Class/Object

ai.h2o.sparkling.ml.algos

H2ODeepLearning

Related Docs: object H2ODeepLearning | package algos

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class H2ODeepLearning extends H2OSupervisedAlgorithm[DeepLearningParameters] with H2ODeepLearningParams with DistributionBasedH2OTrainFramePreparation

Linear Supertypes
DistributionBasedH2OTrainFramePreparation, H2ODeepLearningParams, HasIgnoredCols, HasInitialWeights, HasInitialBiases, H2OSupervisedAlgorithm[DeepLearningParameters], H2OAlgorithm[DeepLearningParameters], DefaultParamsWritable, MLWritable, H2OTrainFramePreparation, H2OAlgoCommonUtils, EstimatorCommonUtils, RestCommunication, RestEncodingUtils, H2OCommonParams, H2OAlgoParamsBase, H2OFrameLifecycle, ParameterConstructorMethods, H2OBaseMOJOParams, Logging, Estimator[H2OMOJOModel], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Known Subclasses
H2ODeepLearningClassifier, H2ODeepLearningRegressor
Ordering
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Inherited
  1. H2ODeepLearning
  2. DistributionBasedH2OTrainFramePreparation
  3. H2ODeepLearningParams
  4. HasIgnoredCols
  5. HasInitialWeights
  6. HasInitialBiases
  7. H2OSupervisedAlgorithm
  8. H2OAlgorithm
  9. DefaultParamsWritable
  10. MLWritable
  11. H2OTrainFramePreparation
  12. H2OAlgoCommonUtils
  13. EstimatorCommonUtils
  14. RestCommunication
  15. RestEncodingUtils
  16. H2OCommonParams
  17. H2OAlgoParamsBase
  18. H2OFrameLifecycle
  19. ParameterConstructorMethods
  20. H2OBaseMOJOParams
  21. Logging
  22. Estimator
  23. PipelineStage
  24. Logging
  25. Params
  26. Serializable
  27. Serializable
  28. Identifiable
  29. AnyRef
  30. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new H2ODeepLearning()

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  2. new H2ODeepLearning(uid: String)

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Type Members

  1. implicit class ParametersExtraMethods extends AnyRef

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    Definition Classes
    H2OAlgoParamsBase

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
    Definition Classes
    H2ODeepLearningParams

  6. val adaptiveRate: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  7. final def asInstanceOf[T0]: T0

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    Definition Classes
    Any

  8. val aucType: Param[String]

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  9. val autoencoder: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  10. val averageActivation: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  11. val balanceClasses: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  12. var binaryModel: Option[H2OBinaryModel]

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    Attributes
    protected
    Definition Classes
    H2OAlgoCommonUtils

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  14. val categoricalEncoding: Param[String]

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  15. def checkResponseCode(connection: HttpURLConnection, confirmationLoggingLevel: LoggingLevel): Unit

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    Definition Classes
    RestCommunication

  16. val classSamplingFactors: NullableFloatArrayParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  17. val classificationStop: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  18. final def clear(param: Param[_]): H2ODeepLearning.this.type

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    Definition Classes
    Params

  19. def clone(): AnyRef

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

  20. final val columnsToCategorical: StringArrayParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  22. def convertDataFrameToH2OFrameKey(dataFrame: DataFrame): String

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  23. final val convertInvalidNumbersToNa: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  25. def convertModelIdToKey(key: String): String

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    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils

  26. final val convertUnknownCategoricalLevelsToNa: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  28. def copy(extra: ParamMap): H2ODeepLearning.this.type

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    Definition Classes
    H2OAlgorithm → Estimator → PipelineStage → Params

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    RestCommunication

  32. 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

  33. final val detailedPredictionCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

  34. val diagnostics: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  35. val distribution: Param[String]

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  37. def doubleParam(name: String, doc: String): DoubleParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    RestCommunication

  39. def downloadStringURLContent(endpoint: URI, suffix: String, conf: H2OConf, file: File): Unit

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    Attributes
    protected
    Definition Classes
    RestCommunication

