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], H2OAlgorithmCommonParams, H2OAlgorithmMOJOParams, H2OEstimator[XGBoostParameters], DefaultParamsWritable, MLWritable, H2OTrainFramePreparation, H2OAlgoCommonUtils, EstimatorCommonUtils, RestCommunication, RestEncodingUtils, Logging, H2OCommonParams, H2OBaseMOJOParams, HasDataFrameSerializer, H2OAlgoParamsBase, H2OFrameLifecycle, ParameterConstructorMethods, Estimator[H2OMOJOModel], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Known Subclasses
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. H2OAlgorithmCommonParams
  12. H2OAlgorithmMOJOParams
  13. H2OEstimator
  14. DefaultParamsWritable
  15. MLWritable
  16. H2OTrainFramePreparation
  17. H2OAlgoCommonUtils
  18. EstimatorCommonUtils
  19. RestCommunication
  20. RestEncodingUtils
  21. Logging
  22. H2OCommonParams
  23. H2OBaseMOJOParams
  24. HasDataFrameSerializer
  25. H2OAlgoParamsBase
  26. H2OFrameLifecycle
  27. ParameterConstructorMethods
  28. Estimator
  29. PipelineStage
  30. Logging
  31. Params
  32. Serializable
  33. Serializable
  34. Identifiable
  35. AnyRef
  36. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new 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
    H2OEstimator → Estimator → PipelineStage → Params

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

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    Attributes
    protected
    Definition Classes
    Params

  32. def createMOJOSettings(): H2OMOJOSettings

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    Attributes
    protected
    Definition Classes
    H2OAlgorithm → H2OEstimator

  33. def createMOJOUID(): String

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    Attributes
    protected
    Definition Classes
    H2OEstimator

  34. final val dataFrameSerializer: Param[String]

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    Attributes
    protected
    Definition Classes
    HasDataFrameSerializer

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    RestCommunication

  37. 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

  38. final val detailedPredictionCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams

  39. val distribution: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  40. val dmatrixType: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    RestCommunication

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

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    Attributes
    protected
    Definition Classes
    RestCommunication

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

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    Definition Classes
    AnyRef

  46. def equals(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

  47. val eta: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

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

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    Definition Classes
    Params

  49. def explainParams(): String

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    Definition Classes
    Params

  50. val exportCheckpointsDir: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  51. final def extractParamMap(): ParamMap

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  53. final val featuresCols: StringArrayParam

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    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams

  54. def finalize(): Unit

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

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

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    Definition Classes
    H2OXGBoost → H2OTreeBasedSupervisedAlgorithm → H2OSupervisedAlgorithm → H2OAlgorithm → H2OEstimator → Estimator

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

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

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

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

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

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

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  60. val foldAssignment: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  61. val foldCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  62. val gainsliftBins: IntParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  63. val gamma: FloatParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

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

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    Definition Classes
    Params

  65. def getAucType(): String

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    Definition Classes
    H2OXGBoostParams

  66. def getBackend(): String

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    Definition Classes
    H2OXGBoostParams

  67. def getBinaryModel(): H2OBinaryModel

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    Definition Classes
    H2OAlgoCommonUtils

  68. def getBooster(): String

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    Definition Classes
    H2OXGBoostParams

  69. def getBuildTreeOneNode(): Boolean

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    Definition Classes
    H2OXGBoostParams

  70. def getCalibrateModel(): Boolean

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    Definition Classes
    H2OXGBoostParams

  71. def getCalibrationDataFrame(): DataFrame

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    Definition Classes
    HasCalibrationDataFrame

  72. def getCategoricalEncoding(): String

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    Definition Classes
    H2OXGBoostParams

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

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    Definition Classes
    AnyRef → Any

  74. def getColSampleByLevel(): Double

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    Definition Classes
    H2OXGBoostParams

  75. def getColSampleByNode(): Double

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    Definition Classes
    H2OXGBoostParams

  76. def getColSampleByTree(): Double

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    Definition Classes
    H2OXGBoostParams

  77. def getColSampleRate(): Double

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    Definition Classes
    H2OXGBoostParams

  78. def getColSampleRatePerTree(): Double

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    Definition Classes
    H2OXGBoostParams

  79. def getColumnsToCategorical(): Array[String]

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    Definition Classes
    H2OCommonParams

  80. def getConvertInvalidNumbersToNa(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

  81. def getConvertUnknownCategoricalLevelsToNa(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

  82. def getDataFrameSerializer(): String

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    Definition Classes
    HasDataFrameSerializer

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

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    Definition Classes
    Params

  84. def getDetailedPredictionCol(): String

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    Definition Classes
    H2OAlgorithmMOJOParams

