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 balanceClasses: BooleanParam

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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 buildTreeOneNode: BooleanParam

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    Attributes
    protected

  10. val calibrateModel: BooleanParam

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    Attributes
    protected

  11. val categoricalEncoding: Param[String]

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    Attributes
    protected

  12. val checkConstantResponse: BooleanParam

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    Attributes
    protected

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

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    Definition Classes
    RestCommunication

  14. val classSamplingFactors: NullableFloatArrayParam

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    Attributes
    protected

  15. final def clear(param: Param[_]): H2OGBMParams.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 colSampleRate: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected

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

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    Attributes
    protected

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

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    Attributes
    protected

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  21. def convertDataFrameToH2OFrameKey(dataFrame: DataFrame): String

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  23. def convertModelIdToKey(key: String): String

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    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

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

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    Attributes
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    Definition Classes
    Params

  26. val customDistributionFunc: NullableStringParam

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    protected

  27. val customMetricFunc: NullableStringParam

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    protected

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    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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    Attributes
    protected

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    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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    Definition Classes
    AnyRef

  37. def equals(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

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

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    Definition Classes
    Params

  39. def explainParams(): String

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    Definition Classes
    Params

  40. val exportCheckpointsDir: NullableStringParam

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    Attributes
    protected

  41. final def extractParamMap(): ParamMap

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  43. def finalize(): Unit

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

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  45. val foldAssignment: Param[String]

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    Attributes
    protected

  46. val foldCol: NullableStringParam

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    Attributes
    protected

  47. val gainsliftBins: IntParam

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    Attributes
    protected

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

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    Definition Classes
    Params

  49. def getBalanceClasses(): Boolean

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  50. def getBinaryModel(): H2OBinaryModel

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    Definition Classes
    H2OAlgoCommonUtils

  51. def getBuildTreeOneNode(): Boolean

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  52. def getCalibrateModel(): Boolean

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  53. def getCalibrationDataFrame(): DataFrame

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    Definition Classes
    HasCalibrationDataFrame

  54. def getCategoricalEncoding(): String

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  55. def getCheckConstantResponse(): Boolean

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

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    Definition Classes
    AnyRef → Any

  57. def getClassSamplingFactors(): Array[Float]

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  58. def getColSampleRate(): Double

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  59. def getColSampleRateChangePerLevel(): Double

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  60. def getColSampleRatePerTree(): Double

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  61. def getCustomDistributionFunc(): String

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  62. def getCustomMetricFunc(): String

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

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    Definition Classes
    Params

  64. def getDistribution(): String

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  65. def getExportCheckpointsDir(): String

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  66. def getFoldAssignment(): String

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  67. def getFoldCol(): String

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  68. def getGainsliftBins(): Int

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  69. def getHistogramType(): String

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  70. def getHuberAlpha(): Double

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  71. def getIgnoreConstCols(): Boolean

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  72. def getIgnoredCols(): Array[String]

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    Definition Classes
    HasIgnoredCols

  73. def getKeepCrossValidationFoldAssignment(): Boolean

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  74. def getKeepCrossValidationModels(): Boolean

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  75. def getKeepCrossValidationPredictions(): Boolean

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  76. def getLabelCol(): String

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  77. def getLearnRate(): Double

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  78. def getLearnRateAnnealing(): Double

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  79. def getMaxAbsLeafnodePred(): Double

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  80. def getMaxAfterBalanceSize(): Float

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  81. def getMaxConfusionMatrixSize(): Int

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  82. def getMaxDepth(): Int

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  83. def getMaxRuntimeSecs(): Double

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  84. def getMinRows(): Double

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  85. def getMinSplitImprovement(): Double

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  86. def getModelId(): String

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

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    Definition Classes
    HasMonotoneConstraints

  88. def getNbins(): Int

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  89. def getNbinsCats(): Int

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  90. def getNbinsTopLevel(): Int

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  91. def getNfolds(): Int

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  92. def getNtrees(): Int

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  93. def getOffsetCol(): String

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

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  96. def getPredNoiseBandwidth(): Double

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  97. def getQuantileAlpha(): Double

