Trait

ai.h2o.sparkling.ml.params

H2OGAMParams

Related Doc: package params

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trait H2OGAMParams extends H2OAlgoParamsBase with HasIgnoredCols with HasBetaConstraints with HasGamCols

Linear Supertypes
HasGamCols, H2OAlgoCommonUtils, EstimatorCommonUtils, RestCommunication, RestEncodingUtils, Logging, Logging, HasBetaConstraints, HasIgnoredCols, H2OAlgoParamsBase, H2OFrameLifecycle, ParameterConstructorMethods, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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Inherited
  1. H2OGAMParams
  2. HasGamCols
  3. H2OAlgoCommonUtils
  4. EstimatorCommonUtils
  5. RestCommunication
  6. RestEncodingUtils
  7. Logging
  8. Logging
  9. HasBetaConstraints
  10. HasIgnoredCols
  11. H2OAlgoParamsBase
  12. H2OFrameLifecycle
  13. ParameterConstructorMethods
  14. Params
  15. Serializable
  16. Serializable
  17. Identifiable
  18. AnyRef
  19. Any
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Type Members

  1. implicit class ParametersExtraMethods extends AnyRef

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    Definition Classes
    H2OAlgoParamsBase

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. val alphaValue: NullableDoubleArrayParam

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    Attributes
    protected
  6. final def asInstanceOf[T0]: T0

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    Definition Classes
    Any
  7. val aucType: Param[String]

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    Attributes
    protected
  8. val balanceClasses: BooleanParam

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    Attributes
    protected
  9. val betaEpsilon: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected
  10. var binaryModel: Option[H2OBinaryModel]

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  12. val bs: NullableIntArrayParam

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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[_]): H2OGAMParams.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 coldStart: BooleanParam

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    Attributes
    protected
  18. val computePValues: BooleanParam

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

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

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

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

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

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

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    Attributes
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    Params
  25. val customMetricFunc: NullableStringParam

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    Attributes
    protected
  26. final def defaultCopy[T <: Params](extra: ParamMap): T

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

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    protected
    Definition Classes
    RestCommunication
  28. 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
  29. def doubleArrayParam(name: String, doc: String): DoubleArrayParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  30. def doubleParam(name: String, doc: String): org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  31. def downloadBinaryURLContent(endpoint: URI, suffix: String, conf: H2OConf, file: File): Unit

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

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    Attributes
    protected
    Definition Classes
    RestCommunication
  33. val earlyStopping: BooleanParam

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    Attributes
    protected
  34. final def eq(arg0: AnyRef): Boolean

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    Definition Classes
    AnyRef
  35. def equals(arg0: Any): Boolean

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    Definition Classes
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  36. def explainParam(param: Param[_]): String

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    Definition Classes
    Params
  37. def explainParams(): String

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    Definition Classes
    Params
  38. val exportCheckpointsDir: NullableStringParam

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    Attributes
    protected
  39. final def extractParamMap(): ParamMap

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

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    Definition Classes
    Params
  41. val family: Param[String]

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    Attributes
    protected
  42. def finalize(): Unit

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  44. val foldAssignment: Param[String]

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    Attributes
    protected
  45. val foldCol: NullableStringParam

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    Attributes
    protected
  46. val gamCols: NullableStringArrayArrayParam

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    Attributes
    protected
    Definition Classes
    HasGamCols
  47. final def get[T](param: Param[T]): Option[T]

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    Definition Classes
    Params
  48. def getAlphaValue(): Array[Double]

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  49. def getAucType(): String

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  50. def getBalanceClasses(): Boolean

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  51. def getBetaConstraints(): DataFrame

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    Definition Classes
    HasBetaConstraints
  52. def getBetaEpsilon(): Double

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  53. def getBinaryModel(): H2OBinaryModel

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    Definition Classes
    H2OAlgoCommonUtils
  54. def getBs(): Array[Int]

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

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    Definition Classes
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  56. def getClassSamplingFactors(): Array[Float]

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  57. def getColdStart(): Boolean

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  58. def getComputePValues(): Boolean

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  59. def getCustomMetricFunc(): String

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

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    Definition Classes
    Params
  61. def getEarlyStopping(): Boolean

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  62. def getExportCheckpointsDir(): String

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  63. def getFamily(): String

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  64. def getFoldAssignment(): String