  85. def getDistribution(): String

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    Definition Classes
    H2OXGBoostParams

  86. def getDmatrixType(): String

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    Definition Classes
    H2OXGBoostParams

  87. def getEta(): Double

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    Definition Classes
    H2OXGBoostParams

  88. def getExportCheckpointsDir(): String

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    Definition Classes
    H2OXGBoostParams

  89. def getFeaturesCols(): Array[String]

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    Definition Classes
    H2OAlgorithmCommonParams → H2OAlgorithmMOJOParams

  90. def getFoldAssignment(): String

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    Definition Classes
    H2OXGBoostParams

  91. def getFoldCol(): String

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    Definition Classes
    H2OXGBoostParams

  92. def getGainsliftBins(): Int

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    Definition Classes
    H2OXGBoostParams

  93. def getGamma(): Float

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    Definition Classes
    H2OXGBoostParams

  94. def getGpuId(): Array[Int]

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    Definition Classes
    H2OXGBoostParams

  95. def getGrowPolicy(): String

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    Definition Classes
    H2OXGBoostParams

  96. def getIgnoreConstCols(): Boolean

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    Definition Classes
    H2OXGBoostParams

  97. def getIgnoredCols(): Array[String]

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    Definition Classes
    HasIgnoredCols

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

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    Definition Classes
    H2OXGBoostParams

  99. def getKeepBinaryModels(): Boolean

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    Definition Classes
    H2OCommonParams

  100. def getKeepCrossValidationFoldAssignment(): Boolean

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    Definition Classes
    H2OXGBoostParams

  101. def getKeepCrossValidationModels(): Boolean

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    Definition Classes
    H2OXGBoostParams

  102. def getKeepCrossValidationPredictions(): Boolean

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    Definition Classes
    H2OXGBoostParams

  103. def getLabelCol(): String

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    Definition Classes
    H2OXGBoostParams

  104. def getLearnRate(): Double

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    Definition Classes
    H2OXGBoostParams

  105. def getMaxAbsLeafnodePred(): Float

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    Definition Classes
    H2OXGBoostParams

  106. def getMaxBins(): Int

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    Definition Classes
    H2OXGBoostParams

  107. def getMaxDeltaStep(): Float

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    Definition Classes
    H2OXGBoostParams

  108. def getMaxDepth(): Int

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    Definition Classes
    H2OXGBoostParams

  109. def getMaxLeaves(): Int

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    Definition Classes
    H2OXGBoostParams

  110. def getMaxRuntimeSecs(): Double

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    Definition Classes
    H2OXGBoostParams

  111. def getMinChildWeight(): Double

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    Definition Classes
    H2OXGBoostParams

  112. def getMinRows(): Double

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    Definition Classes
    H2OXGBoostParams

  113. def getMinSplitImprovement(): Float

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    Definition Classes
    H2OXGBoostParams

  114. def getModelId(): String

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    Definition Classes
    H2OXGBoostParams

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

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    Definition Classes
    HasMonotoneConstraints

  116. def getNamedMojoOutputColumns(): Boolean

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    Definition Classes
    H2OAlgorithmMOJOParams

  117. def getNfolds(): Int

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    Definition Classes
    H2OXGBoostParams

  118. def getNormalizeType(): String

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    Definition Classes
    H2OXGBoostParams

  119. def getNthread(): Int

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    Definition Classes
    H2OXGBoostParams

  120. def getNtrees(): Int

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    Definition Classes
    H2OXGBoostParams

  121. def getOffsetCol(): String

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    Definition Classes
    H2OXGBoostParams

  122. def getOneDrop(): Boolean

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    Definition Classes
    H2OXGBoostParams

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

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  125. def getPredictionCol(): String

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    Definition Classes
    H2OAlgorithmMOJOParams

  126. def getQuietMode(): Boolean

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    Definition Classes
    H2OXGBoostParams

  127. def getRateDrop(): Float

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    Definition Classes
    H2OXGBoostParams

  128. def getRegAlpha(): Float

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    Definition Classes
    H2OXGBoostParams

  129. def getRegLambda(): Float

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    Definition Classes
    H2OXGBoostParams

  130. def getSampleRate(): Double

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    Definition Classes
    H2OXGBoostParams

  131. def getSampleType(): String

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    Definition Classes
    H2OXGBoostParams

  132. def getSaveMatrixDirectory(): String

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    Definition Classes
    H2OXGBoostParams

  133. def getScalePosWeight(): Float

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    Definition Classes
    H2OXGBoostParams

  134. def getScoreEachIteration(): Boolean

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    Definition Classes
    H2OXGBoostParams

