Class/Object

ai.h2o.sparkling.ml.algos

H2OGBM

Related Docs: object H2OGBM | package algos

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class H2OGBM extends H2OTreeBasedSupervisedAlgorithm[GBMParameters] with H2OGBMParams with DistributionBasedH2OTrainFramePreparation

Linear Supertypes
DistributionBasedH2OTrainFramePreparation, H2OGBMParams, HasIgnoredCols, HasCalibrationDataFrame, HasMonotoneConstraints, H2OTreeBasedSupervisedAlgorithm[GBMParameters], H2OSupervisedAlgorithmWithFoldColumn[GBMParameters], H2OSupervisedAlgorithm[GBMParameters], H2OAlgorithm[GBMParameters], H2OAlgorithmCommonParams, H2OAlgorithmMOJOParams, H2OEstimator[GBMParameters], 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
H2OGBMClassifier, H2OGBMRegressor
Ordering
  1. Alphabetic
  2. By Inheritance
Inherited
  1. H2OGBM
  2. DistributionBasedH2OTrainFramePreparation
  3. H2OGBMParams
  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 H2OGBM()

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  2. new H2OGBM(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
    H2OGBMParams

  7. val autoRebalance: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  8. val balanceClasses: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  9. var binaryModel: Option[H2OBinaryModel]

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    Attributes
    protected
    Definition Classes
    H2OAlgoCommonUtils

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  11. val buildTreeOneNode: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  12. val calibrateModel: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  13. val calibrationMethod: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  14. val categoricalEncoding: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  15. val checkConstantResponse: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

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

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    Definition Classes
    RestCommunication

  17. val classSamplingFactors: NullableFloatArrayParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  18. final def clear(param: Param[_]): H2OGBM.this.type

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    Definition Classes
    Params

  19. def clone(): AnyRef

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

  20. val colSampleRate: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  21. val colSampleRateChangePerLevel: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  22. val colSampleRatePerTree: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  23. final val columnsToCategorical: StringArrayParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  25. def convertDataFrameToH2OFrameKey(dataFrame: DataFrame): String

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  26. final val convertInvalidNumbersToNa: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  28. def convertModelIdToKey(key: String): String

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    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils

  29. final val convertUnknownCategoricalLevelsToNa: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  31. def copy(extra: ParamMap): H2OGBM.this.type

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    Definition Classes
    H2OEstimator → Estimator → PipelineStage → Params

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

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    Attributes
    protected
    Definition Classes
    Params

  33. def createMOJOSettings(): H2OMOJOSettings

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    Attributes
    protected
    Definition Classes
    H2OAlgorithm → H2OEstimator

  34. def createMOJOUID(): String

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    Attributes
    protected
    Definition Classes
    H2OEstimator

  35. val customDistributionFunc: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  36. val customMetricFunc: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  37. final val dataFrameSerializer: Param[String]

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    Attributes
    protected
    Definition Classes
    HasDataFrameSerializer

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    RestCommunication

  40. 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

  41. final val detailedPredictionCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams

  42. val distribution: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    RestCommunication

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

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    Attributes
    protected
    Definition Classes
    RestCommunication

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

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    Definition Classes
    AnyRef

  48. def equals(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

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

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    Definition Classes
    Params

  50. def explainParams(): String

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    Definition Classes
    Params

  51. val exportCheckpointsDir: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  52. final def extractParamMap(): ParamMap

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  54. final val featuresCols: StringArrayParam

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    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams

  55. def finalize(): Unit

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

  56. def fit(dataset: Dataset[_]): H2OGBMMOJOModel

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    Definition Classes
    H2OGBM → H2OTreeBasedSupervisedAlgorithm → H2OSupervisedAlgorithm → H2OAlgorithm → H2OEstimator → Estimator

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

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

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

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

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

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

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  61. val foldAssignment: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  62. val foldCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  63. val gainsliftBins: IntParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  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
    H2OGBMParams

  66. def getAutoRebalance(): Boolean

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    Definition Classes
    H2OGBMParams

