Trait

ai.h2o.sparkling.ml.params

H2OGBMParams

Related Doc: package params

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trait H2OGBMParams extends H2OAlgoParamsBase with HasMonotoneConstraints with HasCalibrationDataFrame with HasIgnoredCols

Linear Supertypes
HasIgnoredCols, H2OAlgoCommonUtils, EstimatorCommonUtils, RestCommunication, RestEncodingUtils, Logging, Logging, HasCalibrationDataFrame, HasMonotoneConstraints, H2OAlgoParamsBase, ParameterConstructorMethods, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Known Subclasses
H2OGBM, H2OGBMClassifier, H2OGBMRegressor
Ordering
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  2. By Inheritance
Inherited
  1. H2OGBMParams
  2. HasIgnoredCols
  3. H2OAlgoCommonUtils
  4. EstimatorCommonUtils
  5. RestCommunication
  6. RestEncodingUtils
  7. Logging
  8. Logging
  9. HasCalibrationDataFrame
  10. HasMonotoneConstraints
  11. H2OAlgoParamsBase
  12. ParameterConstructorMethods
  13. Params
  14. Serializable
  15. Serializable
  16. Identifiable
  17. AnyRef
  18. Any
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Visibility
  1. Public
  2. All

Abstract Value Members

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

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    Definition Classes
    Params

  2. abstract val uid: String

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    Definition Classes
    Identifiable

Concrete Value Members

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

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    Definition Classes
    AnyRef → Any

  2. final def ##(): Int

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    Definition Classes
    AnyRef → Any

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Definition Classes
    AnyRef → Any

  5. final def asInstanceOf[T0]: T0

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    Definition Classes
    Any

  6. val aucType: Param[String]

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    Attributes
    protected

  7. val balanceClasses: BooleanParam

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    Attributes
    protected

  8. 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 buildTreeOneNode: BooleanParam

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    Attributes
    protected

  11. val calibrateModel: BooleanParam

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    Attributes
    protected

  12. val categoricalEncoding: Param[String]

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    Attributes
    protected

  13. val checkConstantResponse: BooleanParam

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    Attributes
    protected

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

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    Definition Classes
    RestCommunication

  15. val classSamplingFactors: NullableFloatArrayParam

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    Attributes
    protected

  16. final def clear(param: Param[_]): H2OGBMParams.this.type

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    Definition Classes
    Params

  17. def clone(): AnyRef

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

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

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    Attributes
    protected

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

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    Attributes
    protected

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

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    Attributes
    protected

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  22. def convertDataFrameToH2OFrameKey(dataFrame: DataFrame): String

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  24. def convertModelIdToKey(key: String): String

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    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

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

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    Attributes
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    Definition Classes
    Params

  27. val customDistributionFunc: NullableStringParam

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    protected

  28. val customMetricFunc: NullableStringParam

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    Attributes
    protected

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    RestCommunication

  31. 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

  32. val distribution: Param[String]

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    Attributes
    protected

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

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    Attributes
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    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
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    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    RestCommunication

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

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    Attributes
    protected
    Definition Classes
    RestCommunication

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

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    Definition Classes
    AnyRef

  38. def equals(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

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

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    Definition Classes
    Params

  40. def explainParams(): String

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    Definition Classes
    Params

  41. val exportCheckpointsDir: NullableStringParam

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    Attributes
    protected

  42. final def extractParamMap(): ParamMap

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  44. def finalize(): Unit

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

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  46. val foldAssignment: Param[String]

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    Attributes
    protected

  47. val foldCol: NullableStringParam

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    Attributes
    protected

  48. val gainsliftBins: IntParam

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    Attributes
    protected

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

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    Definition Classes
    Params

  50. def getAucType(): String

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  51. def getBalanceClasses(): Boolean

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  52. def getBinaryModel(): H2OBinaryModel

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    Definition Classes
    H2OAlgoCommonUtils

  53. def getBuildTreeOneNode(): Boolean

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  54. def getCalibrateModel(): Boolean

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  55. def getCalibrationDataFrame(): DataFrame

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    Definition Classes
    HasCalibrationDataFrame

  56. def getCategoricalEncoding(): String

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  57. def getCheckConstantResponse(): Boolean

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

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    Definition Classes
    AnyRef → Any

  59. def getClassSamplingFactors(): Array[Float]

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  60. def getColSampleRate(): Double

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  61. def getColSampleRateChangePerLevel(): Double

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  62. def getColSampleRatePerTree(): Double

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  63. def getCustomDistributionFunc(): String

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  64. def getCustomMetricFunc(): String

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

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    Definition Classes
    Params

  66. def getDistribution(): String

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  67. def getExportCheckpointsDir(): String

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  68. def getFoldAssignment(): String

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  69. def getFoldCol(): String

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  70. def getGainsliftBins(): Int

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  71. def getHistogramType(): String

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  72. def getHuberAlpha(): Double

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  73. def getIgnoreConstCols(): Boolean

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  74. def getIgnoredCols(): Array[String]

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    Definition Classes
    HasIgnoredCols

  75. def getKeepCrossValidationFoldAssignment(): Boolean

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  76. def getKeepCrossValidationModels(): Boolean

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  77. def getKeepCrossValidationPredictions(): Boolean

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  78. def getLabelCol(): String

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  79. def getLearnRate(): Double

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  80. def getLearnRateAnnealing(): Double

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  81. def getMaxAbsLeafnodePred(): Double

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  82. def getMaxAfterBalanceSize(): Float

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  83. def getMaxConfusionMatrixSize(): Int

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  84. def getMaxDepth(): Int

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  85. def getMaxRuntimeSecs(): Double