  40. val elasticAveraging: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  41. val elasticAveragingMovingRate: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  42. val elasticAveragingRegularization: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  43. val epochs: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  44. val epsilon: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

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

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    Definition Classes
    AnyRef

  46. def equals(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

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

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    Definition Classes
    Params

  48. def explainParams(): String

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    Definition Classes
    Params

  49. val exportCheckpointsDir: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  50. val exportWeightsAndBiases: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  51. final def extractParamMap(): ParamMap

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  53. val fastMode: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  54. final val featuresCols: StringArrayParam

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

  55. def finalize(): Unit

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

  56. def fit(dataset: Dataset[_]): H2ODeepLearningMOJOModel

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    Definition Classes
    H2ODeepLearning → H2OSupervisedAlgorithm → H2OAlgorithm → Estimator

  57. def fit(dataset: Dataset[_], paramMaps: Array[ParamMap]): Seq[H2OMOJOModel]

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

  58. def fit(dataset: Dataset[_], paramMap: ParamMap): H2OMOJOModel

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

  59. def fit(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): H2OMOJOModel

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" ) @varargs()

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  61. val foldAssignment: Param[String]

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  62. val foldCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  63. val forceLoadBalance: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

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

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    Definition Classes
    Params

  65. def getActivation(): String

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    Definition Classes
    H2ODeepLearningParams

  66. def getAdaptiveRate(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  67. def getAucType(): String

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    Definition Classes
    H2ODeepLearningParams

  68. def getAutoencoder(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  69. def getAverageActivation(): Double

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    Definition Classes
    H2ODeepLearningParams

  70. def getBalanceClasses(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  71. def getBinaryModel(): H2OBinaryModel

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    Definition Classes
    H2OAlgoCommonUtils

  72. def getCategoricalEncoding(): String

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    Definition Classes
    H2ODeepLearningParams

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

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    Definition Classes
    AnyRef → Any

  74. def getClassSamplingFactors(): Array[Float]

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    Definition Classes
    H2ODeepLearningParams

  75. def getClassificationStop(): Double

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    Definition Classes
    H2ODeepLearningParams

  76. def getColumnsToCategorical(): Array[String]

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    Definition Classes
    H2OCommonParams

  77. def getConvertInvalidNumbersToNa(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

  78. def getConvertUnknownCategoricalLevelsToNa(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

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

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    Definition Classes
    Params

  80. def getDetailedPredictionCol(): String

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    Definition Classes
    H2OBaseMOJOParams

  81. def getDiagnostics(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  82. def getDistribution(): String

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    Definition Classes
    H2ODeepLearningParams

  83. def getElasticAveraging(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  84. def getElasticAveragingMovingRate(): Double

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    Definition Classes
    H2ODeepLearningParams

  85. def getElasticAveragingRegularization(): Double

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    Definition Classes
    H2ODeepLearningParams

  86. def getEpochs(): Double

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    Definition Classes
    H2ODeepLearningParams

  87. def getEpsilon(): Double

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    Definition Classes
    H2ODeepLearningParams

  88. def getExportCheckpointsDir(): String

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    Definition Classes
    H2ODeepLearningParams

  89. def getExportWeightsAndBiases(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  90. def getFastMode(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  91. def getFeaturesCols(): Array[String]

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    Definition Classes
    H2OCommonParams → H2OBaseMOJOParams

  92. def getFoldAssignment(): String

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    Definition Classes
    H2ODeepLearningParams

  93. def getFoldCol(): String

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    Definition Classes
    H2ODeepLearningParams

  94. def getForceLoadBalance(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  95. def getHidden(): Array[Int]

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    Definition Classes
    H2ODeepLearningParams

  96. def getHiddenDropoutRatios(): Array[Double]

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    Definition Classes
    H2ODeepLearningParams

  97. def getHuberAlpha(): Double

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    Definition Classes
    H2ODeepLearningParams

  98. def getIgnoreConstCols(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  99. def getIgnoredCols(): Array[String]

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    Definition Classes
    HasIgnoredCols

  100. def getInitialBiases(): Array[DenseVector]

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    Definition Classes
    HasInitialBiases

