Trait

ai.h2o.sparkling.ml.params

H2OXGBoostParams

Related Doc: package params

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trait H2OXGBoostParams 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
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Inherited
  1. H2OXGBoostParams
  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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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 backend: Param[String]

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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 booster: Param[String]

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    Attributes
    protected
  11. val buildTreeOneNode: BooleanParam

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    Attributes
    protected
  12. val calibrateModel: BooleanParam

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    Attributes
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  13. val categoricalEncoding: Param[String]

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

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    Definition Classes
    RestCommunication
  15. final def clear(param: Param[_]): H2OXGBoostParams.this.type

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    Definition Classes
    Params
  16. def clone(): AnyRef

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    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  17. val colSampleByLevel: org.apache.spark.ml.param.DoubleParam

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    Attributes
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  18. val colSampleByNode: org.apache.spark.ml.param.DoubleParam

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    Attributes
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  19. val colSampleByTree: org.apache.spark.ml.param.DoubleParam

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    Attributes
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  20. val colSampleRate: org.apache.spark.ml.param.DoubleParam

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

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    Attributes
    protected
  22. def convert2dArrayToH2OFrame(input: Array[Array[Double]]): String

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    Attributes
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    Definition Classes
    H2OAlgoParamsBase
  23. def convertDataFrameToH2OFrameKey(dataFrame: DataFrame): String

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    Attributes
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    Definition Classes
    H2OAlgoParamsBase
  24. def convertMatrixToH2OFrameKeyArray(matrix: Array[DenseMatrix]): Array[String]

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    Attributes
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    Definition Classes
    H2OAlgoParamsBase
  25. def convertModelIdToKey(key: String): String

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    protected
    Definition Classes
    EstimatorCommonUtils
  26. def convertVectorArrayToH2OFrameKeyArray(vectors: Array[DenseVector]): Array[String]

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    Definition Classes
    H2OAlgoParamsBase
  27. def copyValues[T <: Params](to: T, extra: ParamMap): T

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

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    Attributes
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    Definition Classes
    Params
  29. def delete(endpoint: URI, suffix: String, conf: H2OConf): Unit

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    Definition Classes
    RestCommunication
  30. 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
  31. val distribution: Param[String]

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  32. val dmatrixType: Param[String]

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

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

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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
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  39. val eta: org.apache.spark.ml.param.DoubleParam

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

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    Definition Classes
    Params
  41. def explainParams(): String

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    Definition Classes
    Params
  42. val exportCheckpointsDir: NullableStringParam

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    protected
  43. final def extractParamMap(): ParamMap

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    Definition Classes
    Params
  44. final def extractParamMap(extra: ParamMap): ParamMap

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    Definition Classes
    Params
  45. def finalize(): Unit

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    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  46. def floatParam(name: String, doc: String): FloatParam

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    ParameterConstructorMethods
  47. val foldAssignment: Param[String]

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  48. val foldCol: NullableStringParam

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  49. val gainsliftBins: IntParam

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  50. val gamma: FloatParam

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

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    Definition Classes
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  52. def getAucType(): String

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  53. def getBackend(): String

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  54. def getBinaryModel(): H2OBinaryModel

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    Definition Classes
    H2OAlgoCommonUtils
  55. def getBooster(): String

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  56. def getBuildTreeOneNode(): Boolean

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  57. def getCalibrateModel(): Boolean

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  58. def getCalibrationDataFrame(): DataFrame

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    Definition Classes
    HasCalibrationDataFrame
  59. def getCategoricalEncoding(): String

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

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    Definition Classes
    AnyRef → Any
  61. def getColSampleByLevel(): Double

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  62. def getColSampleByNode(): Double

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  63. def getColSampleByTree(): Double

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  64. def getColSampleRate(): Double

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  65. def getColSampleRatePerTree(): Double

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

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    Params
  67. def getDistribution(): String

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  68. def getDmatrixType(): String

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  69. def getEta(): Double

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  70. def getExportCheckpointsDir(): String

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  71. def getFoldAssignment(): String

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  72. def getFoldCol(): String

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  73. def getGainsliftBins(): Int

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  74. def getGamma(): Float

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  75. def getGpuId(): Int

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  76. def getGrowPolicy(): String

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  77. def getIgnoreConstCols(): Boolean