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  65. def getFoldCol(): String

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  66. def getGamCols(): Array[Array[String]]

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    Definition Classes
    HasGamCols
  67. def getGradientEpsilon(): Double

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  68. def getIgnoreConstCols(): Boolean

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  69. def getIgnoredCols(): Array[String]

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    Definition Classes
    HasIgnoredCols
  70. def getInteractions(): Array[String]

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  71. def getIntercept(): Boolean

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  72. def getKeepCrossValidationFoldAssignment(): Boolean

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  73. def getKeepCrossValidationModels(): Boolean

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  74. def getKeepCrossValidationPredictions(): Boolean

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  75. def getKeepGamCols(): Boolean

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  76. def getKnotIds(): Array[String]

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  77. def getLabelCol(): String

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  78. def getLambdaSearch(): Boolean

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  79. def getLambdaValue(): Array[Double]

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  80. def getLink(): String

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  81. def getMaxActivePredictors(): Int

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  82. def getMaxAfterBalanceSize(): Float

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  83. def getMaxConfusionMatrixSize(): Int

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  84. def getMaxIterations(): Int

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  85. def getMaxRuntimeSecs(): Double

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  86. def getMissingValuesHandling(): String

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  87. def getModelId(): String

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  88. def getNfolds(): Int

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  89. def getNlambdas(): Int

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  90. def getNonNegative(): Boolean

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  91. def getNumKnots(): Array[Int]

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  92. def getObjReg(): Double

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  93. def getObjectiveEpsilon(): Double

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  94. def getOffsetCol(): String

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

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    Definition Classes
    Params
  96. def getParam(paramName: String): Param[Any]

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    Definition Classes
    Params
  97. def getPrior(): Double

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  98. def getRemoveCollinearCols(): Boolean

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  99. def getScale(): Array[Double]

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  100. def getScaleTpPenaltyMat(): Boolean

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  101. def getScoreEachIteration(): Boolean

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  102. def getSeed(): Long

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  103. def getSolver(): String

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  104. def getStandardize(): Boolean

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  105. def getStandardizeTpGamCols(): Boolean

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  106. def getStartval(): Array[Double]

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  107. def getStoppingMetric(): String

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  108. def getStoppingRounds(): Int

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  109. def getStoppingTolerance(): Double

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  110. def getTheta(): Double

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  111. def getTweedieLinkPower(): Double

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  112. def getTweedieVariancePower(): Double

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  113. def getWeightCol(): String

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

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    Attributes
    protected
  115. final def hasDefault[T](param: Param[T]): Boolean

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    Definition Classes
    Params
  116. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params
  117. def hashCode(): Int

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    Definition Classes
    AnyRef → Any
  118. val ignoreConstCols: BooleanParam

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    Attributes
    protected
  119. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  120. 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
  121. def insertToNode(node: NodeDesc, suffix: String, conf: H2OConf, params: Map[String, Any]): OutputStream

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

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

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    ParameterConstructorMethods
  124. val interactions: NullableStringArrayParam

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  125. val intercept: BooleanParam

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

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    Params
  127. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any
  128. def isPrimitiveType(value: Any): Boolean

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

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    Definition Classes
    Params
  130. def isTraceEnabled(): Boolean

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    Attributes
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    Logging
  131. val keepCrossValidationFoldAssignment: BooleanParam

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  132. val keepCrossValidationModels: BooleanParam

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  133. val keepCrossValidationPredictions: BooleanParam

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  134. val keepGamCols: BooleanParam

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  135. val knotIds: NullableStringArrayParam

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  136. val labelCol: Param[String]

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  137. val lambdaSearch: BooleanParam

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  138. val lambdaValue: NullableDoubleArrayParam

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  139. val link: Param[String]

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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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    ParameterConstructorMethods
  153. val maxActivePredictors: IntParam

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  154. val maxAfterBalanceSize: FloatParam

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  155. val maxConfusionMatrixSize: IntParam

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  156. val maxIterations: IntParam

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

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  158. val missingValuesHandling: Param[String]

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  159. val modelId: NullableStringParam

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

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  161. val nfolds: IntParam

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  162. val nlambdas: IntParam

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  163. val nonNegative: BooleanParam

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  164. final def notify(): Unit

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  165. final def notifyAll(): Unit