  101. def getInitialWeightDistribution(): String

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    Definition Classes
    H2ODeepLearningParams

  102. def getInitialWeightScale(): Double

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    Definition Classes
    H2ODeepLearningParams

  103. def getInitialWeights(): Array[DenseMatrix]

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    Definition Classes
    HasInitialWeights

  104. def getInputDropoutRatio(): Double

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    Definition Classes
    H2ODeepLearningParams

  105. def getKeepCrossValidationFoldAssignment(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  106. def getKeepCrossValidationModels(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  107. def getKeepCrossValidationPredictions(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  108. def getL1(): Double

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    Definition Classes
    H2ODeepLearningParams

  109. def getL2(): Double

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    Definition Classes
    H2ODeepLearningParams

  110. def getLabelCol(): String

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    Definition Classes
    H2ODeepLearningParams

  111. def getLoss(): String

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    Definition Classes
    H2ODeepLearningParams

  112. def getMaxAfterBalanceSize(): Float

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    Definition Classes
    H2ODeepLearningParams

  113. def getMaxCategoricalFeatures(): Int

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    Definition Classes
    H2ODeepLearningParams

  114. def getMaxRuntimeSecs(): Double

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    Definition Classes
    H2ODeepLearningParams

  115. def getMaxW2(): Float

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    Definition Classes
    H2ODeepLearningParams

  116. def getMiniBatchSize(): Int

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    Definition Classes
    H2ODeepLearningParams

  117. def getMissingValuesHandling(): String

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    Definition Classes
    H2ODeepLearningParams

  118. def getModelId(): String

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    Definition Classes
    H2ODeepLearningParams

  119. def getMomentumRamp(): Double

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    Definition Classes
    H2ODeepLearningParams

  120. def getMomentumStable(): Double

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    Definition Classes
    H2ODeepLearningParams

  121. def getMomentumStart(): Double

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    Definition Classes
    H2ODeepLearningParams

  122. def getNamedMojoOutputColumns(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

  123. def getNesterovAcceleratedGradient(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  124. def getNfolds(): Int

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    Definition Classes
    H2ODeepLearningParams

  125. def getOffsetCol(): String

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    Definition Classes
    H2ODeepLearningParams

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

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    Definition Classes
    Params

  127. def getOverwriteWithBestModel(): Boolean

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    Definition Classes
    H2ODeepLearningParams

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

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    Definition Classes
    Params

  129. def getPredictionCol(): String

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    Definition Classes
    H2OBaseMOJOParams

  130. def getQuantileAlpha(): Double

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    Definition Classes
    H2ODeepLearningParams

  131. def getQuietMode(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  132. def getRate(): Double

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    Definition Classes
    H2ODeepLearningParams

  133. def getRateAnnealing(): Double

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    Definition Classes
    H2ODeepLearningParams

  134. def getRateDecay(): Double

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    Definition Classes
    H2ODeepLearningParams

  135. def getRegressionStop(): Double

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    Definition Classes
    H2ODeepLearningParams

  136. def getReplicateTrainingData(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  137. def getReproducible(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  138. def getRho(): Double

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    Definition Classes
    H2ODeepLearningParams

  139. def getScoreDutyCycle(): Double

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    Definition Classes
    H2ODeepLearningParams

  140. def getScoreEachIteration(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  141. def getScoreInterval(): Double

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    Definition Classes
    H2ODeepLearningParams

  142. def getScoreTrainingSamples(): Long

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    Definition Classes
    H2ODeepLearningParams

  143. def getScoreValidationSamples(): Long

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    Definition Classes
    H2ODeepLearningParams

  144. def getScoreValidationSampling(): String

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    Definition Classes
    H2ODeepLearningParams

  145. def getSeed(): Long

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    Definition Classes
    H2ODeepLearningParams

  146. def getShuffleTrainingData(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  147. def getSingleNodeMode(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  148. def getSparse(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  149. def getSparsityBeta(): Double

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    Definition Classes
    H2ODeepLearningParams

  150. def getSplitRatio(): Double

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    Definition Classes
    H2OCommonParams

  151. def getStandardize(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  152. def getStoppingMetric(): String

