Trait

ai.h2o.sparkling.ml.params

H2ODeepLearningParams

Related Doc: package params

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trait H2ODeepLearningParams extends H2OAlgoParamsBase with HasInitialBiases with HasInitialWeights with HasIgnoredCols with HasDeprecatedVariableImportances with HasDeprecatedAutoencoder

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HasDeprecatedAutoencoder, HasDeprecatedVariableImportances, Logging, Logging, HasIgnoredCols, HasInitialWeights, HasInitialBiases, H2OAlgoParamsBase, H2OFrameLifecycle, ParameterConstructorMethods, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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Inherited
  1. H2ODeepLearningParams
  2. HasDeprecatedAutoencoder
  3. HasDeprecatedVariableImportances
  4. Logging
  5. Logging
  6. HasIgnoredCols
  7. HasInitialWeights
  8. HasInitialBiases
  9. H2OAlgoParamsBase
  10. H2OFrameLifecycle
  11. ParameterConstructorMethods
  12. Params
  13. Serializable
  14. Serializable
  15. Identifiable
  16. AnyRef
  17. 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
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  2. final def ##(): Int

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    Definition Classes
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  3. final def $[T](param: Param[T]): T

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    Attributes
    protected
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    Params
  4. final def ==(arg0: Any): Boolean

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    Definition Classes
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  5. val activation: Param[String]

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    Attributes
    protected
  6. val adaptiveRate: BooleanParam

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    Attributes
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  7. final def asInstanceOf[T0]: T0

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    Definition Classes
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  8. val aucType: Param[String]

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  9. val averageActivation: org.apache.spark.ml.param.DoubleParam

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    Attributes
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  10. val balanceClasses: BooleanParam

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    Attributes
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  11. def booleanParam(name: String, doc: String): BooleanParam

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    ParameterConstructorMethods
  12. val calculateFeatureImportances: BooleanParam

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  13. val categoricalEncoding: Param[String]

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    Attributes
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  14. val classSamplingFactors: NullableFloatArrayParam

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    Attributes
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  15. val classificationStop: org.apache.spark.ml.param.DoubleParam

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    Attributes
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  16. final def clear(param: Param[_]): H2ODeepLearningParams.this.type

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    Definition Classes
    Params
  17. def clone(): AnyRef

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    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  18. def convert2dArrayToH2OFrame(input: Array[Array[Double]]): String

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    Attributes
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    H2OAlgoParamsBase
  19. def convertDataFrameToH2OFrameKey(dataFrame: DataFrame): String

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

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    Attributes
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    Definition Classes
    H2OAlgoParamsBase
  21. def convertVectorArrayToH2OFrameKeyArray(vectors: Array[DenseVector]): Array[String]

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

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

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    Params
  24. val diagnostics: BooleanParam

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  25. val distribution: Param[String]

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

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

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  28. val elasticAveraging: BooleanParam

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  29. val elasticAveragingMovingRate: org.apache.spark.ml.param.DoubleParam

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  30. val elasticAveragingRegularization: org.apache.spark.ml.param.DoubleParam

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  31. val epochs: org.apache.spark.ml.param.DoubleParam

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  32. val epsilon: org.apache.spark.ml.param.DoubleParam

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

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  34. def equals(arg0: Any): Boolean

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

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    Params
  36. def explainParams(): String

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    Params
  37. val exportCheckpointsDir: NullableStringParam

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  38. val exportWeightsAndBiases: BooleanParam

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  39. final def extractParamMap(): ParamMap

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

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    Params
  41. val fastMode: BooleanParam

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  42. def finalize(): Unit

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

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    ParameterConstructorMethods
  44. val foldAssignment: Param[String]

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  45. val foldCol: NullableStringParam

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  46. val forceLoadBalance: BooleanParam

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

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    Definition Classes
    Params
  48. def getActivation(): String

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  49. def getAdaptiveRate(): Boolean

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  50. def getAucType(): String

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  51. def getAutoencoder(): Boolean

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    Definition Classes
    HasDeprecatedAutoencoder
    Annotations
    @DeprecatedMethod( x$2 , x$1 )
  52. def getAverageActivation(): Double