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  78. def getIgnoredCols(): Array[String]

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    Definition Classes
    HasIgnoredCols
  79. def getInteractionConstraints(): Array[Array[String]]

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  80. def getKeepCrossValidationFoldAssignment(): Boolean

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  81. def getKeepCrossValidationModels(): Boolean

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  82. def getKeepCrossValidationPredictions(): Boolean

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  83. def getLabelCol(): String

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  84. def getLearnRate(): Double

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  85. def getMaxAbsLeafnodePred(): Float

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  86. def getMaxBins(): Int

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  87. def getMaxDeltaStep(): Float

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  88. def getMaxDepth(): Int

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  89. def getMaxLeaves(): Int

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  90. def getMaxRuntimeSecs(): Double

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  91. def getMinChildWeight(): Double

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  92. def getMinRows(): Double

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  93. def getMinSplitImprovement(): Float

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  94. def getModelId(): String

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

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    Definition Classes
    HasMonotoneConstraints
  96. def getNfolds(): Int

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  97. def getNormalizeType(): String

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  98. def getNthread(): Int

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  99. def getNtrees(): Int

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  100. def getOffsetCol(): String

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  101. def getOneDrop(): Boolean

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

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

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    Params
  104. def getQuietMode(): Boolean

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  105. def getRateDrop(): Float

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  106. def getRegAlpha(): Float

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  107. def getRegLambda(): Float

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  108. def getSampleRate(): Double

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  109. def getSampleType(): String

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  110. def getSaveMatrixDirectory(): String

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  111. def getScoreEachIteration(): Boolean

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  112. def getScoreTreeInterval(): Int

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  113. def getSeed(): Long

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  114. def getSkipDrop(): Float

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  115. def getStoppingMetric(): String

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  116. def getStoppingRounds(): Int

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  117. def getStoppingTolerance(): Double

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  118. def getSubsample(): Double

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  119. def getTreeMethod(): String

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  120. def getTweediePower(): Double

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  121. def getWeightCol(): String

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  122. val gpuId: IntParam

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  123. val growPolicy: Param[String]

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

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    Params
  125. def hasParam(paramName: String): Boolean

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  126. def hashCode(): Int

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    AnyRef → Any
  127. val ignoreConstCols: BooleanParam

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    Attributes
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  128. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
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    Logging
  129. def insert(endpoint: URI, suffix: String, conf: H2OConf, streamWrapper: (OutputStream) ⇒ OutputStream, params: Map[String, Any]): OutputStream

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

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    Definition Classes
    RestCommunication
  131. def intArrayParam(name: String, doc: String): IntArrayParam

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    ParameterConstructorMethods
  132. def intParam(name: String, doc: String): IntParam

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    ParameterConstructorMethods
  133. val interactionConstraints: NullableStringArrayArrayParam

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

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  135. final def isInstanceOf[T0]: Boolean

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  136. def isPrimitiveType(value: Any): Boolean

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

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  138. def isTraceEnabled(): Boolean

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    Logging
  139. val keepCrossValidationFoldAssignment: BooleanParam

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  140. val keepCrossValidationModels: BooleanParam

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  141. val keepCrossValidationPredictions: BooleanParam

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  142. val labelCol: Param[String]

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

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  144. def log: Logger

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

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    Logging
  146. def logDebug(msg: ⇒ String): Unit

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

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    Logging
  148. def logError(msg: ⇒ String): Unit

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

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    Logging
  150. def logInfo(msg: ⇒ String): Unit

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    Logging
  151. def logName: String

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

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    Logging
  153. def logTrace(msg: ⇒ String): Unit

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

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    Logging
  155. def logWarning(msg: ⇒ String): Unit

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    Logging
  156. def longParam(name: String, doc: String): LongParam

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  157. val maxAbsLeafnodePred: FloatParam

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  158. val maxBins: IntParam

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  159. val maxDeltaStep: FloatParam

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  160. val maxDepth: IntParam

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  161. val maxLeaves: IntParam

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

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  163. val minChildWeight: org.apache.spark.ml.param.DoubleParam

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

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  165. val minSplitImprovement: FloatParam

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  166. val modelId: NullableStringParam

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

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  168. val nfolds: IntParam

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  169. val normalizeType: Param[String]

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  170. final def notify(): Unit