  67. def getBalanceClasses(): Boolean

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    Definition Classes
    H2OGBMParams

  68. def getBinaryModel(): H2OBinaryModel

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    Definition Classes
    H2OAlgoCommonUtils

  69. def getBuildTreeOneNode(): Boolean

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    Definition Classes
    H2OGBMParams

  70. def getCalibrateModel(): Boolean

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    Definition Classes
    H2OGBMParams

  71. def getCalibrationDataFrame(): DataFrame

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    Definition Classes
    HasCalibrationDataFrame

  72. def getCalibrationMethod(): String

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    Definition Classes
    H2OGBMParams

  73. def getCategoricalEncoding(): String

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    Definition Classes
    H2OGBMParams

  74. def getCheckConstantResponse(): Boolean

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    Definition Classes
    H2OGBMParams

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

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    Definition Classes
    AnyRef → Any

  76. def getClassSamplingFactors(): Array[Float]

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    Definition Classes
    H2OGBMParams

  77. def getColSampleRate(): Double

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    Definition Classes
    H2OGBMParams

  78. def getColSampleRateChangePerLevel(): Double

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    Definition Classes
    H2OGBMParams

  79. def getColSampleRatePerTree(): Double

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    Definition Classes
    H2OGBMParams

  80. def getColumnsToCategorical(): Array[String]

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    Definition Classes
    H2OCommonParams

  81. def getConvertInvalidNumbersToNa(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

  82. def getConvertUnknownCategoricalLevelsToNa(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

  83. def getCustomDistributionFunc(): String

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    Definition Classes
    H2OGBMParams

  84. def getCustomMetricFunc(): String

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    Definition Classes
    H2OGBMParams

  85. def getDataFrameSerializer(): String

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    Definition Classes
    HasDataFrameSerializer

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

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    Definition Classes
    Params

  87. def getDetailedPredictionCol(): String

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    Definition Classes
    H2OAlgorithmMOJOParams

  88. def getDistribution(): String

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    Definition Classes
    H2OGBMParams

  89. def getExportCheckpointsDir(): String

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    Definition Classes
    H2OGBMParams

  90. def getFeaturesCols(): Array[String]

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    Definition Classes
    H2OAlgorithmCommonParams → H2OAlgorithmMOJOParams

  91. def getFoldAssignment(): String

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    Definition Classes
    H2OGBMParams

  92. def getFoldCol(): String

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    Definition Classes
    H2OGBMParams

  93. def getGainsliftBins(): Int

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    Definition Classes
    H2OGBMParams

  94. def getHistogramType(): String

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    Definition Classes
    H2OGBMParams

  95. def getHuberAlpha(): Double

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    Definition Classes
    H2OGBMParams

  96. def getIgnoreConstCols(): Boolean

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    Definition Classes
    H2OGBMParams

  97. def getIgnoredCols(): Array[String]

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    Definition Classes
    HasIgnoredCols

  98. def getInTrainingCheckpointsDir(): String

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    Definition Classes
    H2OGBMParams

  99. def getInTrainingCheckpointsTreeInterval(): Int

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    Definition Classes
    H2OGBMParams

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

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    Definition Classes
    H2OGBMParams

  101. def getKeepBinaryModels(): Boolean

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    Definition Classes
    H2OCommonParams

  102. def getKeepCrossValidationFoldAssignment(): Boolean

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    Definition Classes
    H2OGBMParams

  103. def getKeepCrossValidationModels(): Boolean

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    Definition Classes
    H2OGBMParams

  104. def getKeepCrossValidationPredictions(): Boolean

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    Definition Classes
    H2OGBMParams

  105. def getLabelCol(): String

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    Definition Classes
    H2OGBMParams

  106. def getLearnRate(): Double

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    Definition Classes
    H2OGBMParams

  107. def getLearnRateAnnealing(): Double

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    Definition Classes
    H2OGBMParams

  108. def getMaxAbsLeafnodePred(): Double

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    Definition Classes
    H2OGBMParams

