Trait

ai.h2o.sparkling.ml.params

H2OGLMParams

Related Doc: package params

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trait H2OGLMParams extends H2OAlgoParamsBase with HasRandomCols with HasIgnoredCols with HasPlugValues with HasBetaConstraints with HasInteractionPairs with DeprecatedDistribution

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DeprecatedDistribution, HasInteractionPairs, HasBetaConstraints, HasPlugValues, HasIgnoredCols, HasRandomCols, H2OAlgoCommonUtils, EstimatorCommonUtils, RestCommunication, RestEncodingUtils, Logging, Logging, H2OAlgoParamsBase, ParameterConstructorMethods, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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Inherited
  1. H2OGLMParams
  2. DeprecatedDistribution
  3. HasInteractionPairs
  4. HasBetaConstraints
  5. HasPlugValues
  6. HasIgnoredCols
  7. HasRandomCols
  8. H2OAlgoCommonUtils
  9. EstimatorCommonUtils
  10. RestCommunication
  11. RestEncodingUtils
  12. Logging
  13. Logging
  14. H2OAlgoParamsBase
  15. ParameterConstructorMethods
  16. Params
  17. Serializable
  18. Serializable
  19. Identifiable
  20. AnyRef
  21. 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. val HGLM: BooleanParam

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    Attributes
    protected
  6. val alphaValue: NullableDoubleArrayParam

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

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    Definition Classes
    Any
  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 calcLike: 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[_]): H2OGLMParams.this.type

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    Definition Classes
    Params
  16. def clone(): AnyRef

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    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  17. val coldStart: BooleanParam

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

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

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

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

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    Params
  25. val customMetricFunc: NullableStringParam

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

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

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

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

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

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    Attributes
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    RestCommunication
  33. val earlyStopping: BooleanParam

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

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

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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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    protected
  42. def finalize(): Unit

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    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
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    ParameterConstructorMethods
  44. val foldAssignment: Param[String]

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  45. val foldCol: NullableStringParam

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

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

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  48. def getBalanceClasses(): Boolean

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  49. def getBetaConstraints(): DataFrame

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    Definition Classes
    HasBetaConstraints
  50. def getBetaEpsilon(): Double

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  51. def getBinaryModel(): H2OBinaryModel

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    Definition Classes
    H2OAlgoCommonUtils
  52. def getCalcLike(): Boolean

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

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

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  55. def getColdStart(): Boolean

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  56. def getComputePValues(): Boolean

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  57. def getCustomMetricFunc(): String

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

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    Definition Classes
    Params
  59. def getDistribution(): String

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    Definition Classes
    DeprecatedDistribution
    Annotations
    @DeprecatedMethod( x$2 , x$1 )
  60. def getEarlyStopping(): Boolean

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  61. def getExportCheckpointsDir(): String

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  62. def getFamily(): String

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  63. def getFoldAssignment(): String

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  64. def getFoldCol(): String

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  65. def getGradientEpsilon(): Double

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  66. def getHGLM(): Boolean

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  67. def getIgnoreConstCols(): Boolean

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  68. def getIgnoredCols(): Array[String]

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    Definition Classes
    HasIgnoredCols
  69. def getInteractionPairs(): Array[(String, String)]

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    Definition Classes
    HasInteractionPairs
  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 getLabelCol(): String

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  76. def getLambdaMinRatio(): Double

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  77. def getLambdaSearch(): Boolean

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  78. def getLambdaValue(): Array[Double]

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  79. def getLink(): String

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  80. def getMaxActivePredictors(): Int

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  81. def getMaxAfterBalanceSize(): Float

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  82. def getMaxConfusionMatrixSize(): Int

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  83. def getMaxIterations(): Int

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  84. def getMaxRuntimeSecs(): Double

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  85. def getMissingValuesHandling(): String

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  86. def getModelId(): String

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  87. def getNfolds(): Int

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  88. def getNlambdas(): Int

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  89. def getNonNegative(): Boolean

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  90. def getObjReg(): Double

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  91. def getObjectiveEpsilon(): Double

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  92. def getOffsetCol(): String

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

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

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    Definition Classes
    Params
  95. def getPlugValues(): Map[String, Any]

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    Definition Classes
    HasPlugValues
  96. def getPrior(): Double

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  97. def getRandomCols(): Array[String]

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    Definition Classes
    HasRandomCols
  98. def getRandomFamily(): Array[String]

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  99. def getRandomLink(): Array[String]

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  100. def getRemoveCollinearCols(): Boolean