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

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

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    ParameterConstructorMethods
  168. def nullableFloatArrayParam(name: String, doc: String): NullableFloatArrayParam

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

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

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

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

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

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  174. val numKnots: NullableIntArrayParam

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  175. val objReg: org.apache.spark.ml.param.DoubleParam

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

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  177. val offsetCol: NullableStringParam

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

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    ParameterConstructorMethods
  179. def paramTag: ClassTag[GAMParameters]

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

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    Params
  181. val prior: org.apache.spark.ml.param.DoubleParam

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    protected
  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. 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
  184. val removeCollinearCols: BooleanParam

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  185. 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
  186. def sanitize(colName: String): String

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    Definition Classes
    H2OAlgoCommonUtils
  187. val scale: NullableDoubleArrayParam

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  188. val scaleTpPenaltyMat: BooleanParam

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  189. val scoreEachIteration: BooleanParam

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  190. val seed: LongParam

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  191. final def set(paramPair: ParamPair[_]): H2OGAMParams.this.type

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    Params
  192. final def set(param: String, value: Any): H2OGAMParams.this.type

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    Attributes
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    Params
  193. final def set[T](param: Param[T], value: T): H2OGAMParams.this.type

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    Definition Classes
    Params
  194. def setAlphaValue(value: Array[Double]): H2OGAMParams.this.type

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  195. def setAucType(value: String): H2OGAMParams.this.type

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  196. def setBalanceClasses(value: Boolean): H2OGAMParams.this.type

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  197. def setBetaConstraints(value: DataFrame): H2OGAMParams.this.type

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    Definition Classes
    HasBetaConstraints
  198. def setBetaEpsilon(value: Double): H2OGAMParams.this.type

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  199. def setBs(value: Array[Int]): H2OGAMParams.this.type

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  200. def setClassSamplingFactors(value: Array[Float]): H2OGAMParams.this.type

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  201. def setColdStart(value: Boolean): H2OGAMParams.this.type

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  202. def setComputePValues(value: Boolean): H2OGAMParams.this.type

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  203. def setCustomMetricFunc(value: String): H2OGAMParams.this.type

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  204. final def setDefault(paramPairs: ParamPair[_]*): H2OGAMParams.this.type

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    Attributes
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    Params
  205. final def setDefault[T](param: Param[T], value: T): H2OGAMParams.this.type

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    Attributes
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    Params
  206. def setEarlyStopping(value: Boolean): H2OGAMParams.this.type

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  207. def setExportCheckpointsDir(value: String): H2OGAMParams.this.type

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  208. def setFamily(value: String): H2OGAMParams.this.type

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  209. def setFoldAssignment(value: String): H2OGAMParams.this.type

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  210. def setFoldCol(value: String): H2OGAMParams.this.type

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  211. def setGamCols(value: Array[String]): H2OGAMParams.this.type

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    Definition Classes
    HasGamCols
  212. def setGamCols(value: Array[Array[String]]): H2OGAMParams.this.type

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    Definition Classes
    HasGamCols
  213. def setGradientEpsilon(value: Double): H2OGAMParams.this.type

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  214. def setIgnoreConstCols(value: Boolean): H2OGAMParams.this.type

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  215. def setIgnoredCols(value: Array[String]): H2OGAMParams.this.type

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    Definition Classes
    HasIgnoredCols
  216. def setInteractions(value: Array[String]): H2OGAMParams.this.type

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  217. def setIntercept(value: Boolean): H2OGAMParams.this.type

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  218. def setKeepCrossValidationFoldAssignment(value: Boolean): H2OGAMParams.this.type

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  219. def setKeepCrossValidationModels(value: Boolean): H2OGAMParams.this.type

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  220. def setKeepCrossValidationPredictions(value: Boolean): H2OGAMParams.this.type

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  221. def setKeepGamCols(value: Boolean): H2OGAMParams.this.type

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  222. def setKnotIds(value: Array[String]): H2OGAMParams.this.type

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  223. def setLabelCol(value: String): H2OGAMParams.this.type

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  224. def setLambdaSearch(value: Boolean): H2OGAMParams.this.type

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  225. def setLambdaValue(value: Array[Double]): H2OGAMParams.this.type

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  226. def setLink(value: String): H2OGAMParams.this.type

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  227. def setMaxActivePredictors(value: Int): H2OGAMParams.this.type