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    Definition Classes
    H2ODeepLearningParams

  153. def getStoppingRounds(): Int

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    Definition Classes
    H2ODeepLearningParams

  154. def getStoppingTolerance(): Double

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    Definition Classes
    H2ODeepLearningParams

  155. def getTargetRatioCommToComp(): Double

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    Definition Classes
    H2ODeepLearningParams

  156. def getTrainSamplesPerIteration(): Long

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    Definition Classes
    H2ODeepLearningParams

  157. def getTweediePower(): Double

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    Definition Classes
    H2ODeepLearningParams

  158. def getUseAllFactorLevels(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  159. def getValidationDataFrame(): DataFrame

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    Definition Classes
    H2OCommonParams

  160. def getVariableImportances(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  161. def getWeightCol(): String

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    Definition Classes
    H2ODeepLearningParams

  162. def getWithContributions(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

  163. def getWithLeafNodeAssignments(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

  164. def getWithStageResults(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

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

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    Definition Classes
    Params

  166. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params

  167. def hashCode(): Int

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    Definition Classes
    AnyRef → Any

  168. val hidden: IntArrayParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  169. val hiddenDropoutRatios: NullableDoubleArrayParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  170. val huberAlpha: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  171. val ignoreConstCols: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  172. val initialWeightDistribution: Param[String]

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  173. val initialWeightScale: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  174. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  175. val inputDropoutRatio: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

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

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    Attributes
    protected
    Definition Classes
    RestCommunication

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

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    Definition Classes
    RestCommunication

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Definition Classes
    Params

  181. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any

  182. def isPrimitiveType(value: Any): Boolean

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Definition Classes
    Params

  184. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging

  185. val keepCrossValidationFoldAssignment: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  186. val keepCrossValidationModels: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  187. val keepCrossValidationPredictions: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  188. val l1: DoubleParam

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    Attributes
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    Definition Classes
    H2ODeepLearningParams

  189. val l2: DoubleParam

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    Attributes
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    Definition Classes
    H2ODeepLearningParams

  190. val labelCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  191. def log: Logger

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

  193. def logDebug(msg: ⇒ String): Unit

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    Attributes
    protected
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    Logging

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

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    Logging

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

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    Logging

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

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    Logging

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

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    Logging

  198. def logName: String

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    Logging

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

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    Logging

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

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    Logging

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

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    Logging

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

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    Logging

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

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    ParameterConstructorMethods

  204. val loss: Param[String]

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    H2ODeepLearningParams

  205. val maxAfterBalanceSize: FloatParam

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    H2ODeepLearningParams

  206. val maxCategoricalFeatures: IntParam

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    H2ODeepLearningParams

  207. val maxRuntimeSecs: DoubleParam

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    H2ODeepLearningParams

  208. val maxW2: FloatParam

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    H2ODeepLearningParams

  209. val miniBatchSize: IntParam

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    H2ODeepLearningParams

  210. val missingValuesHandling: Param[String]

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    H2ODeepLearningParams

  211. val modelId: NullableStringParam

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    H2ODeepLearningParams

  212. val momentumRamp: DoubleParam

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    H2ODeepLearningParams

  213. val momentumStable: DoubleParam

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    H2ODeepLearningParams

  214. val momentumStart: DoubleParam

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    H2ODeepLearningParams

  215. final val namedMojoOutputColumns: Param[Boolean]

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    H2OBaseMOJOParams

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

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    AnyRef

  217. val nesterovAcceleratedGradient: BooleanParam

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    H2ODeepLearningParams

  218. val nfolds: IntParam

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    H2ODeepLearningParams

  219. final def notify(): Unit

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    AnyRef

  220. final def notifyAll(): Unit

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    AnyRef

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

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

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

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

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

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

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

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

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  229. val offsetCol: NullableStringParam

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    H2ODeepLearningParams

  230. val overwriteWithBestModel: BooleanParam

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    H2ODeepLearningParams

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

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    ParameterConstructorMethods

  232. def paramTag: ClassTag[DeepLearningParameters]