  109. def getMaxAfterBalanceSize(): Float

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    Definition Classes
    H2OGBMParams

  110. def getMaxConfusionMatrixSize(): Int

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    Definition Classes
    H2OGBMParams

  111. def getMaxDepth(): Int

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    Definition Classes
    H2OGBMParams

  112. def getMaxRuntimeSecs(): Double

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    Definition Classes
    H2OGBMParams

  113. def getMinRows(): Double

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    Definition Classes
    H2OGBMParams

  114. def getMinSplitImprovement(): Double

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    Definition Classes
    H2OGBMParams

  115. def getModelId(): String

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    Definition Classes
    H2OGBMParams

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

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    Definition Classes
    HasMonotoneConstraints

  117. def getNbins(): Int

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    Definition Classes
    H2OGBMParams

  118. def getNbinsCats(): Int

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    Definition Classes
    H2OGBMParams

  119. def getNbinsTopLevel(): Int

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    Definition Classes
    H2OGBMParams

  120. def getNfolds(): Int

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    Definition Classes
    H2OGBMParams

  121. def getNtrees(): Int

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    Definition Classes
    H2OGBMParams

  122. def getOffsetCol(): String

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    Definition Classes
    H2OGBMParams

  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 getPredNoiseBandwidth(): Double

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    Definition Classes
    H2OGBMParams

  126. def getPredictionCol(): String

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    Definition Classes
    H2OAlgorithmMOJOParams

  127. def getQuantileAlpha(): Double

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    Definition Classes
    H2OGBMParams

  128. def getSampleRate(): Double

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    Definition Classes
    H2OGBMParams

  129. def getSampleRatePerClass(): Array[Double]

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    Definition Classes
    H2OGBMParams

  130. def getScoreEachIteration(): Boolean

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    Definition Classes
    H2OGBMParams

  131. def getScoreTreeInterval(): Int

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    Definition Classes
    H2OGBMParams

  132. def getSeed(): Long

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    Definition Classes
    H2OGBMParams

  133. def getSplitRatio(): Double

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    Definition Classes
    H2OCommonParams

  134. def getStoppingMetric(): String

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    Definition Classes
    H2OGBMParams

  135. def getStoppingRounds(): Int

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    Definition Classes
    H2OGBMParams

  136. def getStoppingTolerance(): Double

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    Definition Classes
    H2OGBMParams

  137. def getTweediePower(): Double

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    Definition Classes
    H2OGBMParams

  138. def getValidationDataFrame(): DataFrame

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    Definition Classes
    H2OCommonParams

  139. def getWeightCol(): String

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    Definition Classes
    H2OGBMParams

  140. def getWithContributions(): Boolean

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    Definition Classes
    H2OAlgorithmMOJOParams

  141. def getWithLeafNodeAssignments(): Boolean

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    Definition Classes
    H2OAlgorithmMOJOParams

  142. def getWithStageResults(): Boolean

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    Definition Classes
    H2OAlgorithmMOJOParams

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

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    Definition Classes
    Params

  144. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params

  145. def hashCode(): Int

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    Definition Classes
    AnyRef → Any

  146. val histogramType: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  147. val huberAlpha: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  148. val ignoreConstCols: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  149. val inTrainingCheckpointsDir: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  150. val inTrainingCheckpointsTreeInterval: IntParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

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

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    Attributes
    protected
    Definition Classes
    Logging

  152. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  153. 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

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

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    Definition Classes
    RestCommunication

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  157. val interactionConstraints: NullableStringArrayArrayParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

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

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    Definition Classes
    Params

  159. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any

  160. def isPrimitiveType(value: Any): Boolean

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Definition Classes
    Params

  162. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging

  163. final val keepBinaryModels: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  164. val keepCrossValidationFoldAssignment: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  165. val keepCrossValidationModels: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  166. val keepCrossValidationPredictions: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  167. val labelCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  168. val learnRate: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  169. val learnRateAnnealing: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  170. def log: Logger

