Trait

ai.h2o.sparkling.ml.params

H2OAutoEncoderParams

Related Doc: package params

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trait H2OAutoEncoderParams extends H2OAlgoParamsBase with HasInitialBiases with HasInitialWeights with HasIgnoredCols

Linear Supertypes
HasIgnoredCols, HasInitialWeights, HasInitialBiases, H2OAlgoParamsBase, H2OFrameLifecycle, ParameterConstructorMethods, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Known Subclasses
H2OAutoEncoder
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Inherited
  1. H2OAutoEncoderParams
  2. HasIgnoredCols
  3. HasInitialWeights
  4. HasInitialBiases
  5. H2OAlgoParamsBase
  6. H2OFrameLifecycle
  7. ParameterConstructorMethods
  8. Params
  9. Serializable
  10. Serializable
  11. Identifiable
  12. AnyRef
  13. Any
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Visibility
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Type Members

  1. implicit class ParametersExtraMethods extends AnyRef

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    Definition Classes
    H2OAlgoParamsBase

Abstract Value Members

  1. abstract def copy(extra: ParamMap): Params

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    Definition Classes
    Params

  2. abstract val uid: String

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    Definition Classes
    Identifiable

Concrete Value Members

  1. final def !=(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

  2. final def ##(): Int

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    Definition Classes
    AnyRef → Any

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

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    Attributes
    protected
    Definition Classes
    Params

  4. final def ==(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

  5. val activation: Param[String]

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    Attributes
    protected

  6. val adaptiveRate: BooleanParam

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    Attributes
    protected

  7. final def asInstanceOf[T0]: T0

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    Definition Classes
    Any

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

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    Attributes
    protected

  9. def booleanParam(name: String, doc: String): BooleanParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  10. val calculateFeatureImportances: BooleanParam

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    Attributes
    protected

  11. val categoricalEncoding: Param[String]

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    Attributes
    protected

  12. final def clear(param: Param[_]): H2OAutoEncoderParams.this.type

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    Definition Classes
    Params

  13. def clone(): AnyRef

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

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  15. def convertDataFrameToH2OFrameKey(dataFrame: DataFrame): String

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

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

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    Attributes
    protected
    Definition Classes
    Params

  19. val customMetricFunc: NullableStringParam

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    Attributes
    protected

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

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    Attributes
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    Params

  21. val diagnostics: BooleanParam

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    Attributes
    protected

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

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    Attributes
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    ParameterConstructorMethods

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

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    Attributes
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    ParameterConstructorMethods

  24. val elasticAveraging: BooleanParam

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    Attributes
    protected

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

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    Attributes
    protected

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

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    Attributes
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  27. val epochs: org.apache.spark.ml.param.DoubleParam

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    Attributes
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  28. val epsilon: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected

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

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    Definition Classes
    AnyRef

  30. def equals(arg0: Any): Boolean

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

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    Definition Classes
    Params

  32. def explainParams(): String

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    Definition Classes
    Params

  33. val exportCheckpointsDir: NullableStringParam

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    Attributes
    protected

  34. val exportWeightsAndBiases: BooleanParam

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    Attributes
    protected

  35. final def extractParamMap(): ParamMap

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  37. val fastMode: BooleanParam

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    Attributes
    protected

  38. def finalize(): Unit

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    protected[java.lang]
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    Annotations
    @throws( classOf[java.lang.Throwable] )

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

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    Attributes
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    ParameterConstructorMethods

  40. val forceLoadBalance: BooleanParam

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    Attributes
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  41. val gainsliftBins: IntParam

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    protected

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

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    Definition Classes
    Params

  43. def getActivation(): String

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  44. def getAdaptiveRate(): Boolean

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  45. def getAverageActivation(): Double

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  46. def getCalculateFeatureImportances(): Boolean

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  47. def getCategoricalEncoding(): String

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

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    Definition Classes
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  49. def getCustomMetricFunc(): String

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

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    Definition Classes
    Params

  51. def getDiagnostics(): Boolean

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  52. def getElasticAveraging(): Boolean

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  53. def getElasticAveragingMovingRate(): Double