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  98. def getSampleRate(): Double

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  99. def getSampleRatePerClass(): Array[Double]

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  100. def getScoreEachIteration(): Boolean

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  101. def getScoreTreeInterval(): Int

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  102. def getSeed(): Long

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  103. def getStoppingMetric(): String

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  104. def getStoppingRounds(): Int

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  105. def getStoppingTolerance(): Double

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  106. def getTweediePower(): Double

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  107. def getWeightCol(): String

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

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    Definition Classes
    Params

  109. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params

  110. def hashCode(): Int

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    Definition Classes
    AnyRef → Any

  111. val histogramType: Param[String]

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    Attributes
    protected

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

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  113. val ignoreConstCols: BooleanParam

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    Attributes
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  114. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean

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    Attributes
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    Definition Classes
    Logging

  115. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  116. 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

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

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    Definition Classes
    RestCommunication

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

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    Attributes
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    ParameterConstructorMethods

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

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    ParameterConstructorMethods

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

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    Definition Classes
    Params

  121. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any

  122. def isPrimitiveType(value: Any): Boolean

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    Attributes
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    RestEncodingUtils

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

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    Definition Classes
    Params

  124. def isTraceEnabled(): Boolean

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    Attributes
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    Logging

  125. val keepCrossValidationFoldAssignment: BooleanParam

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  126. val keepCrossValidationModels: BooleanParam

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  127. val keepCrossValidationPredictions: BooleanParam

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  128. val labelCol: Param[String]

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

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

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    Attributes
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  131. def log: Logger

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    Logging

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

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    Logging

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

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    Logging

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

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    Logging

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

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    Logging

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

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    Logging

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

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    Logging

  138. def logName: String

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    Logging

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

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    Logging

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

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    Logging

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

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    Logging

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

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    Logging

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

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    ParameterConstructorMethods

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

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  145. val maxAfterBalanceSize: FloatParam

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  146. val maxConfusionMatrixSize: IntParam

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  147. val maxDepth: IntParam

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

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

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

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  151. val modelId: NullableStringParam

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  152. val nbins: IntParam

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  153. val nbinsCats: IntParam

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  154. val nbinsTopLevel: IntParam

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    protected

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

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    Definition Classes
    AnyRef

  156. val nfolds: IntParam

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    Attributes
    protected

  157. final def notify(): Unit

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    Definition Classes
    AnyRef

  158. final def notifyAll(): Unit

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    Definition Classes
    AnyRef

  159. val ntrees: IntParam

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    Attributes
    protected

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

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    ParameterConstructorMethods

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

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    ParameterConstructorMethods

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

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

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    ParameterConstructorMethods

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

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    ParameterConstructorMethods

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

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    ParameterConstructorMethods

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

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  167. val offsetCol: NullableStringParam

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

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    ParameterConstructorMethods

  169. def paramTag: ClassTag[GBMParameters]

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    protected

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

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    Definition Classes
    Params

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

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    Attributes
    protected

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

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    Attributes
    protected

  173. 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

  174. 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

  175. 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

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

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  177. val sampleRatePerClass: NullableDoubleArrayParam

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  178. def sanitize(colName: String): String

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    H2OAlgoCommonUtils

  179. val scoreEachIteration: BooleanParam

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  180. val scoreTreeInterval: IntParam

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  181. val seed: LongParam

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

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    Params

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

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    Params

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

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    Definition Classes
    Params

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

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

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

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

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    Definition Classes
    HasCalibrationDataFrame

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

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

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

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

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

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

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

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

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

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    Params

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

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    Params

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

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

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

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

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

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

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

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

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

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    Definition Classes
    HasIgnoredCols

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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    Definition Classes
    HasMonotoneConstraints

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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  241. val stoppingMetric: Param[String]

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    Attributes
    protected

  242. val stoppingRounds: IntParam

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    Attributes
    protected

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

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    Attributes
    protected

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  246. def stringify(value: Any): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

  251. def stringifyPrimitiveParam(value: Any): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Definition Classes
    AnyRef

  253. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any

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

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    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils

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

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    Attributes
    protected

  256. 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

  257. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  260. 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