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 aucType: Param[String]

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    Attributes
    protected
  9. val balanceClasses: BooleanParam

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    Attributes
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  10. val betaEpsilon: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected
  11. var binaryModel: Option[H2OBinaryModel]

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

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    Attributes
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    ParameterConstructorMethods
  13. val calcLike: BooleanParam

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

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    Definition Classes
    RestCommunication
  15. val classSamplingFactors: NullableFloatArrayParam

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    Attributes
    protected
  16. final def clear(param: Param[_]): H2OGLMParams.this.type

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    Definition Classes
    Params
  17. def clone(): AnyRef

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

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  19. val computePValues: BooleanParam

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

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

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

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

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

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

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    Params
  26. val customMetricFunc: NullableStringParam

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

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

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    Definition Classes
    RestCommunication
  29. def delete[ResultType](endpoint: URI, suffix: String, conf: H2OConf, params: Map[String, Any], skippedFields: Seq[(Class[_], String)], encodeParamsAsJson: Boolean)(implicit arg0: ClassTag[ResultType]): ResultType

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    Definition Classes
    RestCommunication
  30. def doubleArrayParam(name: String, doc: String): DoubleArrayParam

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

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

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

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    RestCommunication
  34. val earlyStopping: BooleanParam

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

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

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

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    Params
  38. def explainParams(): String

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    Definition Classes
    Params
  39. val exportCheckpointsDir: NullableStringParam

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  40. final def extractParamMap(): ParamMap

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

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

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    protected
  43. def finalize(): Unit

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    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
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    ParameterConstructorMethods
  45. val foldAssignment: Param[String]

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  46. val foldCol: NullableStringParam

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

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  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 getCalcLike(): Boolean

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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 getDistribution(): String

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

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  63. def getExportCheckpointsDir(): String

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  64. def getFamily(): String

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  65. def getFoldAssignment(): String

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  66. def getFoldCol(): String

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  67. def getGradientEpsilon(): Double

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  68. def getHGLM(): Boolean

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  69. def getIgnoreConstCols(): Boolean

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  70. def getIgnoredCols(): Array[String]

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

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    Definition Classes
    HasInteractionPairs
  72. def getInteractions(): Array[String]

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  73. def getIntercept(): Boolean

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  74. def getKeepCrossValidationFoldAssignment(): Boolean

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  75. def getKeepCrossValidationModels(): Boolean

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  76. def getKeepCrossValidationPredictions(): Boolean

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  77. def getLabelCol(): String

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  78. def getLambdaMinRatio(): Double

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  79. def getLambdaSearch(): Boolean

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  80. def getLambdaValue(): Array[Double]

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  81. def getLink(): String

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  82. def getMaxActivePredictors(): Int

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  83. def getMaxAfterBalanceSize(): Float

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  84. def getMaxConfusionMatrixSize(): Int

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  85. def getMaxIterations(): Int

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  86. def getMaxRuntimeSecs(): Double

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  87. def getMissingValuesHandling(): String

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  88. def getModelId(): String

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  89. def getNfolds(): Int

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  90. def getNlambdas(): Int

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  91. def getNonNegative(): Boolean

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

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    Params
  97. def getPlugValues(): Map[String, Any]

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    Definition Classes
    HasPlugValues
  98. def getPrior(): Double

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  99. def getRandomCols(): Array[String]

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

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  101. def getRandomLink(): Array[String]

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  102. def getRemoveCollinearCols(): Boolean

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  103. def getScoreEachIteration(): Boolean

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  104. def getScoreIterationInterval(): Int

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  105. def getSeed(): Long

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  106. def getSolver(): String

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  107. def getStandardize(): Boolean

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  108. def getStartval(): Array[Double]

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  109. def getStoppingMetric(): String

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  110. def getStoppingRounds(): Int

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  111. def getStoppingTolerance(): Double

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  112. def getTheta(): Double

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  113. def getTweedieLinkPower(): Double

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  114. def getTweedieVariancePower(): Double

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  115. def getWeightCol(): String

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

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

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  118. def hasParam(paramName: String): Boolean

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  119. def hashCode(): Int

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  120. val ignoreConstCols: BooleanParam

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

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

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

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

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

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  126. val interactions: NullableStringArrayParam

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  127. val intercept: BooleanParam

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

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  129. final def isInstanceOf[T0]: Boolean

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

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

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  132. def isTraceEnabled(): Boolean

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    Logging
  133. val keepCrossValidationFoldAssignment: BooleanParam

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  134. val keepCrossValidationModels: BooleanParam

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  135. val keepCrossValidationPredictions: BooleanParam

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  136. val labelCol: Param[String]

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

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  138. val lambdaSearch: BooleanParam

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  139. val lambdaValue: NullableDoubleArrayParam

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  140. val link: Param[String]

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  141. def log: Logger

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

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

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

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

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

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

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    Logging
  148. def logName: String

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

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

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

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

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

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  154. val maxActivePredictors: IntParam

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  155. val maxAfterBalanceSize: FloatParam

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  156. val maxConfusionMatrixSize: IntParam

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  157. val maxIterations: IntParam

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

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  159. val missingValuesHandling: Param[String]

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  160. val modelId: NullableStringParam

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

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  162. val nfolds: IntParam

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  163. val nlambdas: IntParam

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  164. val nonNegative: BooleanParam

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  165. final def notify(): Unit

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  166. final def notifyAll(): Unit

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

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

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

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

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

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

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

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

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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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  179. def paramTag: ClassTag[GLMParameters]

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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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  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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  183. val randomFamily: NullableStringArrayParam

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  184. val randomLink: NullableStringArrayParam

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  185. def readURLContent(endpoint: URI, requestType: String, suffix: String, conf: H2OConf, params: Map[String, Any], encodeParamsAsJson: Boolean, file: Option[String], confirmationLoggingLevel: LoggingLevel): InputStream

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  186. val removeCollinearCols: BooleanParam

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  187. 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
  188. def sanitize(colName: String): String

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    H2OAlgoCommonUtils
  189. val scoreEachIteration: BooleanParam

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  190. val scoreIterationInterval: IntParam

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  191. val seed: LongParam

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

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

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

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

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  196. def setAucType(value: String): H2OGLMParams.this.type

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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  260. val solver: Param[String]

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    Attributes
    protected
  261. val standardize: BooleanParam

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    Attributes
    protected
  262. val startval: NullableDoubleArrayParam

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    Attributes
    protected
  263. val stoppingMetric: Param[String]

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    Attributes
    protected
  264. val stoppingRounds: IntParam

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

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

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

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

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

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

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

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

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

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

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

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    Attributes
    protected
  276. def toString(): String

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

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

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

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

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

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  284. 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