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

  177. def logName: String

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  183. val maxAbsLeafnodePred: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  184. val maxAfterBalanceSize: FloatParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  185. val maxConfusionMatrixSize: IntParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  186. val maxDepth: IntParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  187. val maxRuntimeSecs: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  188. val minRows: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  189. val minSplitImprovement: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  190. val modelId: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  191. val nbins: IntParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  192. val nbinsCats: IntParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  193. val nbinsTopLevel: IntParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

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

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    Definition Classes
    AnyRef

  195. val nfolds: IntParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  196. final def notify(): Unit

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    Definition Classes
    AnyRef

  197. final def notifyAll(): Unit

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    Definition Classes
    AnyRef

  198. val ntrees: IntParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
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    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  208. val offsetCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  210. def paramTag: ClassTag[GBMParameters]

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  211. var parameters: GBMParameters

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    Attributes
    protected
    Definition Classes
    H2OEstimator

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

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    Definition Classes
    Params

  213. val predNoiseBandwidth: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  214. final val predictionCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams

  215. def prepareH2OTrainFrameForFitting(trainFrame: H2OFrame): Unit

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    Attributes
    protected
    Definition Classes
    DistributionBasedH2OTrainFramePreparation → H2OTrainFramePreparation

  216. val quantileAlpha: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

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

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    Definition Classes
    RestCommunication

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

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    Attributes
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    RestCommunication

  219. def request[ResultType](endpoint: URI, requestType: String, suffix: String, conf: H2OConf, params: Map[String, Any], skippedFields: Seq[(Class[_], String)], encodeParamsAsJson: Boolean, confirmationLoggingLevel: LoggingLevel)(implicit arg0: ClassTag[ResultType]): ResultType

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    Definition Classes
    RestCommunication

  220. val sampleRate: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  221. val sampleRatePerClass: NullableDoubleArrayParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  222. def sanitize(colName: String): String

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    Definition Classes
    H2OAlgoCommonUtils

  223. def save(path: String): Unit

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

  224. val scoreEachIteration: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  225. val scoreTreeInterval: IntParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  226. val seed: LongParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  227. final def set(paramPair: ParamPair[_]): H2OGBM.this.type

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    Attributes
    protected
    Definition Classes
    Params

  228. final def set(param: String, value: Any): H2OGBM.this.type

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    Attributes
    protected
    Definition Classes
    Params

  229. final def set[T](param: Param[T], value: T): H2OGBM.this.type

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    Definition Classes
    Params

  230. def setAucType(value: String): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  231. def setAutoRebalance(value: Boolean): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  232. def setBalanceClasses(value: Boolean): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  233. def setBuildTreeOneNode(value: Boolean): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  234. def setCalibrateModel(value: Boolean): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  235. def setCalibrationDataFrame(value: DataFrame): H2OGBM.this.type

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    Definition Classes
    HasCalibrationDataFrame

  236. def setCalibrationMethod(value: String): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  237. def setCategoricalEncoding(value: String): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  238. def setCheckConstantResponse(value: Boolean): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  239. def setClassSamplingFactors(value: Array[Float]): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  240. def setColSampleRate(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  241. def setColSampleRateChangePerLevel(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  242. def setColSampleRatePerTree(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  243. def setColumnsToCategorical(columnNames: ArrayList[String]): H2OGBM.this.type

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    Definition Classes
    H2OCommonParams

  244. def setColumnsToCategorical(columns: Array[String]): H2OGBM.this.type

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    Definition Classes
    H2OCommonParams

  245. def setColumnsToCategorical(first: String, others: String*): H2OGBM.this.type

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    Definition Classes
    H2OCommonParams

  246. def setConvertInvalidNumbersToNa(value: Boolean): H2OGBM.this.type

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    Definition Classes
    H2OCommonParams

  247. def setConvertUnknownCategoricalLevelsToNa(value: Boolean): H2OGBM.this.type

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    Definition Classes
    H2OCommonParams

