatParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  219. val regLambda: FloatParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  220. 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

    Permalink
    Definition Classes
    RestCommunication

  221. val sampleRate: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  222. val sampleType: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  223. def sanitize(colName: String): String

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    Definition Classes
    H2OAlgoCommonUtils

  224. def save(path: String): Unit

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

  225. val saveMatrixDirectory: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  226. val scoreEachIteration: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  227. val scoreTreeInterval: IntParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  228. val seed: LongParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  229. final def set(paramPair: ParamPair[_]): H2OXGBoost.this.type

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    Attributes
    protected
    Definition Classes
    Params

  230. final def set(param: String, value: Any): H2OXGBoost.this.type

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    Attributes
    protected
    Definition Classes
    Params

  231. final def set[T](param: Param[T], value: T): H2OXGBoost.this.type

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    Definition Classes
    Params

  232. def setAucType(value: String): H2OXGBoost.this.type

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    Definition Classes
    H2OXGBoostParams

  233. def setBackend(value: String): H2OXGBoost.this.type

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    Definition Classes
    H2OXGBoostParams

  234. def setBooster(value: String): H2OXGBoost.this.type

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    Definition Classes
    H2OXGBoostParams

  235. def setBuildTreeOneNode(value: Boolean): H2OXGBoost.this.type

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    Definition Classes
    H2OXGBoostParams

  236. def setCalibrateModel(value: Boolean): H2OXGBoost.this.type

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    Definition Classes
    H2OXGBoostParams

  237. def setCalibrationDataFrame(value: DataFrame): H2OXGBoost.this.type

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    Definition Classes
    HasCalibrationDataFrame

  238. def setCategoricalEncoding(value: String): H2OXGBoost.this.type

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    Definition Classes
    H2OXGBoostParams

  239. def setColSampleByLevel(value: Double): H2OXGBoost.this.type

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    Definition Classes
    H2OXGBoostParams

  240. def setColSampleByNode(value: Double): H2OXGBoost.this.type

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    Definition Classes
    H2OXGBoostParams

  241. def setColSampleByTree(value: Double): H2OXGBoost.this.type

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    Definition Classes
    H2OXGBoostParams

  242. def setColSampleRate(value: Double): H2OXGBoost.this.type

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    Definition Classes
    H2OXGBoostParams

  243. def setColSampleRatePerTree(value: Double): H2OXGBoost.this.type

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    Definition Classes
    H2OXGBoostParams

  244. def setColumnsToCategorical(columnNames: ArrayList[String]): H2OXGBoost.this.type

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    Definition Classes
    H2OCommonParams

  245. def setColumnsToCategorical(columns: Array[String]): H2OXGBoost.this.type

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    Definition Classes
    H2OCommonParams

  246. def setColumnsToCategorical(first: String, others: String*): H2OXGBoost.this.type

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    Definition Classes
    H2OCommonParams

  247. def setConvertInvalidNumbersToNa(value: Boolean): H2OXGBoost.this.type

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    Definition Classes
    H2OCommonParams

  248. def setConvertUnknownCategoricalLevelsToNa(value: Boolean): H2OXGBoost.this.type

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    Definition Classes
    H2OCommonParams

  249. final def setDefault(paramPairs: ParamPair[_]*): H2OXGBoost.this.type

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    Attributes
    protected
    Definition Classes
    Params

  250. final def setDefault[T](param: Param[T], value: T): H2OXGBoost.this.type

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    Attributes
    protected
    Definition Classes
    Params

  251. def setDetailedPredictionCol(columnName: String): H2OXGBoost.this.type

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    Definition Classes
    H2OCommonParams

  252. def setDistribution(value: String): H2OXGBoost.this.type

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    Definition Classes
    H2OXGBoostParams

  253. def setDmatrixType(value: String): H2OXGBoost.this.type

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    Definition Classes
    H2OXGBoostParams

  254. def setEta(value: Double): H2OXGBoost.this.type

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    Definition Classes
    H2OXGBoostParams

  255. def setExportCheckpointsDir(value: String): H2OXGBoost.this.type

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    Definition Classes
    H2OXGBoostParams

  256. def setFeaturesCol(first: String): H2OXGBoost.this.type

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    Definition Classes
    H2OCommonParams

  257. def setFeaturesCols(columnNames: ArrayList[String]): H2OXGBoost.this.type

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    Definition Classes
    H2OCommonParams

  258. def setFeaturesCols(columnNames: Array[String]): H2OXGBoost.this.type

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    Definition Classes
    H2OCommonParams

  259. def setFeaturesCols(first: String, others: String*): H2OXGBoost.this.type

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    Definition Classes
    H2OCommonParams

  260. def setFoldAssignment(value: String): H2OXGBoost.this.type

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    Definition Classes
    H2OXGBoostParams

  261. def setFoldCol(value: String): H2OXGBoost.this.type

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    Definition Classes
    H2OXGBoostParams

  262. def setGainsliftBins(value: Int): H2OXGBoost.this.type

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    Definition Classes
    H2OXGBoostParams

  263. def setGamma(value: Float): H2OXGBoost.this.type

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    Definition Classes
    H2OXGBoostParams

  264. def setGpuId(value: Array[Int]): H2OXGBoost.this.type

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    Definition Classes
    H2OXGBoostParams

  265. def setGrowPolicy(value: String): H2OXGBoost.this.type

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    Definition Classes
    H2OXGBoostParams

  266. def setIgnoreConstCols(value: Boolean): H2OXGBoost.this.type

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    Definition Classes
    H2OXGBoostParams

  267. def setIgnoredCols(value: Array[String]): H2OXGBoost.this.type

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    Definition Classes
    HasIgnoredCols