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  53. def getBalanceClasses(): Boolean

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  54. def getCalculateFeatureImportances(): Boolean

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  55. def getCategoricalEncoding(): String

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

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  57. def getClassSamplingFactors(): Array[Float]

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  58. def getClassificationStop(): Double

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

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  60. def getDiagnostics(): Boolean

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  61. def getDistribution(): String

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  62. def getElasticAveraging(): Boolean

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  63. def getElasticAveragingMovingRate(): Double

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  64. def getElasticAveragingRegularization(): Double

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  65. def getEpochs(): Double

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  66. def getEpsilon(): Double

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  67. def getExportCheckpointsDir(): String

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  68. def getExportWeightsAndBiases(): Boolean

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  69. def getFastMode(): Boolean

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  70. def getFoldAssignment(): String

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  71. def getFoldCol(): String

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  72. def getForceLoadBalance(): Boolean

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  73. def getHidden(): Array[Int]

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  74. def getHiddenDropoutRatios(): Array[Double]

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  75. def getHuberAlpha(): Double

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  76. def getIgnoreConstCols(): Boolean

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  77. def getIgnoredCols(): Array[String]

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    Definition Classes
    HasIgnoredCols
  78. def getInitialBiases(): Array[DenseVector]

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    Definition Classes
    HasInitialBiases
  79. def getInitialWeightDistribution(): String

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  80. def getInitialWeightScale(): Double

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  81. def getInitialWeights(): Array[DenseMatrix]

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    Definition Classes
    HasInitialWeights
  82. def getInputDropoutRatio(): Double

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  83. def getKeepCrossValidationFoldAssignment(): Boolean

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  84. def getKeepCrossValidationModels(): Boolean

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  85. def getKeepCrossValidationPredictions(): Boolean

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  86. def getL1(): Double

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  87. def getL2(): Double

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  88. def getLabelCol(): String

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  89. def getLoss(): String

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  90. def getMaxAfterBalanceSize(): Float

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  91. def getMaxCategoricalFeatures(): Int

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  92. def getMaxRuntimeSecs(): Double

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  93. def getMaxW2(): Float

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  94. def getMiniBatchSize(): Int

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  95. def getMissingValuesHandling(): String

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  96. def getModelId(): String

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  97. def getMomentumRamp(): Double

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  98. def getMomentumStable(): Double

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  99. def getMomentumStart(): Double

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  100. def getNesterovAcceleratedGradient(): Boolean

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  101. def getNfolds(): Int

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  102. def getOffsetCol(): String

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

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    Params
  104. def getOverwriteWithBestModel(): Boolean

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

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  106. def getQuantileAlpha(): Double

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  107. def getQuietMode(): Boolean

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  108. def getRate(): Double

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  109. def getRateAnnealing(): Double

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  110. def getRateDecay(): Double

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  111. def getRegressionStop(): Double

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  112. def getReplicateTrainingData(): Boolean

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  113. def getReproducible(): Boolean

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  114. def getRho(): Double

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  115. def getScoreDutyCycle(): Double

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  116. def getScoreEachIteration(): Boolean

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  117. def getScoreInterval(): Double

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  118. def getScoreTrainingSamples(): Long

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  119. def getScoreValidationSamples(): Long

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  120. def getScoreValidationSampling(): String

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  121. def getSeed(): Long

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  122. def getShuffleTrainingData(): Boolean

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  123. def getSingleNodeMode(): Boolean

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  124. def getSparse(): Boolean

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  125. def getSparsityBeta(): Double

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  126. def getStandardize(): Boolean

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  127. def getStoppingMetric(): String

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  128. def getStoppingRounds(): Int

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  129. def getStoppingTolerance(): Double

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  130. def getTargetRatioCommToComp(): Double

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  131. def getTrainSamplesPerIteration(): Long

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  132. def getTweediePower(): Double

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  133. def getUseAllFactorLevels(): Boolean

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  134. def getVariableImportances(): Boolean

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    Definition Classes
    HasDeprecatedVariableImportances
    Annotations
    @DeprecatedMethod( "getCalculateFeatureImportances" , "3.38" )
  135. def getWeightCol(): String