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  228. def setMaxAfterBalanceSize(value: Float): H2OGAMParams.this.type

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  229. def setMaxConfusionMatrixSize(value: Int): H2OGAMParams.this.type

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  230. def setMaxIterations(value: Int): H2OGAMParams.this.type

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  231. def setMaxRuntimeSecs(value: Double): H2OGAMParams.this.type

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  232. def setMissingValuesHandling(value: String): H2OGAMParams.this.type

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  233. def setModelId(value: String): H2OGAMParams.this.type

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  234. def setNfolds(value: Int): H2OGAMParams.this.type

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  235. def setNlambdas(value: Int): H2OGAMParams.this.type

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  236. def setNonNegative(value: Boolean): H2OGAMParams.this.type

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  237. def setNumKnots(value: Array[Int]): H2OGAMParams.this.type

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  238. def setObjReg(value: Double): H2OGAMParams.this.type

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  239. def setObjectiveEpsilon(value: Double): H2OGAMParams.this.type

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  240. def setOffsetCol(value: String): H2OGAMParams.this.type

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  241. def setPrior(value: Double): H2OGAMParams.this.type

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  242. def setRemoveCollinearCols(value: Boolean): H2OGAMParams.this.type

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  243. def setScale(value: Array[Double]): H2OGAMParams.this.type

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  244. def setScaleTpPenaltyMat(value: Boolean): H2OGAMParams.this.type

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  245. def setScoreEachIteration(value: Boolean): H2OGAMParams.this.type

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  246. def setSeed(value: Long): H2OGAMParams.this.type

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  247. def setSolver(value: String): H2OGAMParams.this.type

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  248. def setStandardize(value: Boolean): H2OGAMParams.this.type

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  249. def setStandardizeTpGamCols(value: Boolean): H2OGAMParams.this.type

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  250. def setStartval(value: Array[Double]): H2OGAMParams.this.type

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  251. def setStoppingMetric(value: String): H2OGAMParams.this.type

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  252. def setStoppingRounds(value: Int): H2OGAMParams.this.type

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  253. def setStoppingTolerance(value: Double): H2OGAMParams.this.type

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  254. def setTheta(value: Double): H2OGAMParams.this.type

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  255. def setTweedieLinkPower(value: Double): H2OGAMParams.this.type

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  256. def setTweedieVariancePower(value: Double): H2OGAMParams.this.type

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  257. def setWeightCol(value: String): H2OGAMParams.this.type

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  258. val solver: Param[String]

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    Attributes
    protected
  259. val standardize: BooleanParam

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    Attributes
    protected
  260. val standardizeTpGamCols: BooleanParam

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    Attributes
    protected
  261. val startval: NullableDoubleArrayParam

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    Attributes
    protected
  262. val stoppingMetric: Param[String]

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    Attributes
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  263. val stoppingRounds: IntParam

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    Attributes
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  264. val stoppingTolerance: org.apache.spark.ml.param.DoubleParam

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

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

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    Definition Classes
    ParameterConstructorMethods
  267. def stringify(value: Any): String

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    Definition Classes
    RestEncodingUtils
  268. def stringifyArray(arr: Array[_]): String

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

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

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

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

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    protected
    Definition Classes
    RestEncodingUtils
  273. final def synchronized[T0](arg0: ⇒ T0): T0

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    Definition Classes
    AnyRef
  274. val theta: org.apache.spark.ml.param.DoubleParam

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    protected
  275. def toString(): String

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

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    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils
  277. val tweedieLinkPower: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected
  278. val tweedieVariancePower: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected
  279. 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
  280. final def wait(): Unit

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

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

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    Definition Classes
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    Annotations
    @throws( ... )
  283. val weightCol: NullableStringParam

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    Attributes
    protected

Inherited from HasGamCols

Inherited from H2OAlgoCommonUtils

Inherited from EstimatorCommonUtils

Inherited from RestCommunication

Inherited from RestEncodingUtils

Inherited from Logging

Inherited from Logging

Inherited from HasBetaConstraints

Inherited from HasIgnoredCols

Inherited from H2OAlgoParamsBase

Inherited from H2OFrameLifecycle

Inherited from ParameterConstructorMethods

Inherited from Params

Inherited from Serializable

Inherited from Serializable

Inherited from Identifiable

Inherited from AnyRef

Inherited from Any

Ungrouped