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  54. def getElasticAveragingRegularization(): Double

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  55. def getEpochs(): Double

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  56. def getEpsilon(): Double

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  57. def getExportCheckpointsDir(): String

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  58. def getExportWeightsAndBiases(): Boolean

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  59. def getFastMode(): Boolean

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  60. def getForceLoadBalance(): Boolean

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  61. def getGainsliftBins(): Int

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  62. def getHidden(): Array[Int]

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  63. def getHiddenDropoutRatios(): Array[Double]

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  64. def getIgnoreConstCols(): Boolean

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  65. def getIgnoredCols(): Array[String]

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    Definition Classes
    HasIgnoredCols

  66. def getInitialBiases(): Array[DenseVector]

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    Definition Classes
    HasInitialBiases

  67. def getInitialWeightDistribution(): String

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  68. def getInitialWeightScale(): Double

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  69. def getInitialWeights(): Array[DenseMatrix]

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    Definition Classes
    HasInitialWeights

  70. def getInputDropoutRatio(): Double

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  71. def getL1(): Double

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  72. def getL2(): Double

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  73. def getLoss(): String

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  74. def getMaxCategoricalFeatures(): Int

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  75. def getMaxRuntimeSecs(): Double

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  76. def getMaxW2(): Float

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  77. def getMiniBatchSize(): Int

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  78. def getMissingValuesHandling(): String

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  79. def getModelId(): String

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  80. def getMomentumRamp(): Double

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  81. def getMomentumStable(): Double

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  82. def getMomentumStart(): Double

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  83. def getNesterovAcceleratedGradient(): Boolean

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

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    Definition Classes
    Params

  85. def getOverwriteWithBestModel(): Boolean

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

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    Definition Classes
    Params

  87. def getQuietMode(): Boolean

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  88. def getRate(): Double

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  89. def getRateAnnealing(): Double

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  90. def getRateDecay(): Double

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  91. def getReplicateTrainingData(): Boolean

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  92. def getReproducible(): Boolean

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  93. def getRho(): Double

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  94. def getScoreDutyCycle(): Double

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  95. def getScoreEachIteration(): Boolean

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  96. def getScoreInterval(): Double

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  97. def getScoreTrainingSamples(): Long

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  98. def getScoreValidationSamples(): Long

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  99. def getScoreValidationSampling(): String

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  100. def getSeed(): Long

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  101. def getShuffleTrainingData(): Boolean

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  102. def getSingleNodeMode(): Boolean

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  103. def getSparse(): Boolean

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  104. def getSparsityBeta(): Double

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  105. def getStandardize(): Boolean

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  106. def getStoppingMetric(): String

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  107. def getStoppingRounds(): Int

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  108. def getStoppingTolerance(): Double

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  109. def getTargetRatioCommToComp(): Double

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  110. def getTrainSamplesPerIteration(): Long

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  111. def getUseAllFactorLevels(): Boolean

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  112. def getWeightCol(): String

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

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    Definition Classes
    Params

  114. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params

  115. def hashCode(): Int

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    Definition Classes
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  116. val hidden: IntArrayParam

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  117. val hiddenDropoutRatios: NullableDoubleArrayParam

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  118. val ignoreConstCols: BooleanParam

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  119. val initialWeightDistribution: Param[String]

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

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  121. val inputDropoutRatio: org.apache.spark.ml.param.DoubleParam

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

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

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

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    Params

  125. final def isInstanceOf[T0]: Boolean

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

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

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

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

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  130. val loss: Param[String]

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  131. val maxCategoricalFeatures: IntParam

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

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  133. val maxW2: FloatParam

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  134. val miniBatchSize: IntParam

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  135. val missingValuesHandling: Param[String]

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  136. val modelId: NullableStringParam

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

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

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

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

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  141. val nesterovAcceleratedGradient: BooleanParam

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  142. final def notify(): Unit

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  143. final def notifyAll(): Unit

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  144. def nullableBooleanArrayParam(name: String, doc: String): NullableBooleanArrayParam

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

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

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

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

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

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

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

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

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  153. val overwriteWithBestModel: BooleanParam