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

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

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  138. def hashCode(): Int

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  139. val hidden: IntArrayParam

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  140. val hiddenDropoutRatios: NullableDoubleArrayParam

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

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  142. val ignoreConstCols: BooleanParam

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  143. val initialWeightDistribution: Param[String]

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

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  145. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean

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    Logging
  146. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Logging
  147. val inputDropoutRatio: org.apache.spark.ml.param.DoubleParam

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

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

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

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  151. final def isInstanceOf[T0]: Boolean

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

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  153. def isTraceEnabled(): Boolean

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    Logging
  154. val keepCrossValidationFoldAssignment: BooleanParam

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  155. val keepCrossValidationModels: BooleanParam

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  156. val keepCrossValidationPredictions: BooleanParam

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  157. val l1: org.apache.spark.ml.param.DoubleParam

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  158. val l2: org.apache.spark.ml.param.DoubleParam

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  159. val labelCol: Param[String]

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  160. def log: Logger

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

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

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

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

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

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

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  167. def logName: String

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

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

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

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

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

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  173. val loss: Param[String]

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  174. val maxAfterBalanceSize: FloatParam

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  175. val maxCategoricalFeatures: IntParam

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

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  177. val maxW2: FloatParam

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  178. val miniBatchSize: IntParam

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  179. val missingValuesHandling: Param[String]

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  180. val modelId: NullableStringParam

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  181. val momentumRamp: org.apache.spark.ml.param.DoubleParam

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  182. val momentumStable: org.apache.spark.ml.param.DoubleParam

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  183. val momentumStart: org.apache.spark.ml.param.DoubleParam

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

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  185. val nesterovAcceleratedGradient: BooleanParam

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  186. val nfolds: IntParam

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  187. final def notify(): Unit

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  188. final def notifyAll(): Unit

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

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

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

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

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

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

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

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

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  197. val offsetCol: NullableStringParam

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  198. val overwriteWithBestModel: BooleanParam

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

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  200. def paramTag: ClassTag[DeepLearningParameters]

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

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

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  203. val quietMode: BooleanParam

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  204. val rate: org.apache.spark.ml.param.DoubleParam

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  205. val rateAnnealing: org.apache.spark.ml.param.DoubleParam

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  206. val rateDecay: org.apache.spark.ml.param.DoubleParam

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  207. val regressionStop: org.apache.spark.ml.param.DoubleParam

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  208. val replicateTrainingData: BooleanParam

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  209. val reproducible: BooleanParam

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  210. val rho: org.apache.spark.ml.param.DoubleParam

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  211. val scoreDutyCycle: org.apache.spark.ml.param.DoubleParam

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  212. val scoreEachIteration: BooleanParam

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  213. val scoreInterval: org.apache.spark.ml.param.DoubleParam

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  214. val scoreTrainingSamples: LongParam

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  215. val scoreValidationSamples: LongParam

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  216. val scoreValidationSampling: Param[String]

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  217. val seed: LongParam

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  218. final def set(paramPair: ParamPair[_]): H2ODeepLearningParams.this.type

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  219. final def set(param: String, value: Any): H2ODeepLearningParams.this.type

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  220. final def set[T](param: Param[T], value: T): H2ODeepLearningParams.this.type

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    Definition Classes
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  221. def setActivation(value: String): H2ODeepLearningParams.this.type

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  222. def setAdaptiveRate(value: Boolean): H2ODeepLearningParams.this.type

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  223. def setAucType(value: String): H2ODeepLearningParams.this.type

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  224. def setAutoencoder(value: Boolean): H2ODeepLearningParams.this.type

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    Definition Classes
    HasDeprecatedAutoencoder
    Annotations
    @DeprecatedMethod( x$4 , x$3 )
  225. def setAverageActivation(value: Double): H2ODeepLearningParams.this.type

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  226. def setBalanceClasses(value: Boolean): H2ODeepLearningParams.this.type

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  227. def setCalculateFeatureImportances(value: Boolean): H2ODeepLearningParams.this.type

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  228. def setCategoricalEncoding(value: String): H2ODeepLearningParams.this.type

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  229. def setClassSamplingFactors(value: Array[Float]): H2ODeepLearningParams.this.type