  248. def setCustomDistributionFunc(value: String): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  249. def setCustomMetricFunc(value: String): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  250. def setDataFrameSerializer(fullClassName: String): H2OGBM.this.type

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    Definition Classes
    H2OBaseMOJOParams

  251. final def setDefault(paramPairs: ParamPair[_]*): H2OGBM.this.type

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    Attributes
    protected
    Definition Classes
    Params

  252. final def setDefault[T](param: Param[T], value: T): H2OGBM.this.type

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    Attributes
    protected
    Definition Classes
    Params

  253. def setDetailedPredictionCol(columnName: String): H2OGBM.this.type

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    Definition Classes
    H2OAlgorithmCommonParams

  254. def setDistribution(value: String): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  255. def setExportCheckpointsDir(value: String): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  256. def setFeaturesCol(first: String): H2OGBM.this.type

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    Definition Classes
    H2OAlgorithmCommonParams

  257. def setFeaturesCols(columnNames: ArrayList[String]): H2OGBM.this.type

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    Definition Classes
    H2OAlgorithmCommonParams

  258. def setFeaturesCols(columnNames: Array[String]): H2OGBM.this.type

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    Definition Classes
    H2OAlgorithmCommonParams

  259. def setFeaturesCols(first: String, others: String*): H2OGBM.this.type

    Permalink
    Definition Classes
    H2OAlgorithmCommonParams

  260. def setFoldAssignment(value: String): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  261. def setFoldCol(value: String): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  262. def setGainsliftBins(value: Int): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  263. def setHistogramType(value: String): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  264. def setHuberAlpha(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  265. def setIgnoreConstCols(value: Boolean): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  266. def setIgnoredCols(value: Array[String]): H2OGBM.this.type

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    Definition Classes
    HasIgnoredCols

  267. def setInTrainingCheckpointsDir(value: String): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  268. def setInTrainingCheckpointsTreeInterval(value: Int): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  269. def setInteractionConstraints(value: Array[Array[String]]): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  270. def setKeepBinaryModels(value: Boolean): H2OGBM.this.type

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    Definition Classes
    H2OCommonParams

  271. def setKeepCrossValidationFoldAssignment(value: Boolean): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  272. def setKeepCrossValidationModels(value: Boolean): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  273. def setKeepCrossValidationPredictions(value: Boolean): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  274. def setLabelCol(value: String): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  275. def setLearnRate(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  276. def setLearnRateAnnealing(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  277. def setMaxAbsLeafnodePred(value: Double): H2OGBM.this.type

    Permalink
    Definition Classes
    H2OGBMParams

  278. def setMaxAfterBalanceSize(value: Float): H2OGBM.this.type

    Permalink
    Definition Classes
    H2OGBMParams

  279. def setMaxConfusionMatrixSize(value: Int): H2OGBM.this.type

    Permalink
    Definition Classes
    H2OGBMParams

  280. def setMaxDepth(value: Int): H2OGBM.this.type

    Permalink
    Definition Classes
    H2OGBMParams

  281. def setMaxRuntimeSecs(value: Double): H2OGBM.this.type

    Permalink
    Definition Classes
    H2OGBMParams

  282. def setMinRows(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  283. def setMinSplitImprovement(value: Double): H2OGBM.this.type

    Permalink
    Definition Classes
    H2OGBMParams

  284. def setModelId(value: String): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  285. def setMonotoneConstraints(value: Map[String, Double]): H2OGBM.this.type

    Permalink
    Definition Classes
    HasMonotoneConstraints

  286. def setNbins(value: Int): H2OGBM.this.type

    Permalink
    Definition Classes
    H2OGBMParams

  287. def setNbinsCats(value: Int): H2OGBM.this.type

    Permalink
    Definition Classes
    H2OGBMParams

  288. def setNbinsTopLevel(value: Int): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  289. def setNfolds(value: Int): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  290. def setNtrees(value: Int): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  291. def setOffsetCol(value: String): H2OGBM.this.type