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

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  155. def paramTag: ClassTag[DeepLearningParameters]

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

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  157. val quietMode: BooleanParam

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

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

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

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  161. val replicateTrainingData: BooleanParam

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  162. val reproducible: BooleanParam

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

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

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  165. val scoreEachIteration: BooleanParam

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

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  167. val scoreTrainingSamples: LongParam

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  168. val scoreValidationSamples: LongParam

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  169. val scoreValidationSampling: Param[String]

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  170. val seed: LongParam

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  171. final def set(paramPair: ParamPair[_]): H2OAutoEncoderParams.this.type

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  172. final def set(param: String, value: Any): H2OAutoEncoderParams.this.type

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  173. final def set[T](param: Param[T], value: T): H2OAutoEncoderParams.this.type

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    Definition Classes
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  174. def setActivation(value: String): H2OAutoEncoderParams.this.type

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  175. def setAdaptiveRate(value: Boolean): H2OAutoEncoderParams.this.type

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  176. def setAverageActivation(value: Double): H2OAutoEncoderParams.this.type

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  177. def setCalculateFeatureImportances(value: Boolean): H2OAutoEncoderParams.this.type

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  178. def setCategoricalEncoding(value: String): H2OAutoEncoderParams.this.type

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  179. def setCustomMetricFunc(value: String): H2OAutoEncoderParams.this.type

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  180. final def setDefault(paramPairs: ParamPair[_]*): H2OAutoEncoderParams.this.type

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  181. final def setDefault[T](param: Param[T], value: T): H2OAutoEncoderParams.this.type

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  182. def setDiagnostics(value: Boolean): H2OAutoEncoderParams.this.type

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  183. def setElasticAveraging(value: Boolean): H2OAutoEncoderParams.this.type

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  184. def setElasticAveragingMovingRate(value: Double): H2OAutoEncoderParams.this.type

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  185. def setElasticAveragingRegularization(value: Double): H2OAutoEncoderParams.this.type

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  186. def setEpochs(value: Double): H2OAutoEncoderParams.this.type

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  187. def setEpsilon(value: Double): H2OAutoEncoderParams.this.type

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  188. def setExportCheckpointsDir(value: String): H2OAutoEncoderParams.this.type

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  189. def setExportWeightsAndBiases(value: Boolean): H2OAutoEncoderParams.this.type

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  190. def setFastMode(value: Boolean): H2OAutoEncoderParams.this.type

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  191. def setForceLoadBalance(value: Boolean): H2OAutoEncoderParams.this.type

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  192. def setGainsliftBins(value: Int): H2OAutoEncoderParams.this.type

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  193. def setHidden(value: Array[Int]): H2OAutoEncoderParams.this.type

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  194. def setHiddenDropoutRatios(value: Array[Double]): H2OAutoEncoderParams.this.type

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  195. def setIgnoreConstCols(value: Boolean): H2OAutoEncoderParams.this.type

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  196. def setIgnoredCols(value: Array[String]): H2OAutoEncoderParams.this.type

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    Definition Classes
    HasIgnoredCols

  197. def setInitialBiases(value: Array[DenseVector]): H2OAutoEncoderParams.this.type

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    Definition Classes
    HasInitialBiases

  198. def setInitialWeightDistribution(value: String): H2OAutoEncoderParams.this.type

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  199. def setInitialWeightScale(value: Double): H2OAutoEncoderParams.this.type

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  200. def setInitialWeights(value: Array[DenseMatrix]): H2OAutoEncoderParams.this.type

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    Definition Classes
    HasInitialWeights

  201. def setInputDropoutRatio(value: Double): H2OAutoEncoderParams.this.type

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  202. def setL1(value: Double): H2OAutoEncoderParams.this.type

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  203. def setL2(value: Double): H2OAutoEncoderParams.this.type

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  204. def setLoss(value: String): H2OAutoEncoderParams.this.type

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  205. def setMaxCategoricalFeatures(value: Int): H2OAutoEncoderParams.this.type

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  206. def setMaxRuntimeSecs(value: Double): H2OAutoEncoderParams.this.type