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  230. def setClassificationStop(value: Double): H2ODeepLearningParams.this.type

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  231. final def setDefault(paramPairs: ParamPair[_]*): H2ODeepLearningParams.this.type

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  232. final def setDefault[T](param: Param[T], value: T): H2ODeepLearningParams.this.type

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  233. def setDiagnostics(value: Boolean): H2ODeepLearningParams.this.type

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  234. def setDistribution(value: String): H2ODeepLearningParams.this.type

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  235. def setElasticAveraging(value: Boolean): H2ODeepLearningParams.this.type

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  236. def setElasticAveragingMovingRate(value: Double): H2ODeepLearningParams.this.type

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  237. def setElasticAveragingRegularization(value: Double): H2ODeepLearningParams.this.type

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  238. def setEpochs(value: Double): H2ODeepLearningParams.this.type

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  239. def setEpsilon(value: Double): H2ODeepLearningParams.this.type

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  240. def setExportCheckpointsDir(value: String): H2ODeepLearningParams.this.type

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  241. def setExportWeightsAndBiases(value: Boolean): H2ODeepLearningParams.this.type

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  242. def setFastMode(value: Boolean): H2ODeepLearningParams.this.type

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  243. def setFoldAssignment(value: String): H2ODeepLearningParams.this.type

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  244. def setFoldCol(value: String): H2ODeepLearningParams.this.type

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  245. def setForceLoadBalance(value: Boolean): H2ODeepLearningParams.this.type

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  246. def setHidden(value: Array[Int]): H2ODeepLearningParams.this.type

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  247. def setHiddenDropoutRatios(value: Array[Double]): H2ODeepLearningParams.this.type

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  248. def setHuberAlpha(value: Double): H2ODeepLearningParams.this.type

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  249. def setIgnoreConstCols(value: Boolean): H2ODeepLearningParams.this.type

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  250. def setIgnoredCols(value: Array[String]): H2ODeepLearningParams.this.type

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    Definition Classes
    HasIgnoredCols
  251. def setInitialBiases(value: Array[DenseVector]): H2ODeepLearningParams.this.type

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    Definition Classes
    HasInitialBiases
  252. def setInitialWeightDistribution(value: String): H2ODeepLearningParams.this.type

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  253. def setInitialWeightScale(value: Double): H2ODeepLearningParams.this.type

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  254. def setInitialWeights(value: Array[DenseMatrix]): H2ODeepLearningParams.this.type

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    Definition Classes
    HasInitialWeights
  255. def setInputDropoutRatio(value: Double): H2ODeepLearningParams.this.type

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  256. def setKeepCrossValidationFoldAssignment(value: Boolean): H2ODeepLearningParams.this.type

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  257. def setKeepCrossValidationModels(value: Boolean): H2ODeepLearningParams.this.type

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  258. def setKeepCrossValidationPredictions(value: Boolean): H2ODeepLearningParams.this.type

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  259. def setL1(value: Double): H2ODeepLearningParams.this.type

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  260. def setL2(value: Double): H2ODeepLearningParams.this.type

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  261. def setLabelCol(value: String): H2ODeepLearningParams.this.type

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  262. def setLoss(value: String): H2ODeepLearningParams.this.type

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  263. def setMaxAfterBalanceSize(value: Float): H2ODeepLearningParams.this.type

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  264. def setMaxCategoricalFeatures(value: Int): H2ODeepLearningParams.this.type

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  265. def setMaxRuntimeSecs(value: Double): H2ODeepLearningParams.this.type

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  266. def setMaxW2(value: Float): H2ODeepLearningParams.this.type

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  267. def setMiniBatchSize(value: Int): H2ODeepLearningParams.this.type

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  268. def setMissingValuesHandling(value: String): H2ODeepLearningParams.this.type

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  269. def setModelId(value: String): H2ODeepLearningParams.this.type

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  270. def setMomentumRamp(value: Double): H2ODeepLearningParams.this.type

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  271. def setMomentumStable(value: Double): H2ODeepLearningParams.this.type

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  272. def setMomentumStart(value: Double): H2ODeepLearningParams.this.type

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  273. def setNesterovAcceleratedGradient(value: Boolean): H2ODeepLearningParams.this.type

