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 backend: Param[String]

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    Attributes
    protected
  7. var binaryModel: Option[H2OBinaryModel]

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    Attributes
    protected
    Definition Classes
    H2OAlgoCommonUtils
  8. def booleanParam(name: String, doc: String): BooleanParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  9. val booster: Param[String]

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

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

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    Definition Classes
    Params
  15. def clone(): AnyRef

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

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

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    Attributes
    protected
  18. val colSampleByTree: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected
  19. val colSampleRate: org.apache.spark.ml.param.DoubleParam

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

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

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

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

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    Definition Classes
    RestCommunication
  29. 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
  30. val distribution: Param[String]

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  31. val dmatrixType: Param[String]

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

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

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

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    Attributes
    protected
    Definition Classes
    RestCommunication
  35. def downloadStringURLContent(endpoint: URI, suffix: String, conf: H2OConf, file: File): Unit

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    Attributes
    protected
    Definition Classes
    RestCommunication
  36. final def eq(arg0: AnyRef): Boolean

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    AnyRef
  37. def equals(arg0: Any): Boolean

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    Definition Classes
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  38. val eta: org.apache.spark.ml.param.DoubleParam

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    protected
  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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    ParameterConstructorMethods
  46. val foldAssignment: Param[String]

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  47. val foldCol: NullableStringParam

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  48. val gainsliftBins: IntParam

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  49. val gamma: FloatParam

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

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    Definition Classes
    Params
  51. def getBackend(): String

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  52. def getBinaryModel(): H2OBinaryModel

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    Definition Classes
    H2OAlgoCommonUtils
  53. def getBooster(): String

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  54. def getBuildTreeOneNode(): Boolean

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  55. def getCalibrateModel(): Boolean

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  56. def getCalibrationDataFrame(): DataFrame

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    Definition Classes
    HasCalibrationDataFrame
  57. def getCategoricalEncoding(): String

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

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

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  60. def getColSampleByNode(): Double

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  61. def getColSampleByTree(): Double

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  62. def getColSampleRate(): Double

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  63. def getColSampleRatePerTree(): Double

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

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    Definition Classes
    Params
  65. def getDistribution(): String

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  66. def getDmatrixType(): String

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  67. def getEta(): Double

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  68. def getExportCheckpointsDir(): String

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  69. def getFoldAssignment(): String

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  70. def getFoldCol(): String

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  71. def getGainsliftBins(): Int

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  72. def getGamma(): Float

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  73. def getGpuId(): Int

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  74. def getGrowPolicy(): String

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  75. def getIgnoreConstCols(): Boolean

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  76. def getIgnoredCols(): Array[String]

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    Definition Classes
    HasIgnoredCols
  77. def getKeepCrossValidationFoldAssignment(): Boolean

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  78. def getKeepCrossValidationModels(): Boolean

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  79. def getKeepCrossValidationPredictions(): Boolean

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  80. def getLabelCol(): String

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  81. def getLearnRate(): Double

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  82. def getMaxAbsLeafnodePred(): Float

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  83. def getMaxBins(): Int

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  84. def getMaxDeltaStep(): Float

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  85. def getMaxDepth(): Int

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  86. def getMaxLeaves(): Int

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  87. def getMaxRuntimeSecs(): Double

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  88. def getMinChildWeight(): Double

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  89. def getMinRows(): Double

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  90. def getMinSplitImprovement(): Float

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  91. def getModelId(): String

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

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    Definition Classes
    HasMonotoneConstraints
  93. def getNfolds(): Int

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  94. def getNormalizeType(): String

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  95. def getNthread(): Int

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  96. def getNtrees(): Int

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  97. def getOffsetCol(): String

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  98. def getOneDrop(): Boolean

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

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

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  101. def getQuietMode(): Boolean

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  102. def getRateDrop(): Float

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  103. def getRegAlpha(): Float

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  104. def getRegLambda(): Float

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  105. def getSampleRate(): Double

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  106. def getSampleType(): String

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  107. def getSaveMatrixDirectory(): String

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  108. def getScoreEachIteration(): Boolean

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  109. def getScoreTreeInterval(): Int

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  110. def getSeed(): Long

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  111. def getSkipDrop(): Float

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  112. def getStoppingMetric(): String

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  113. def getStoppingRounds(): Int

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  114. def getStoppingTolerance(): Double

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  115. def getSubsample(): Double

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  116. def getTreeMethod(): String

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  117. def getTweediePower(): Double

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  118. def getWeightCol(): String

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  119. val gpuId: IntParam

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  120. val growPolicy: Param[String]

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

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

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    Params
  123. def hashCode(): Int

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    AnyRef → Any
  124. val ignoreConstCols: BooleanParam

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

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    Attributes
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    Logging
  126. 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
  127. def insertToNode(node: NodeDesc, suffix: String, conf: H2OConf, params: Map[String, Any]): OutputStream

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

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

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

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  131. final def isInstanceOf[T0]: Boolean

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    Any
  132. def isPrimitiveType(value: Any): Boolean

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

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  134. def isTraceEnabled(): Boolean

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    Logging
  135. val keepCrossValidationFoldAssignment: BooleanParam

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  136. val keepCrossValidationModels: BooleanParam

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  137. val keepCrossValidationPredictions: BooleanParam

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  138. val labelCol: Param[String]

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

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  140. def log: Logger

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

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

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

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

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

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

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    Logging
  147. def logName: String

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

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

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

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

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

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  153. val maxAbsLeafnodePred: FloatParam

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  154. val maxBins: IntParam

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  155. val maxDeltaStep: FloatParam

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  156. val maxDepth: IntParam

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  157. val maxLeaves: IntParam

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

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

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

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  161. val minSplitImprovement: FloatParam

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  162. val modelId: NullableStringParam

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

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  164. val nfolds: IntParam

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  165. val normalizeType: Param[String]

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  166. final def notify(): Unit

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  167. final def notifyAll(): Unit

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  168. val nthread: IntParam

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  169. val ntrees: IntParam

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

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    ParameterConstructorMethods
  171. def nullableDoubleArrayParam(name: String, doc: String): NullableDoubleArrayParam

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

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

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

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

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

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  177. val offsetCol: NullableStringParam

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  178. val oneDrop: BooleanParam

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

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  180. def paramTag: ClassTag[XGBoostParameters]

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

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    Params
  182. 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
  183. val quietMode: BooleanParam

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  184. val rateDrop: FloatParam

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  185. 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
  186. val regAlpha: FloatParam

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  187. val regLambda: FloatParam

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  188. 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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    RestCommunication
  189. val sampleRate: org.apache.spark.ml.param.DoubleParam

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  190. val sampleType: Param[String]

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  191. def sanitize(colName: String): String

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    Definition Classes
    H2OAlgoCommonUtils
  192. val saveMatrixDirectory: NullableStringParam

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  193. val scoreEachIteration: BooleanParam

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  194. val scoreTreeInterval: IntParam

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  195. val seed: LongParam

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

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

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

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    Definition Classes
    Params
  199. def setBackend(value: String): H2OXGBoostParams.this.type

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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    Definition Classes
    HasIgnoredCols
  224. def setKeepCrossValidationFoldAssignment(value: Boolean): H2OXGBoostParams.this.type

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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  264. val skipDrop: FloatParam

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    Attributes
    protected
  265. val stoppingMetric: Param[String]

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    Attributes
    protected
  266. val stoppingRounds: IntParam

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

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

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

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

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

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

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

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

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

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

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

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    Definition Classes
    AnyRef
  278. def toString(): String

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

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

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

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    Attributes
    protected
  282. 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
  283. final def wait(): Unit

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

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  286. 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