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    H2ODeepLearningParams

  233. var parameters: DeepLearningParameters

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    H2OAlgorithm

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

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    Definition Classes
    Params

  235. final val predictionCol: Param[String]

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    H2OBaseMOJOParams

  236. def prepareH2OTrainFrameForFitting(trainFrame: H2OFrame): Unit

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    DistributionBasedH2OTrainFramePreparation → H2OTrainFramePreparation

  237. val quantileAlpha: DoubleParam

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    H2ODeepLearningParams

  238. 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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  239. val quietMode: BooleanParam

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    H2ODeepLearningParams

  240. val rate: DoubleParam

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    H2ODeepLearningParams

  241. val rateAnnealing: DoubleParam

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    H2ODeepLearningParams

  242. val rateDecay: DoubleParam

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    H2ODeepLearningParams

  243. 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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  244. val regressionStop: DoubleParam

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    H2ODeepLearningParams

  245. val replicateTrainingData: BooleanParam

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    H2ODeepLearningParams

  246. val reproducible: BooleanParam

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    H2ODeepLearningParams

  247. 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

  248. val rho: DoubleParam

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    H2ODeepLearningParams

  249. def sanitize(colName: String): String

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    H2OAlgoCommonUtils

  250. def save(path: String): Unit

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    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )

  251. val scoreDutyCycle: DoubleParam

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    H2ODeepLearningParams

  252. val scoreEachIteration: BooleanParam

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    H2ODeepLearningParams

  253. val scoreInterval: DoubleParam

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    H2ODeepLearningParams

  254. val scoreTrainingSamples: LongParam

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    H2ODeepLearningParams

  255. val scoreValidationSamples: LongParam

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    H2ODeepLearningParams

  256. val scoreValidationSampling: Param[String]

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    H2ODeepLearningParams

  257. val seed: LongParam

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    H2ODeepLearningParams

  258. final def set(paramPair: ParamPair[_]): H2ODeepLearning.this.type

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    Params

  259. final def set(param: String, value: Any): H2ODeepLearning.this.type

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    Params

  260. final def set[T](param: Param[T], value: T): H2ODeepLearning.this.type

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    Params

  261. def setActivation(value: String): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  262. def setAdaptiveRate(value: Boolean): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  263. def setAucType(value: String): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  264. def setAutoencoder(value: Boolean): H2ODeepLearning.this.type

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    Definition Classes
    H2ODeepLearningParams

  265. def setAverageActivation(value: Double): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  266. def setBalanceClasses(value: Boolean): H2ODeepLearning.this.type

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    Definition Classes
    H2ODeepLearningParams

  267. def setCategoricalEncoding(value: String): H2ODeepLearning.this.type

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    Definition Classes
    H2ODeepLearningParams

  268. def setClassSamplingFactors(value: Array[Float]): H2ODeepLearning.this.type

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    Definition Classes
    H2ODeepLearningParams

  269. def setClassificationStop(value: Double): H2ODeepLearning.this.type

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    Definition Classes
    H2ODeepLearningParams

  270. def setColumnsToCategorical(columnNames: ArrayList[String]): H2ODeepLearning.this.type

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    Definition Classes
    H2OCommonParams

  271. def setColumnsToCategorical(columns: Array[String]): H2ODeepLearning.this.type

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    Definition Classes
    H2OCommonParams

  272. def setColumnsToCategorical(first: String, others: String*): H2ODeepLearning.this.type

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    Definition Classes
    H2OCommonParams

  273. def setConvertInvalidNumbersToNa(value: Boolean): H2ODeepLearning.this.type

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    Definition Classes
    H2OCommonParams

  274. def setConvertUnknownCategoricalLevelsToNa(value: Boolean): H2ODeepLearning.this.type

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    Definition Classes
    H2OCommonParams

  275. final def setDefault(paramPairs: ParamPair[_]*): H2ODeepLearning.this.type

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    Params

  276. final def setDefault[T](param: Param[T], value: T): H2ODeepLearning.this.type

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    Params

  277. def setDetailedPredictionCol(columnName: String): H2ODeepLearning.this.type

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    Definition Classes
    H2OCommonParams