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  274. def setNfolds(value: Int): H2ODeepLearningParams.this.type

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  275. def setOffsetCol(value: String): H2ODeepLearningParams.this.type

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  276. def setOverwriteWithBestModel(value: Boolean): H2ODeepLearningParams.this.type

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  277. def setQuantileAlpha(value: Double): H2ODeepLearningParams.this.type

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  278. def setQuietMode(value: Boolean): H2ODeepLearningParams.this.type

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  279. def setRate(value: Double): H2ODeepLearningParams.this.type

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  280. def setRateAnnealing(value: Double): H2ODeepLearningParams.this.type

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  281. def setRateDecay(value: Double): H2ODeepLearningParams.this.type

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  282. def setRegressionStop(value: Double): H2ODeepLearningParams.this.type

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  283. def setReplicateTrainingData(value: Boolean): H2ODeepLearningParams.this.type

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  284. def setReproducible(value: Boolean): H2ODeepLearningParams.this.type

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  285. def setRho(value: Double): H2ODeepLearningParams.this.type

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  286. def setScoreDutyCycle(value: Double): H2ODeepLearningParams.this.type

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  287. def setScoreEachIteration(value: Boolean): H2ODeepLearningParams.this.type

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  288. def setScoreInterval(value: Double): H2ODeepLearningParams.this.type

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  289. def setScoreTrainingSamples(value: Long): H2ODeepLearningParams.this.type

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  290. def setScoreValidationSamples(value: Long): H2ODeepLearningParams.this.type

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  291. def setScoreValidationSampling(value: String): H2ODeepLearningParams.this.type

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  292. def setSeed(value: Long): H2ODeepLearningParams.this.type

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  293. def setShuffleTrainingData(value: Boolean): H2ODeepLearningParams.this.type

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  294. def setSingleNodeMode(value: Boolean): H2ODeepLearningParams.this.type

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  295. def setSparse(value: Boolean): H2ODeepLearningParams.this.type

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  296. def setSparsityBeta(value: Double): H2ODeepLearningParams.this.type

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  297. def setStandardize(value: Boolean): H2ODeepLearningParams.this.type

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  298. def setStoppingMetric(value: String): H2ODeepLearningParams.this.type

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  299. def setStoppingRounds(value: Int): H2ODeepLearningParams.this.type

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  300. def setStoppingTolerance(value: Double): H2ODeepLearningParams.this.type

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  301. def setTargetRatioCommToComp(value: Double): H2ODeepLearningParams.this.type

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  302. def setTrainSamplesPerIteration(value: Long): H2ODeepLearningParams.this.type

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  303. def setTweediePower(value: Double): H2ODeepLearningParams.this.type

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  304. def setUseAllFactorLevels(value: Boolean): H2ODeepLearningParams.this.type

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  305. def setVariableImportances(value: Boolean): H2ODeepLearningParams.this.type

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    Definition Classes
    HasDeprecatedVariableImportances
    Annotations
    @DeprecatedMethod( "setCalculateFeatureImportances" , "3.38" )
  306. def setWeightCol(value: String): H2ODeepLearningParams.this.type

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  307. val shuffleTrainingData: BooleanParam

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    Attributes
    protected
  308. val singleNodeMode: BooleanParam

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    Attributes
    protected
  309. val sparse: BooleanParam

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    Attributes
    protected
  310. val sparsityBeta: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected
  311. val standardize: BooleanParam

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    Attributes
    protected
  312. val stoppingMetric: Param[String]

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    Attributes
    protected
  313. val stoppingRounds: IntParam

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

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

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

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

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    Definition Classes
    AnyRef
  318. val targetRatioCommToComp: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected
  319. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any
  320. val trainSamplesPerIteration: LongParam

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

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    Attributes
    protected
  322. val useAllFactorLevels: BooleanParam

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    Attributes
    protected
  323. final def wait(): Unit

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

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

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

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    Attributes
    protected

Inherited from HasDeprecatedAutoencoder

Inherited from Logging

Inherited from Logging

Inherited from HasIgnoredCols

Inherited from HasInitialWeights

Inherited from HasInitialBiases

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