  135. def getScoreTreeInterval(): Int

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    Definition Classes
    H2OXGBoostParams

  136. def getSeed(): Long

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    Definition Classes
    H2OXGBoostParams

  137. def getSkipDrop(): Float

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    Definition Classes
    H2OXGBoostParams

  138. def getSplitRatio(): Double

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    Definition Classes
    H2OCommonParams

  139. def getStoppingMetric(): String

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    Definition Classes
    H2OXGBoostParams

  140. def getStoppingRounds(): Int

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    Definition Classes
    H2OXGBoostParams

  141. def getStoppingTolerance(): Double

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    Definition Classes
    H2OXGBoostParams

  142. def getSubsample(): Double

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    Definition Classes
    H2OXGBoostParams

  143. def getTreeMethod(): String

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    Definition Classes
    H2OXGBoostParams

  144. def getTweediePower(): Double

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    Definition Classes
    H2OXGBoostParams

  145. def getValidationDataFrame(): DataFrame

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    Definition Classes
    H2OCommonParams

  146. def getWeightCol(): String

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    Definition Classes
    H2OXGBoostParams

  147. def getWithContributions(): Boolean

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    Definition Classes
    H2OAlgorithmMOJOParams

  148. def getWithLeafNodeAssignments(): Boolean

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    Definition Classes
    H2OAlgorithmMOJOParams

  149. def getWithStageResults(): Boolean

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    Definition Classes
    H2OAlgorithmMOJOParams

  150. val gpuId: NullableIntArrayParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  151. val growPolicy: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

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

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    Definition Classes
    Params

  153. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params

  154. def hashCode(): Int

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    Definition Classes
    AnyRef → Any

  155. val ignoreConstCols: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

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

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    Attributes
    protected
    Definition Classes
    Logging

  157. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  158. 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

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

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    Definition Classes
    RestCommunication

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  162. val interactionConstraints: NullableStringArrayArrayParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

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

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    Definition Classes
    Params

  164. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any

  165. def isPrimitiveType(value: Any): Boolean

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Definition Classes
    Params

  167. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging

  168. final val keepBinaryModels: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  169. val keepCrossValidationFoldAssignment: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  170. val keepCrossValidationModels: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  171. val keepCrossValidationPredictions: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  172. val labelCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  173. val learnRate: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  174. def log: Logger

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

  181. def logName: String

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  187. val maxAbsLeafnodePred: FloatParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  188. val maxBins: IntParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  189. val maxDeltaStep: FloatParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  190. val maxDepth: IntParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  191. val maxLeaves: IntParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  192. val maxRuntimeSecs: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  193. val minChildWeight: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  194. val minRows: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  195. val minSplitImprovement: FloatParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  196. val modelId: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  197. final val namedMojoOutputColumns: Param[Boolean]

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    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams

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

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    Definition Classes
    AnyRef

  199. val nfolds: IntParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  200. val normalizeType: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  201. final def notify(): Unit

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    Definition Classes
    AnyRef

  202. final def notifyAll(): Unit

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    Definition Classes
    AnyRef

  203. val nthread: IntParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  204. val ntrees: IntParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  213. val offsetCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  214. val oneDrop: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  216. def paramTag: ClassTag[XGBoostParameters]

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  217. var parameters: XGBoostParameters

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    Attributes
    protected
    Definition Classes
    H2OEstimator

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

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    Definition Classes
    Params

  219. final val predictionCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams

  220. def prepareH2OTrainFrameForFitting(trainFrame: H2OFrame): Unit

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    Attributes
    protected
    Definition Classes
    DistributionBasedH2OTrainFramePreparation → H2OTrainFramePreparation

  221. 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

  222. val quietMode: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  223. val rateDrop: FloatParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  224. 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

  225. val regAlpha: FloatParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  226. val regLambda: FloatParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  227. 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

  228. val sampleRate: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  229. val sampleType: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  230. def sanitize(colName: String): String

    Permalink
    Definition Classes
    H2OAlgoCommonUtils

  231. def save(path: String): Unit

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

  232. val saveMatrixDirectory: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  233. val scalePosWeight: FloatParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  234. val scoreEachIteration: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  235. val scoreTreeInterval: IntParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  236. val seed: LongParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Definition Classes
    Params

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

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    Definition Classes
    H2OXGBoostParams

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

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    Definition Classes
    H2OXGBoostParams

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

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    Definition Classes
    H2OXGBoostParams

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

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    Definition Classes
    H2OXGBoostParams

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

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    Definition Classes
    H2OXGBoostParams