  278. def setDiagnostics(value: Boolean): H2ODeepLearning.this.type

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    Definition Classes
    H2ODeepLearningParams

  279. def setDistribution(value: String): H2ODeepLearning.this.type

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    Definition Classes
    H2ODeepLearningParams

  280. def setElasticAveraging(value: Boolean): H2ODeepLearning.this.type

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    Definition Classes
    H2ODeepLearningParams

  281. def setElasticAveragingMovingRate(value: Double): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  282. def setElasticAveragingRegularization(value: Double): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  283. def setEpochs(value: Double): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  284. def setEpsilon(value: Double): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  285. def setExportCheckpointsDir(value: String): H2ODeepLearning.this.type

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    Definition Classes
    H2ODeepLearningParams

  286. def setExportWeightsAndBiases(value: Boolean): H2ODeepLearning.this.type

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    Definition Classes
    H2ODeepLearningParams

  287. def setFastMode(value: Boolean): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  288. def setFeaturesCol(first: String): H2ODeepLearning.this.type

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    H2OCommonParams

  289. def setFeaturesCols(columnNames: ArrayList[String]): H2ODeepLearning.this.type

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    H2OCommonParams

  290. def setFeaturesCols(columnNames: Array[String]): H2ODeepLearning.this.type

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    Definition Classes
    H2OCommonParams

  291. def setFeaturesCols(first: String, others: String*): H2ODeepLearning.this.type

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    Definition Classes
    H2OCommonParams

  292. def setFoldAssignment(value: String): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  293. def setFoldCol(value: String): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  294. def setForceLoadBalance(value: Boolean): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  295. def setHidden(value: Array[Int]): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  296. def setHiddenDropoutRatios(value: Array[Double]): H2ODeepLearning.this.type

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    Definition Classes
    H2ODeepLearningParams

  297. def setHuberAlpha(value: Double): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  298. def setIgnoreConstCols(value: Boolean): H2ODeepLearning.this.type

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    Definition Classes
    H2ODeepLearningParams

  299. def setIgnoredCols(value: Array[String]): H2ODeepLearning.this.type

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    Definition Classes
    HasIgnoredCols

  300. def setInitialBiases(value: Array[DenseVector]): H2ODeepLearning.this.type

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    HasInitialBiases

  301. def setInitialWeightDistribution(value: String): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  302. def setInitialWeightScale(value: Double): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  303. def setInitialWeights(value: Array[DenseMatrix]): H2ODeepLearning.this.type

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    Definition Classes
    HasInitialWeights

  304. def setInputDropoutRatio(value: Double): H2ODeepLearning.this.type

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    Definition Classes
    H2ODeepLearningParams

  305. def setKeepCrossValidationFoldAssignment(value: Boolean): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  306. def setKeepCrossValidationModels(value: Boolean): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  307. def setKeepCrossValidationPredictions(value: Boolean): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  308. def setL1(value: Double): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  309. def setL2(value: Double): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  310. def setLabelCol(value: String): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  311. def setLoss(value: String): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  312. def setMaxAfterBalanceSize(value: Float): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  313. def setMaxCategoricalFeatures(value: Int): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  314. def setMaxRuntimeSecs(value: Double): H2ODeepLearning.this.type

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    Definition Classes
    H2ODeepLearningParams

  315. def setMaxW2(value: Float): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  316. def setMiniBatchSize(value: Int): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  317. def setMissingValuesHandling(value: String): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  318. def setModelId(value: String): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  319. def setMomentumRamp(value: Double): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  320. def setMomentumStable(value: Double): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  321. def setMomentumStart(value: Double): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  322. def setNamedMojoOutputColumns(value: Boolean): H2ODeepLearning.this.type

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    Definition Classes
    H2OCommonParams

  323. def setNesterovAcceleratedGradient(value: Boolean): H2ODeepLearning.this.type

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    Definition Classes
    H2ODeepLearningParams

  324. def setNfolds(value: Int): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  325. def setOffsetCol(value: String): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  326. def setOverwriteWithBestModel(value: Boolean): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  327. def setPredictionCol(columnName: String): H2ODeepLearning.this.type