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  101. def getScoreEachIteration(): Boolean

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  102. def getScoreIterationInterval(): Int

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  103. def getSeed(): Long

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  104. def getSolver(): String

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  105. def getStandardize(): 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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  115. final def hasDefault[T](param: Param[T]): Boolean

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

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    Params
  117. def hashCode(): Int

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  118. val ignoreConstCols: BooleanParam

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

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    Attributes
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    Logging
  120. 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
  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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    ParameterConstructorMethods
  123. def intParam(name: String, doc: String): IntParam

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  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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  127. final def isInstanceOf[T0]: Boolean

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

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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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    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 labelCol: Param[String]

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  135. val lambdaMinRatio: org.apache.spark.ml.param.DoubleParam

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  136. val lambdaSearch: BooleanParam

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  137. val lambdaValue: NullableDoubleArrayParam

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  138. val link: Param[String]

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  139. def log: Logger

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

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

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

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

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

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

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    Logging
  146. def logName: String

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

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

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

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

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

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  152. val maxActivePredictors: IntParam

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  153. val maxAfterBalanceSize: FloatParam

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  154. val maxConfusionMatrixSize: IntParam

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  155. val maxIterations: IntParam

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

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  157. val missingValuesHandling: Param[String]

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  158. val modelId: NullableStringParam

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

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  160. val nfolds: IntParam

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  161. val nlambdas: IntParam

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  162. val nonNegative: BooleanParam

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  163. final def notify(): Unit

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  164. final def notifyAll(): Unit

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

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

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

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

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

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

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

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

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

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  174. val offsetCol: NullableStringParam

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

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  176. def paramTag: ClassTag[GLMParameters]

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

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

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  179. 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
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  180. val randomFamily: NullableStringArrayParam

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  181. val randomLink: NullableStringArrayParam

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  182. 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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  183. val removeCollinearCols: BooleanParam

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  184. 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
  185. def sanitize(colName: String): String

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    H2OAlgoCommonUtils
  186. val scoreEachIteration: BooleanParam

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  187. val scoreIterationInterval: IntParam

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  188. val seed: LongParam

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  189. final def set(paramPair: ParamPair[_]): H2OGLMParams.this.type

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  190. final def set(param: String, value: Any): H2OGLMParams.this.type

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  191. final def set[T](param: Param[T], value: T): H2OGLMParams.this.type

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    Definition Classes
    Params
  192. def setAlphaValue(value: Array[Double]): H2OGLMParams.this.type

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  193. def setBalanceClasses(value: Boolean): H2OGLMParams.this.type

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  194. def setBetaConstraints(value: DataFrame): H2OGLMParams.this.type

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    Definition Classes
    HasBetaConstraints
  195. def setBetaEpsilon(value: Double): H2OGLMParams.this.type

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  196. def setCalcLike(value: Boolean): H2OGLMParams.this.type

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  197. def setClassSamplingFactors(value: Array[Float]): H2OGLMParams.this.type

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  198. def setColdStart(value: Boolean): H2OGLMParams.this.type

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  199. def setComputePValues(value: Boolean): H2OGLMParams.this.type

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  200. def setCustomMetricFunc(value: String): H2OGLMParams.this.type

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  201. final def setDefault(paramPairs: ParamPair[_]*): H2OGLMParams.this.type

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  202. final def setDefault[T](param: Param[T], value: T): H2OGLMParams.this.type

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    Params
  203. def setDistribution(value: String): H2OGLMParams.this.type

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    Definition Classes
    DeprecatedDistribution
    Annotations
    @DeprecatedMethod( x$4 , x$3 )
  204. def setEarlyStopping(value: Boolean): H2OGLMParams.this.type

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  205. def setExportCheckpointsDir(value: String): H2OGLMParams.this.type

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  206. def setFamily(value: String): H2OGLMParams.this.type

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  207. def setFoldAssignment(value: String): H2OGLMParams.this.type

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  208. def setFoldCol(value: String): H2OGLMParams.this.type

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  209. def setGradientEpsilon(value: Double): H2OGLMParams.this.type

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  210. def setHGLM(value: Boolean): H2OGLMParams.this.type

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  211. def setIgnoreConstCols(value: Boolean): H2OGLMParams.this.type

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  212. def setIgnoredCols(value: Array[String]): H2OGLMParams.this.type

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    Definition Classes
    HasIgnoredCols
  213. def setInteractionPairs(value: Array[(String, String)]): H2OGLMParams.this.type