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  171. final def notifyAll(): Unit

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  172. val nthread: IntParam

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  173. val ntrees: IntParam

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

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

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

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

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

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

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

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

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  182. val offsetCol: NullableStringParam

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  183. val oneDrop: BooleanParam

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

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    ParameterConstructorMethods
  185. def paramTag: ClassTag[XGBoostParameters]

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

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    Definition Classes
    Params
  187. 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
  188. val quietMode: BooleanParam

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  189. val rateDrop: FloatParam

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  190. 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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    RestCommunication
  191. val regAlpha: FloatParam

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  192. val regLambda: FloatParam

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  193. 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
  194. val sampleRate: org.apache.spark.ml.param.DoubleParam

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  195. val sampleType: Param[String]

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  196. def sanitize(colName: String): String

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    Definition Classes
    H2OAlgoCommonUtils
  197. val saveMatrixDirectory: NullableStringParam

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  198. val scoreEachIteration: BooleanParam

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  199. val scoreTreeInterval: IntParam

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  200. val seed: LongParam

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  201. final def set(paramPair: ParamPair[_]): H2OXGBoostParams.this.type

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  202. final def set(param: String, value: Any): H2OXGBoostParams.this.type

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    Params
  203. final def set[T](param: Param[T], value: T): H2OXGBoostParams.this.type

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    Definition Classes
    Params
  204. def setAucType(value: String): H2OXGBoostParams.this.type

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  205. def setBackend(value: String): H2OXGBoostParams.this.type

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  206. def setBooster(value: String): H2OXGBoostParams.this.type

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  207. def setBuildTreeOneNode(value: Boolean): H2OXGBoostParams.this.type

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  208. def setCalibrateModel(value: Boolean): H2OXGBoostParams.this.type

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  209. def setCalibrationDataFrame(value: DataFrame): H2OXGBoostParams.this.type

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    Definition Classes
    HasCalibrationDataFrame
  210. def setCategoricalEncoding(value: String): H2OXGBoostParams.this.type

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  211. def setColSampleByLevel(value: Double): H2OXGBoostParams.this.type

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  212. def setColSampleByNode(value: Double): H2OXGBoostParams.this.type

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  213. def setColSampleByTree(value: Double): H2OXGBoostParams.this.type

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  214. def setColSampleRate(value: Double): H2OXGBoostParams.this.type

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  215. def setColSampleRatePerTree(value: Double): H2OXGBoostParams.this.type

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  216. final def setDefault(paramPairs: ParamPair[_]*): H2OXGBoostParams.this.type

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    Params
  217. final def setDefault[T](param: Param[T], value: T): H2OXGBoostParams.this.type

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    Params
  218. def setDistribution(value: String): H2OXGBoostParams.this.type

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  219. def setDmatrixType(value: String): H2OXGBoostParams.this.type

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  220. def setEta(value: Double): H2OXGBoostParams.this.type

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  221. def setExportCheckpointsDir(value: String): H2OXGBoostParams.this.type

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  222. def setFoldAssignment(value: String): H2OXGBoostParams.this.type

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  223. def setFoldCol(value: String): H2OXGBoostParams.this.type

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  224. def setGainsliftBins(value: Int): H2OXGBoostParams.this.type

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  225. def setGamma(value: Float): H2OXGBoostParams.this.type

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  226. def setGpuId(value: Int): H2OXGBoostParams.this.type

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  227. def setGrowPolicy(value: String): H2OXGBoostParams.this.type

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  228. def setIgnoreConstCols(value: Boolean): H2OXGBoostParams.this.type

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  229. def setIgnoredCols(value: Array[String]): H2OXGBoostParams.this.type

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    Definition Classes
    HasIgnoredCols
  230. def setInteractionConstraints(value: Array[Array[String]]): H2OXGBoostParams.this.type

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  231. def setKeepCrossValidationFoldAssignment(value: Boolean): H2OXGBoostParams.this.type

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  232. def setKeepCrossValidationModels(value: Boolean): H2OXGBoostParams.this.type

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  233. def setKeepCrossValidationPredictions(value: Boolean): H2OXGBoostParams.this.type

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  234. def setLabelCol(value: String): H2OXGBoostParams.this.type

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  235. def setLearnRate(value: Double): H2OXGBoostParams.this.type