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    Definition Classes
    H2OCommonParams

  328. def setQuantileAlpha(value: Double): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  329. def setQuietMode(value: Boolean): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  330. def setRate(value: Double): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  331. def setRateAnnealing(value: Double): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  332. def setRateDecay(value: Double): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  333. def setRegressionStop(value: Double): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  334. def setReplicateTrainingData(value: Boolean): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  335. def setReproducible(value: Boolean): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  336. def setRho(value: Double): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  337. def setScoreDutyCycle(value: Double): H2ODeepLearning.this.type

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    Definition Classes
    H2ODeepLearningParams

  338. def setScoreEachIteration(value: Boolean): H2ODeepLearning.this.type

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    Definition Classes
    H2ODeepLearningParams

  339. def setScoreInterval(value: Double): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  340. def setScoreTrainingSamples(value: Long): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  341. def setScoreValidationSamples(value: Long): H2ODeepLearning.this.type

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    Definition Classes
    H2ODeepLearningParams

  342. def setScoreValidationSampling(value: String): H2ODeepLearning.this.type

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    Definition Classes
    H2ODeepLearningParams

  343. def setSeed(value: Long): H2ODeepLearning.this.type

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    Definition Classes
    H2ODeepLearningParams

  344. def setShuffleTrainingData(value: Boolean): H2ODeepLearning.this.type

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    Definition Classes
    H2ODeepLearningParams

  345. def setSingleNodeMode(value: Boolean): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  346. def setSparse(value: Boolean): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  347. def setSparsityBeta(value: Double): H2ODeepLearning.this.type

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    Definition Classes
    H2ODeepLearningParams

  348. def setSplitRatio(ratio: Double): H2ODeepLearning.this.type

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    Definition Classes
    H2OCommonParams

  349. def setStandardize(value: Boolean): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  350. def setStoppingMetric(value: String): H2ODeepLearning.this.type

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    H2ODeepLearningParams

  351. def setStoppingRounds(value: Int): H2ODeepLearning.this.type

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    Definition Classes
    H2ODeepLearningParams

  352. def setStoppingTolerance(value: Double): H2ODeepLearning.this.type

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    Definition Classes
    H2ODeepLearningParams

  353. def setTargetRatioCommToComp(value: Double): H2ODeepLearning.this.type

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    Definition Classes
    H2ODeepLearningParams

  354. def setTrainSamplesPerIteration(value: Long): H2ODeepLearning.this.type

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    Definition Classes
    H2ODeepLearningParams

  355. def setTweediePower(value: Double): H2ODeepLearning.this.type

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    Definition Classes
    H2ODeepLearningParams

  356. def setUseAllFactorLevels(value: Boolean): H2ODeepLearning.this.type

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    Definition Classes
    H2ODeepLearningParams

  357. def setValidationDataFrame(dataFrame: DataFrame): H2ODeepLearning.this.type

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    Definition Classes
    H2OCommonParams

  358. def setVariableImportances(value: Boolean): H2ODeepLearning.this.type

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    Definition Classes
    H2ODeepLearningParams

  359. def setWeightCol(value: String): H2ODeepLearning.this.type

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    Definition Classes
    H2ODeepLearningParams

  360. def setWithContributions(enabled: Boolean): H2ODeepLearning.this.type

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    Definition Classes
    H2OCommonParams

  361. def setWithDetailedPredictionCol(enabled: Boolean): H2ODeepLearning.this.type

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    Definition Classes
    H2OCommonParams
    Annotations
    @DeprecatedMethod( x$2 , x$1 )

  362. def setWithLeafNodeAssignments(enabled: Boolean): H2ODeepLearning.this.type

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    Definition Classes
    H2OCommonParams

  363. def setWithStageResults(enabled: Boolean): H2ODeepLearning.this.type

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    Definition Classes
    H2OCommonParams

  364. val shuffleTrainingData: BooleanParam

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    H2ODeepLearningParams

  365. val singleNodeMode: BooleanParam

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    Definition Classes
    H2ODeepLearningParams