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    Definition Classes
    HasInteractionPairs
  214. def setInteractions(value: Array[String]): H2OGLMParams.this.type

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  215. def setIntercept(value: Boolean): H2OGLMParams.this.type

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  216. def setKeepCrossValidationFoldAssignment(value: Boolean): H2OGLMParams.this.type

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  217. def setKeepCrossValidationModels(value: Boolean): H2OGLMParams.this.type

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  218. def setKeepCrossValidationPredictions(value: Boolean): H2OGLMParams.this.type

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  219. def setLabelCol(value: String): H2OGLMParams.this.type

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  220. def setLambdaMinRatio(value: Double): H2OGLMParams.this.type

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  221. def setLambdaSearch(value: Boolean): H2OGLMParams.this.type

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  222. def setLambdaValue(value: Array[Double]): H2OGLMParams.this.type

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  223. def setLink(value: String): H2OGLMParams.this.type

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  224. def setMaxActivePredictors(value: Int): H2OGLMParams.this.type

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  225. def setMaxAfterBalanceSize(value: Float): H2OGLMParams.this.type

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  226. def setMaxConfusionMatrixSize(value: Int): H2OGLMParams.this.type

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  227. def setMaxIterations(value: Int): H2OGLMParams.this.type

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  228. def setMaxRuntimeSecs(value: Double): H2OGLMParams.this.type

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  229. def setMissingValuesHandling(value: String): H2OGLMParams.this.type

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  230. def setModelId(value: String): H2OGLMParams.this.type

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  231. def setNfolds(value: Int): H2OGLMParams.this.type

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  232. def setNlambdas(value: Int): H2OGLMParams.this.type

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  233. def setNonNegative(value: Boolean): H2OGLMParams.this.type

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  234. def setObjReg(value: Double): H2OGLMParams.this.type

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  235. def setObjectiveEpsilon(value: Double): H2OGLMParams.this.type

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  236. def setOffsetCol(value: String): H2OGLMParams.this.type

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  237. def setPlugValues(value: Map[String, Any]): H2OGLMParams.this.type

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    Definition Classes
    HasPlugValues
  238. def setPrior(value: Double): H2OGLMParams.this.type

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  239. def setRandomCols(value: Array[String]): H2OGLMParams.this.type

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    Definition Classes
    HasRandomCols
  240. def setRandomFamily(value: Array[String]): H2OGLMParams.this.type

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  241. def setRandomLink(value: Array[String]): H2OGLMParams.this.type

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  242. def setRemoveCollinearCols(value: Boolean): H2OGLMParams.this.type

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  243. def setScoreEachIteration(value: Boolean): H2OGLMParams.this.type

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  244. def setScoreIterationInterval(value: Int): H2OGLMParams.this.type

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  245. def setSeed(value: Long): H2OGLMParams.this.type

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  246. def setSolver(value: String): H2OGLMParams.this.type

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  247. def setStandardize(value: Boolean): H2OGLMParams.this.type

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  248. def setStartval(value: Array[Double]): H2OGLMParams.this.type

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  249. def setStoppingMetric(value: String): H2OGLMParams.this.type

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  250. def setStoppingRounds(value: Int): H2OGLMParams.this.type

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  251. def setStoppingTolerance(value: Double): H2OGLMParams.this.type

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  252. def setTheta(value: Double): H2OGLMParams.this.type

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  253. def setTweedieLinkPower(value: Double): H2OGLMParams.this.type

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  254. def setTweedieVariancePower(value: Double): H2OGLMParams.this.type

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  255. def setWeightCol(value: String): H2OGLMParams.this.type

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  256. val solver: Param[String]

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    Attributes
    protected
  257. val standardize: BooleanParam

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    Attributes
    protected
  258. val startval: NullableDoubleArrayParam

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    Attributes
    protected
  259. val stoppingMetric: Param[String]

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    Attributes
    protected
  260. val stoppingRounds: IntParam

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

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

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

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

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

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

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

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

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

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

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

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    Attributes
    protected
  272. def toString(): String

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

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

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

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    Attributes
    protected
  276. 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
  277. final def wait(): Unit

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

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

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

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    Attributes
    protected

Inherited from DeprecatedDistribution

Inherited from HasInteractionPairs

Inherited from HasBetaConstraints

Inherited from HasPlugValues

Inherited from HasIgnoredCols

Inherited from HasRandomCols

Inherited from H2OAlgoCommonUtils

Inherited from EstimatorCommonUtils

Inherited from RestCommunication

Inherited from RestEncodingUtils

Inherited from Logging

Inherited from Logging

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