  268. def setInteractionConstraints(value: Array[Array[String]]): H2OXGBoost.this.type

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    Definition Classes
    H2OXGBoostParams

  269. def setKeepCrossValidationFoldAssignment(value: Boolean): H2OXGBoost.this.type

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    Definition Classes
    H2OXGBoostParams

  270. def setKeepCrossValidationModels(value: Boolean): H2OXGBoost.this.type

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    Definition Classes
    H2OXGBoostParams

  271. def setKeepCrossValidationPredictions(value: Boolean): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OXGBoostParams

  272. def setLabelCol(value: String): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OXGBoostParams

  273. def setLearnRate(value: Double): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OXGBoostParams

  274. def setMaxAbsLeafnodePred(value: Float): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OXGBoostParams

  275. def setMaxBins(value: Int): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OXGBoostParams

  276. def setMaxDeltaStep(value: Float): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OXGBoostParams

  277. def setMaxDepth(value: Int): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OXGBoostParams

  278. def setMaxLeaves(value: Int): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OXGBoostParams

  279. def setMaxRuntimeSecs(value: Double): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OXGBoostParams

  280. def setMinChildWeight(value: Double): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OXGBoostParams

  281. def setMinRows(value: Double): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OXGBoostParams

  282. def setMinSplitImprovement(value: Float): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OXGBoostParams

  283. def setModelId(value: String): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OXGBoostParams

  284. def setMonotoneConstraints(value: Map[String, Double]): H2OXGBoost.this.type

    Permalink
    Definition Classes
    HasMonotoneConstraints

  285. def setNamedMojoOutputColumns(value: Boolean): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OCommonParams

  286. def setNfolds(value: Int): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OXGBoostParams

  287. def setNormalizeType(value: String): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OXGBoostParams

  288. def setNthread(value: Int): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OXGBoostParams

  289. def setNtrees(value: Int): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OXGBoostParams

  290. def setOffsetCol(value: String): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OXGBoostParams

  291. def setOneDrop(value: Boolean): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OXGBoostParams

  292. def setPredictionCol(columnName: String): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OCommonParams

  293. def setQuietMode(value: Boolean): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OXGBoostParams

  294. def setRateDrop(value: Float): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OXGBoostParams

  295. def setRegAlpha(value: Float): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OXGBoostParams

  296. def setRegLambda(value: Float): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OXGBoostParams

  297. def setSampleRate(value: Double): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OXGBoostParams

  298. def setSampleType(value: String): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OXGBoostParams

  299. def setSaveMatrixDirectory(value: String): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OXGBoostParams

  300. def setScoreEachIteration(value: Boolean): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OXGBoostParams

  301. def setScoreTreeInterval(value: Int): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OXGBoostParams

  302. def setSeed(value: Long): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OXGBoostParams

  303. def setSkipDrop(value: Float): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OXGBoostParams

  304. def setSplitRatio(ratio: Double): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OCommonParams

  305. def setStoppingMetric(value: String): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OXGBoostParams

  306. def setStoppingRounds(value: Int): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OXGBoostParams

  307. def setStoppingTolerance(value: Double): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OXGBoostParams

  308. def setSubsample(value: Double): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OXGBoostParams

  309. def setTreeMethod(value: String): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OXGBoostParams

  310. def setTweediePower(value: Double): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OXGBoostParams

  311. def setValidationDataFrame(dataFrame: DataFrame): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OCommonParams

  312. def setWeightCol(value: String): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OXGBoostParams

  313. def setWithContributions(enabled: Boolean): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OCommonParams

  314. def setWithDetailedPredictionCol(enabled: Boolean): H2OXGBoost.this.type

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

  315. def setWithLeafNodeAssignments(enabled: Boolean): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OCommonParams

  316. def setWithStageResults(enabled: Boolean): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OCommonParams

  317. val skipDrop: FloatParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  318. final val splitRatio: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  319. val stoppingMetric: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  320. val stoppingRounds: IntParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  321. val stoppingTolerance: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  324. def stringify(value: Any): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

  329. def stringifyPrimitiveParam(value: Any): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

  330. val subsample: DoubleParam

    Permalink
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    AnyRef

  332. def toString(): String

    Permalink
    Definition Classes
    Identifiable → AnyRef → Any

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

    Permalink
    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils

  334. def transformSchema(schema: StructType): StructType

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

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

    Permalink
    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()

  336. val treeMethod: Param[String]

    Permalink
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  337. val tweediePower: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  338. val uid: String

    Permalink
    Definition Classes
    H2OXGBoost → Identifiable

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

    Permalink
    Definition Classes
    RestCommunication

  340. final val validationDataFrame: NullableDataFrameParam

    Permalink
    Attributes
    protected
    Definition Classes
    H2OCommonParams

  341. final def wait(): Unit

    Permalink
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

    Permalink
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

    Permalink
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  344. val weightCol: NullableStringParam

    Permalink
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  345. final val withContributions: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

  346. final val withDetailedPredictionCol: BooleanParam

    Permalink
    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

  347. final val withLeafNodeAssignments: BooleanParam

    Permalink
    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

  348. final val withStageResults: BooleanParam

    Permalink
    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

  349. 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 DistributionBasedH2OTrainFramePreparation

Inherited from H2OXGBoostParams

Inherited from HasIgnoredCols

Inherited from HasCalibrationDataFrame

Inherited from HasMonotoneConstraints

Inherited from H2OTreeBasedSupervisedAlgorithm[XGBoostParameters]

Inherited from H2OSupervisedAlgorithmWithFoldColumn[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 H2OFrameLifecycle

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