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  86. def getMinRows(): Double

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  87. def getMinSplitImprovement(): Double

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  88. def getModelId(): String

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

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    Definition Classes
    HasMonotoneConstraints

  90. def getNbins(): Int

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  91. def getNbinsCats(): Int

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  92. def getNbinsTopLevel(): Int

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  93. def getNfolds(): Int

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  94. def getNtrees(): Int

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  95. def getOffsetCol(): String

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

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  98. def getPredNoiseBandwidth(): Double

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  99. def getQuantileAlpha(): Double

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  100. def getSampleRate(): Double

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  101. def getSampleRatePerClass(): Array[Double]

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  102. def getScoreEachIteration(): Boolean

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  103. def getScoreTreeInterval(): Int

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  104. def getSeed(): Long

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  105. def getStoppingMetric(): String

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  106. def getStoppingRounds(): Int

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  107. def getStoppingTolerance(): Double

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  108. def getTweediePower(): Double

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  109. def getWeightCol(): String

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

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    Definition Classes
    Params

  111. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params

  112. def hashCode(): Int

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    Definition Classes
    AnyRef → Any

  113. val histogramType: Param[String]

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    Attributes
    protected

  114. val huberAlpha: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected

  115. val ignoreConstCols: BooleanParam

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    Attributes
    protected

  116. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  117. 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

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

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    Definition Classes
    RestCommunication

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

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    Attributes
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    ParameterConstructorMethods

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

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    ParameterConstructorMethods

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

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    Definition Classes
    Params

  122. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any

  123. def isPrimitiveType(value: Any): Boolean

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    Attributes
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    RestEncodingUtils

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

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    Definition Classes
    Params

  125. def isTraceEnabled(): Boolean

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    Attributes
    protected
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    Logging

  126. val keepCrossValidationFoldAssignment: BooleanParam

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  127. val keepCrossValidationModels: BooleanParam

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  128. val keepCrossValidationPredictions: BooleanParam

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  129. val labelCol: Param[String]

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

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    Attributes
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  131. val learnRateAnnealing: org.apache.spark.ml.param.DoubleParam

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    Attributes
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  132. def log: Logger

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    Attributes
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    Logging

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

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    Attributes
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    Logging

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

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    Logging

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

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    Logging

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

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    Logging

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

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    Logging

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

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    Logging

  139. def logName: String

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    Logging

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

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    Logging

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

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    Logging

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

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    Logging

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

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    Logging

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

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    ParameterConstructorMethods

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

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  146. val maxAfterBalanceSize: FloatParam

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  147. val maxConfusionMatrixSize: IntParam

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  148. val maxDepth: IntParam

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

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

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

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  152. val modelId: NullableStringParam

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  153. val nbins: IntParam

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  154. val nbinsCats: IntParam

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  155. val nbinsTopLevel: IntParam

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    protected

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

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    Definition Classes
    AnyRef

  157. val nfolds: IntParam

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    Attributes
    protected

  158. final def notify(): Unit

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    Definition Classes
    AnyRef

  159. final def notifyAll(): Unit

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    Definition Classes
    AnyRef

  160. val ntrees: IntParam

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    Attributes
    protected

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

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    Attributes
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    ParameterConstructorMethods

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

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    ParameterConstructorMethods

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

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    ParameterConstructorMethods

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

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    ParameterConstructorMethods

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

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    ParameterConstructorMethods

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

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    ParameterConstructorMethods

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

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    ParameterConstructorMethods

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

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    ParameterConstructorMethods

  169. val offsetCol: NullableStringParam

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    protected

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

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    ParameterConstructorMethods

  171. def paramTag: ClassTag[GBMParameters]

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    protected

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

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    Definition Classes
    Params

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

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    Attributes
    protected

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

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    Attributes
    protected

  175. 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

  176. 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

  177. 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

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

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  179. val sampleRatePerClass: NullableDoubleArrayParam

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    Attributes
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  180. def sanitize(colName: String): String

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    Definition Classes
    H2OAlgoCommonUtils

  181. val scoreEachIteration: BooleanParam

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  182. val scoreTreeInterval: IntParam

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  183. val seed: LongParam

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

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    Params

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

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    Attributes
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    Params

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

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    Definition Classes
    Params

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

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

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

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

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

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    Definition Classes
    HasCalibrationDataFrame

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

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

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

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

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

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

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

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

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

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    Attributes
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    Params

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

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    Params

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

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

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

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

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

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

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

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

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

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    Definition Classes
    HasIgnoredCols

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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    Definition Classes
    HasMonotoneConstraints

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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  244. val stoppingMetric: Param[String]

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    Attributes
    protected

  245. val stoppingRounds: IntParam

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    Attributes
    protected

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

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    Attributes
    protected

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  249. def stringify(value: Any): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

  254. def stringifyPrimitiveParam(value: Any): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Definition Classes
    AnyRef

  256. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any

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

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    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils

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

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    Attributes
    protected

  259. def update[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

  260. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  263. val weightCol: NullableStringParam

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    Attributes
    protected

Inherited from HasIgnoredCols

Inherited from H2OAlgoCommonUtils

Inherited from EstimatorCommonUtils

Inherited from RestCommunication

Inherited from RestEncodingUtils

Inherited from Logging

Inherited from Logging

Inherited from HasCalibrationDataFrame

Inherited from HasMonotoneConstraints

Inherited from H2OAlgoParamsBase

Inherited from ParameterConstructorMethods

Inherited from Params

Inherited from Serializable

Inherited from Serializable

Inherited from Identifiable

Inherited from AnyRef

Inherited from Any

Ungrouped