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

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    Definition Classes
    HasCalibrationDataFrame

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

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    Definition Classes
    H2OXGBoostParams

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

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    Definition Classes
    H2OXGBoostParams

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

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    Definition Classes
    H2OXGBoostParams

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

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    Definition Classes
    H2OXGBoostParams

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

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    Definition Classes
    H2OXGBoostParams

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

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    Definition Classes
    H2OXGBoostParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

  257. def setDataFrameSerializer(fullClassName: String): H2OXGBoost.this.type

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    Definition Classes
    H2OBaseMOJOParams

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    Params

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

    Permalink
    Definition Classes
    H2OAlgorithmCommonParams

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

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    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    H2OXGBoostParams

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

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    Definition Classes
    H2OXGBoostParams

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

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    Definition Classes
    H2OXGBoostParams

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

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    Definition Classes
    H2OAlgorithmCommonParams

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

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    Definition Classes
    H2OAlgorithmCommonParams

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

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    Definition Classes
    H2OAlgorithmCommonParams

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

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    Definition Classes
    H2OAlgorithmCommonParams

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

    Permalink
    Definition Classes
    H2OXGBoostParams

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

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    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    H2OXGBoostParams

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

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    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    H2OXGBoostParams

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

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    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    HasIgnoredCols

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

    Permalink
    Definition Classes
    H2OXGBoostParams

  278. def setKeepBinaryModels(value: Boolean): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    HasMonotoneConstraints

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

    Permalink
    Definition Classes
    H2OAlgorithmCommonParams

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

    Permalink
    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    H2OAlgorithmCommonParams

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

    Permalink
    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    H2OXGBoostParams

  310. def setScalePosWeight(value: Float): H2OXGBoost.this.type

    Permalink
    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    H2OCommonParams

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

    Permalink
    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    H2OCommonParams

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

    Permalink
    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    H2OAlgorithmCommonParams

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

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

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

    Permalink
    Definition Classes
    H2OAlgorithmCommonParams

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

    Permalink
    Definition Classes
    H2OAlgorithmCommonParams

  328. val skipDrop: FloatParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  329. final val splitRatio: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  330. val stoppingMetric: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  331. val stoppingRounds: IntParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  332. val stoppingTolerance: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  335. def stringify(value: Any): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

  340. def stringifyPrimitiveParam(value: Any): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

  341. val subsample: DoubleParam

    Permalink
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

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

    Permalink
    Definition Classes
    AnyRef

  343. def toString(): String

    Permalink
    Definition Classes
    Identifiable → AnyRef → Any

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

    Permalink
    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils

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

    Permalink
    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils

  346. def transformSchema(schema: StructType): StructType

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

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

    Permalink
    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()

  348. val treeMethod: Param[String]

    Permalink
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  349. val tweediePower: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  350. val uid: String

    Permalink
    Definition Classes
    H2OXGBoost → Identifiable

  351. 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

  352. final val validationDataFrame: NonSerializableNullableDataFrameParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  353. final def wait(): Unit

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

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

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

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

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

  356. val weightCol: NullableStringParam

    Permalink
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams

  357. final val withContributions: BooleanParam

    Permalink
    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams

  358. final val withDetailedPredictionCol: BooleanParam

    Permalink
    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams

  359. final val withLeafNodeAssignments: BooleanParam

    Permalink
    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams

  360. final val withStageResults: BooleanParam

    Permalink
    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams

  361. def write: MLWriter

    Permalink
    Definition Classes
    DefaultParamsWritable → MLWritable

Deprecated Value Members

  1. def getWithDetailedPredictionCol(): Boolean

    Permalink
    Definition Classes
    H2OAlgorithmMOJOParams
    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 H2OAlgorithmCommonParams

Inherited from H2OAlgorithmMOJOParams

Inherited from H2OEstimator[XGBoostParameters]

Inherited from DefaultParamsWritable

Inherited from MLWritable

Inherited from H2OTrainFramePreparation

Inherited from H2OAlgoCommonUtils

Inherited from EstimatorCommonUtils

Inherited from RestCommunication

Inherited from RestEncodingUtils

Inherited from Logging

Inherited from H2OCommonParams

Inherited from H2OBaseMOJOParams

Inherited from HasDataFrameSerializer

Inherited from H2OAlgoParamsBase

Inherited from H2OFrameLifecycle

Inherited from ParameterConstructorMethods

Inherited from Estimator[H2OMOJOModel]

Inherited from PipelineStage

Inherited from Logging

Inherited from Params

Inherited from Serializable

Inherited from Serializable

Inherited from Identifiable

Inherited from AnyRef

Inherited from Any

Ungrouped