    Permalink
    Definition Classes
    H2OGBMParams

  292. def setPredNoiseBandwidth(value: Double): H2OGBM.this.type

    Permalink
    Definition Classes
    H2OGBMParams

  293. def setPredictionCol(columnName: String): H2OGBM.this.type

    Permalink
    Definition Classes
    H2OAlgorithmCommonParams

  294. def setQuantileAlpha(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  295. def setSampleRate(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  296. def setSampleRatePerClass(value: Array[Double]): H2OGBM.this.type

    Permalink
    Definition Classes
    H2OGBMParams

  297. def setScoreEachIteration(value: Boolean): H2OGBM.this.type

    Permalink
    Definition Classes
    H2OGBMParams

  298. def setScoreTreeInterval(value: Int): H2OGBM.this.type

    Permalink
    Definition Classes
    H2OGBMParams

  299. def setSeed(value: Long): H2OGBM.this.type

    Permalink
    Definition Classes
    H2OGBMParams

  300. def setSplitRatio(ratio: Double): H2OGBM.this.type

    Permalink
    Definition Classes
    H2OCommonParams

  301. def setStoppingMetric(value: String): H2OGBM.this.type

    Permalink
    Definition Classes
    H2OGBMParams

  302. def setStoppingRounds(value: Int): H2OGBM.this.type

    Permalink
    Definition Classes
    H2OGBMParams

  303. def setStoppingTolerance(value: Double): H2OGBM.this.type

    Permalink
    Definition Classes
    H2OGBMParams

  304. def setTweediePower(value: Double): H2OGBM.this.type

    Permalink
    Definition Classes
    H2OGBMParams

  305. def setValidationDataFrame(dataFrame: DataFrame): H2OGBM.this.type

    Permalink
    Definition Classes
    H2OCommonParams

  306. def setWeightCol(value: String): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  307. def setWithContributions(enabled: Boolean): H2OGBM.this.type

    Permalink
    Definition Classes
    H2OAlgorithmCommonParams

  308. def setWithLeafNodeAssignments(enabled: Boolean): H2OGBM.this.type

    Permalink
    Definition Classes
    H2OAlgorithmCommonParams

  309. def setWithStageResults(enabled: Boolean): H2OGBM.this.type

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    Definition Classes
    H2OAlgorithmCommonParams

  310. final val splitRatio: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  311. val stoppingMetric: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  312. val stoppingRounds: IntParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  313. val stoppingTolerance: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    protected
    Definition Classes
    ParameterConstructorMethods

  316. def stringify(value: Any): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    protected
    Definition Classes
    RestEncodingUtils

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

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

  321. def stringifyPrimitiveParam(value: Any): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Definition Classes
    AnyRef

  323. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any

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

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    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils

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

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    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils

  326. def transformSchema(schema: StructType): StructType

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

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

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()

  328. val tweediePower: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  329. val uid: String

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    Definition Classes
    H2OGBM → Identifiable

  330. 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

  331. final val validationDataFrame: NonSerializableNullableDataFrameParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  332. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  335. val weightCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  336. final val withContributions: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams

  337. final val withLeafNodeAssignments: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams

  338. final val withStageResults: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams

  339. def write: MLWriter

    Permalink
    Definition Classes
    DefaultParamsWritable → MLWritable

Inherited from DistributionBasedH2OTrainFramePreparation

Inherited from H2OGBMParams

Inherited from HasIgnoredCols

Inherited from HasCalibrationDataFrame

Inherited from HasMonotoneConstraints

Inherited from H2OTreeBasedSupervisedAlgorithm[GBMParameters]

Inherited from H2OSupervisedAlgorithmWithFoldColumn[GBMParameters]

Inherited from H2OSupervisedAlgorithm[GBMParameters]

Inherited from H2OAlgorithm[GBMParameters]

Inherited from H2OAlgorithmCommonParams

Inherited from H2OAlgorithmMOJOParams

Inherited from H2OEstimator[GBMParameters]

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