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  236. def setMaxAbsLeafnodePred(value: Float): H2OXGBoostParams.this.type

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  237. def setMaxBins(value: Int): H2OXGBoostParams.this.type

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  238. def setMaxDeltaStep(value: Float): H2OXGBoostParams.this.type

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  239. def setMaxDepth(value: Int): H2OXGBoostParams.this.type

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  240. def setMaxLeaves(value: Int): H2OXGBoostParams.this.type

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  241. def setMaxRuntimeSecs(value: Double): H2OXGBoostParams.this.type

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  242. def setMinChildWeight(value: Double): H2OXGBoostParams.this.type

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  243. def setMinRows(value: Double): H2OXGBoostParams.this.type

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  244. def setMinSplitImprovement(value: Float): H2OXGBoostParams.this.type

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  245. def setModelId(value: String): H2OXGBoostParams.this.type

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  246. def setMonotoneConstraints(value: Map[String, Double]): H2OXGBoostParams.this.type

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    Definition Classes
    HasMonotoneConstraints
  247. def setNfolds(value: Int): H2OXGBoostParams.this.type

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  248. def setNormalizeType(value: String): H2OXGBoostParams.this.type

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  249. def setNthread(value: Int): H2OXGBoostParams.this.type

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  250. def setNtrees(value: Int): H2OXGBoostParams.this.type

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  251. def setOffsetCol(value: String): H2OXGBoostParams.this.type

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  252. def setOneDrop(value: Boolean): H2OXGBoostParams.this.type

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  253. def setQuietMode(value: Boolean): H2OXGBoostParams.this.type

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  254. def setRateDrop(value: Float): H2OXGBoostParams.this.type

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  255. def setRegAlpha(value: Float): H2OXGBoostParams.this.type

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  256. def setRegLambda(value: Float): H2OXGBoostParams.this.type

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  257. def setSampleRate(value: Double): H2OXGBoostParams.this.type

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  258. def setSampleType(value: String): H2OXGBoostParams.this.type

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  259. def setSaveMatrixDirectory(value: String): H2OXGBoostParams.this.type

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  260. def setScoreEachIteration(value: Boolean): H2OXGBoostParams.this.type

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  261. def setScoreTreeInterval(value: Int): H2OXGBoostParams.this.type

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  262. def setSeed(value: Long): H2OXGBoostParams.this.type

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  263. def setSkipDrop(value: Float): H2OXGBoostParams.this.type

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  264. def setStoppingMetric(value: String): H2OXGBoostParams.this.type

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  265. def setStoppingRounds(value: Int): H2OXGBoostParams.this.type

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  266. def setStoppingTolerance(value: Double): H2OXGBoostParams.this.type

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  267. def setSubsample(value: Double): H2OXGBoostParams.this.type

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  268. def setTreeMethod(value: String): H2OXGBoostParams.this.type

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  269. def setTweediePower(value: Double): H2OXGBoostParams.this.type

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  270. def setWeightCol(value: String): H2OXGBoostParams.this.type

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  271. val skipDrop: FloatParam

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    Attributes
    protected
  272. val stoppingMetric: Param[String]

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    Attributes
    protected
  273. val stoppingRounds: IntParam

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    Attributes
    protected
  274. val stoppingTolerance: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected
  275. def stringArrayParam(name: String, doc: String): StringArrayParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  276. def stringParam(name: String, doc: String): Param[String]

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  277. def stringify(value: Any): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  278. def stringifyArray(arr: Array[_]): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  279. def stringifyMap(map: Map[_, _]): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  280. def stringifyPair(pair: Tuple2[_, _]): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  281. def stringifyParams(params: Map[String, Any], encodeParamsAsJson: Boolean): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  282. def stringifyPrimitiveParam(value: Any): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  283. val subsample: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected
  284. final def synchronized[T0](arg0: ⇒ T0): T0

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    Definition Classes
    AnyRef
  285. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any
  286. def trainAndGetDestinationKey(endpointSuffix: String, params: Map[String, Any], encodeParamsAsJson: Boolean = false): String

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    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils
  287. val treeMethod: Param[String]

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    Attributes
    protected
  288. val tweediePower: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected
  289. 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
  290. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  291. final def wait(arg0: Long, arg1: Int): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  292. final def wait(arg0: Long): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  293. 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