  366. val sparse: BooleanParam

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    H2ODeepLearningParams

  367. val sparsityBeta: DoubleParam

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    H2ODeepLearningParams

  368. final val splitRatio: DoubleParam

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    H2OCommonParams

  369. val standardize: BooleanParam

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    H2ODeepLearningParams

  370. val stoppingMetric: Param[String]

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    H2ODeepLearningParams

  371. val stoppingRounds: IntParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  372. val stoppingTolerance: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

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

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    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  375. def stringify(value: Any): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

  376. def stringifyArray(arr: Array[_]): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

  377. def stringifyMap(map: Map[_, _]): String

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    protected
    Definition Classes
    RestEncodingUtils

  378. def stringifyPair(pair: Tuple2[_, _]): String

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    protected
    Definition Classes
    RestEncodingUtils

  379. def stringifyParams(params: Map[String, Any], encodeParamsAsJson: Boolean): String

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    protected
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    RestEncodingUtils

  380. def stringifyPrimitiveParam(value: Any): String

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    protected
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    RestEncodingUtils

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

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    Definition Classes
    AnyRef

  382. val targetRatioCommToComp: DoubleParam

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    Attributes
    protected
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    H2ODeepLearningParams

  383. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any

  384. def trainAndGetDestinationKey(endpointSuffix: String, params: Map[String, Any], encodeParamsAsJson: Boolean = false): String

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    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils

  385. val trainSamplesPerIteration: LongParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  386. def transformSchema(schema: StructType): StructType

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    Definition Classes
    H2OSupervisedAlgorithm → H2OAlgorithm → PipelineStage
    Annotations
    @DeveloperApi()

  387. def transformSchema(schema: StructType, logging: Boolean): StructType

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    Attributes
    protected
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    PipelineStage
    Annotations
    @DeveloperApi()

  388. val tweediePower: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  389. val uid: String

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    Definition Classes
    H2ODeepLearning → Identifiable

  390. 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

  391. val useAllFactorLevels: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  392. final val validationDataFrame: NullableDataFrameParam

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    protected
    Definition Classes
    H2OCommonParams

  393. val variableImportances: BooleanParam

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    protected
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    H2ODeepLearningParams

  394. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  397. val weightCol: NullableStringParam

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    Attributes
    protected
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    H2ODeepLearningParams

  398. final val withContributions: BooleanParam

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    protected
    Definition Classes
    H2OBaseMOJOParams

  399. final val withDetailedPredictionCol: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

  400. final val withLeafNodeAssignments: BooleanParam

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    protected
    Definition Classes
    H2OBaseMOJOParams

  401. final val withStageResults: BooleanParam

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    Attributes
    protected
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    H2OBaseMOJOParams

  402. def write: MLWriter

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    Definition Classes
    DefaultParamsWritable → MLWritable

Deprecated Value Members

  1. def getWithDetailedPredictionCol(): Boolean

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    Definition Classes
    H2OBaseMOJOParams
    Annotations
    @deprecated
    Deprecated

    (Since version )

Inherited from DistributionBasedH2OTrainFramePreparation

Inherited from H2ODeepLearningParams

Inherited from HasIgnoredCols

Inherited from HasInitialWeights

Inherited from HasInitialBiases

Inherited from H2OSupervisedAlgorithm[DeepLearningParameters]

Inherited from H2OAlgorithm[DeepLearningParameters]

Inherited from DefaultParamsWritable

Inherited from MLWritable

Inherited from H2OTrainFramePreparation

Inherited from H2OAlgoCommonUtils

Inherited from EstimatorCommonUtils

Inherited from RestCommunication

Inherited from RestEncodingUtils

Inherited from H2OCommonParams

Inherited from H2OAlgoParamsBase

Inherited from H2OFrameLifecycle

Inherited from ParameterConstructorMethods

Inherited from H2OBaseMOJOParams

Inherited from Logging

Inherited from Estimator[H2OMOJOModel]

Inherited from PipelineStage

Inherited from Logging

Inherited from Params

Inherited from Serializable

Inherited from Serializable

Inherited from Identifiable

Inherited from AnyRef

Inherited from Any

Ungrouped