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  207. def setMaxW2(value: Float): H2OAutoEncoderParams.this.type

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  208. def setMiniBatchSize(value: Int): H2OAutoEncoderParams.this.type

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  209. def setMissingValuesHandling(value: String): H2OAutoEncoderParams.this.type

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  210. def setModelId(value: String): H2OAutoEncoderParams.this.type

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  211. def setMomentumRamp(value: Double): H2OAutoEncoderParams.this.type

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  212. def setMomentumStable(value: Double): H2OAutoEncoderParams.this.type

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  213. def setMomentumStart(value: Double): H2OAutoEncoderParams.this.type

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  214. def setNesterovAcceleratedGradient(value: Boolean): H2OAutoEncoderParams.this.type

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  215. def setOverwriteWithBestModel(value: Boolean): H2OAutoEncoderParams.this.type

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  216. def setQuietMode(value: Boolean): H2OAutoEncoderParams.this.type

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  217. def setRate(value: Double): H2OAutoEncoderParams.this.type

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  218. def setRateAnnealing(value: Double): H2OAutoEncoderParams.this.type

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  219. def setRateDecay(value: Double): H2OAutoEncoderParams.this.type

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  220. def setReplicateTrainingData(value: Boolean): H2OAutoEncoderParams.this.type

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  221. def setReproducible(value: Boolean): H2OAutoEncoderParams.this.type

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  222. def setRho(value: Double): H2OAutoEncoderParams.this.type

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  223. def setScoreDutyCycle(value: Double): H2OAutoEncoderParams.this.type

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  224. def setScoreEachIteration(value: Boolean): H2OAutoEncoderParams.this.type

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  225. def setScoreInterval(value: Double): H2OAutoEncoderParams.this.type

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  226. def setScoreTrainingSamples(value: Long): H2OAutoEncoderParams.this.type

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  227. def setScoreValidationSamples(value: Long): H2OAutoEncoderParams.this.type

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  228. def setScoreValidationSampling(value: String): H2OAutoEncoderParams.this.type

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  229. def setSeed(value: Long): H2OAutoEncoderParams.this.type

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  230. def setShuffleTrainingData(value: Boolean): H2OAutoEncoderParams.this.type

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  231. def setSingleNodeMode(value: Boolean): H2OAutoEncoderParams.this.type

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  232. def setSparse(value: Boolean): H2OAutoEncoderParams.this.type

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  233. def setSparsityBeta(value: Double): H2OAutoEncoderParams.this.type

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  234. def setStandardize(value: Boolean): H2OAutoEncoderParams.this.type

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  235. def setStoppingMetric(value: String): H2OAutoEncoderParams.this.type

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  236. def setStoppingRounds(value: Int): H2OAutoEncoderParams.this.type

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  237. def setStoppingTolerance(value: Double): H2OAutoEncoderParams.this.type

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  238. def setTargetRatioCommToComp(value: Double): H2OAutoEncoderParams.this.type

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  239. def setTrainSamplesPerIteration(value: Long): H2OAutoEncoderParams.this.type

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  240. def setUseAllFactorLevels(value: Boolean): H2OAutoEncoderParams.this.type

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  241. def setWeightCol(value: String): H2OAutoEncoderParams.this.type

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  242. val shuffleTrainingData: BooleanParam

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  243. val singleNodeMode: BooleanParam

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  244. val sparse: BooleanParam

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  245. val sparsityBeta: org.apache.spark.ml.param.DoubleParam

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  246. val standardize: BooleanParam

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  247. val stoppingMetric: Param[String]

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  248. val stoppingRounds: IntParam

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

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

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

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

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  253. val targetRatioCommToComp: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected

  254. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any

  255. val trainSamplesPerIteration: LongParam

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    Attributes
    protected

  256. val useAllFactorLevels: BooleanParam

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    Attributes
    protected

  257. final def wait(): Unit

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    Definition Classes
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    Annotations
    @throws( ... )

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

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    @throws( ... )

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

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    @throws( ... )

  260. val weightCol: NullableStringParam

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    Attributes
    protected

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