Class/Object

ai.h2o.sparkling.ml.algos.regression

H2ODeepLearningRegressor

Related Docs: object H2ODeepLearningRegressor | package regression

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class H2ODeepLearningRegressor extends H2ODeepLearning with H2ORegressor with DistributionForRegressionCheck

Linear Supertypes
DistributionForRegressionCheck, H2ORegressor, H2ODeepLearning, DistributionBasedH2OTrainFramePreparation, H2ODeepLearningParams, HasIgnoredCols, HasInitialWeights, HasInitialBiases, H2OSupervisedAlgorithm[DeepLearningParameters], H2OAlgorithm[DeepLearningParameters], DefaultParamsWritable, MLWritable, H2OTrainFramePreparation, H2OAlgoCommonUtils, EstimatorCommonUtils, RestCommunication, RestEncodingUtils, H2OCommonParams, H2OAlgoParamsBase, ParameterConstructorMethods, H2OBaseMOJOParams, Logging, Estimator[H2OMOJOModel], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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Inherited
  1. H2ODeepLearningRegressor
  2. DistributionForRegressionCheck
  3. H2ORegressor
  4. H2ODeepLearning
  5. DistributionBasedH2OTrainFramePreparation
  6. H2ODeepLearningParams
  7. HasIgnoredCols
  8. HasInitialWeights
  9. HasInitialBiases
  10. H2OSupervisedAlgorithm
  11. H2OAlgorithm
  12. DefaultParamsWritable
  13. MLWritable
  14. H2OTrainFramePreparation
  15. H2OAlgoCommonUtils
  16. EstimatorCommonUtils
  17. RestCommunication
  18. RestEncodingUtils
  19. H2OCommonParams
  20. H2OAlgoParamsBase
  21. ParameterConstructorMethods
  22. H2OBaseMOJOParams
  23. Logging
  24. Estimator
  25. PipelineStage
  26. Logging
  27. Params
  28. Serializable
  29. Serializable
  30. Identifiable
  31. AnyRef
  32. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new H2ODeepLearningRegressor()

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  2. new H2ODeepLearningRegressor(uid: String)

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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 autoencoder: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  9. val averageActivation: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  10. val balanceClasses: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  11. var binaryModel: Option[H2OBinaryModel]

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    Attributes
    protected
    Definition Classes
    H2OAlgoCommonUtils

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  13. val categoricalEncoding: Param[String]

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

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

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    Definition Classes
    RestCommunication

  15. val classSamplingFactors: NullableFloatArrayParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  16. val classificationStop: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  17. final def clear(param: Param[_]): H2ODeepLearningRegressor.this.type

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    Definition Classes
    Params

  18. def clone(): AnyRef

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

  19. final val columnsToCategorical: StringArrayParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  21. def convertDataFrameToH2OFrameKey(dataFrame: DataFrame): String

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  22. final val convertInvalidNumbersToNa: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  24. def convertModelIdToKey(key: String): String

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    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils

  25. final val convertUnknownCategoricalLevelsToNa: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  27. def copy(extra: ParamMap): H2ODeepLearningRegressor.this.type

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    Definition Classes
    H2OAlgorithm → Estimator → PipelineStage → Params

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    RestCommunication

  31. 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

  32. final val detailedPredictionCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

  33. val diagnostics: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  34. val distribution: Param[String]

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    RestCommunication

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

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    Attributes
    protected
    Definition Classes
    RestCommunication

  39. val elasticAveraging: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  40. val elasticAveragingMovingRate: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  41. val elasticAveragingRegularization: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  42. val epochs: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  43. val epsilon: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

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

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    Definition Classes
    AnyRef

  45. def equals(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

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

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    Definition Classes
    Params

  47. def explainParams(): String

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    Definition Classes
    Params

  48. val exportCheckpointsDir: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  49. val exportWeightsAndBiases: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  50. final def extractParamMap(): ParamMap

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  52. val fastMode: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  53. final val featuresCols: StringArrayParam

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

  54. def finalize(): Unit

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

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

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    Definition Classes
    H2ODeepLearning → H2OSupervisedAlgorithm → H2OAlgorithm → Estimator

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

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

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

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

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

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

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  60. val foldAssignment: Param[String]

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  61. val foldCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  62. val forceLoadBalance: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

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

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    Definition Classes
    Params

  64. def getActivation(): String

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    Definition Classes
    H2ODeepLearningParams

  65. def getAdaptiveRate(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  66. def getAutoencoder(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  67. def getAverageActivation(): Double

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    Definition Classes
    H2ODeepLearningParams

  68. def getBalanceClasses(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  69. def getBinaryModel(): H2OBinaryModel

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    Definition Classes
    H2OAlgoCommonUtils

  70. def getCategoricalEncoding(): String

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    Definition Classes
    H2ODeepLearningParams

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

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    Definition Classes
    AnyRef → Any

  72. def getClassSamplingFactors(): Array[Float]

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    Definition Classes
    H2ODeepLearningParams

  73. def getClassificationStop(): Double

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    Definition Classes
    H2ODeepLearningParams

  74. def getColumnsToCategorical(): Array[String]

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    Definition Classes
    H2OCommonParams

  75. def getConvertInvalidNumbersToNa(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

  76. def getConvertUnknownCategoricalLevelsToNa(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

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

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    Definition Classes
    Params

  78. def getDetailedPredictionCol(): String

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    Definition Classes
    H2OBaseMOJOParams

  79. def getDiagnostics(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  80. def getDistribution(): String

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    Definition Classes
    H2ODeepLearningParams

  81. def getElasticAveraging(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  82. def getElasticAveragingMovingRate(): Double

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    Definition Classes
    H2ODeepLearningParams

  83. def getElasticAveragingRegularization(): Double

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    Definition Classes
    H2ODeepLearningParams

  84. def getEpochs(): Double

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    Definition Classes
    H2ODeepLearningParams

  85. def getEpsilon(): Double

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    Definition Classes
    H2ODeepLearningParams

  86. def getExportCheckpointsDir(): String

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    Definition Classes
    H2ODeepLearningParams

  87. def getExportWeightsAndBiases(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  88. def getFastMode(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  89. def getFeaturesCols(): Array[String]

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    Definition Classes
    H2OCommonParams → H2OBaseMOJOParams

  90. def getFoldAssignment(): String

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    Definition Classes
    H2ODeepLearningParams

  91. def getFoldCol(): String

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    Definition Classes
    H2ODeepLearningParams

  92. def getForceLoadBalance(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  93. def getHidden(): Array[Int]

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    Definition Classes
    H2ODeepLearningParams

  94. def getHiddenDropoutRatios(): Array[Double]

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    Definition Classes
    H2ODeepLearningParams

  95. def getHuberAlpha(): Double

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    Definition Classes
    H2ODeepLearningParams

  96. def getIgnoreConstCols(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  97. def getIgnoredCols(): Array[String]

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    Definition Classes
    HasIgnoredCols

  98. def getInitialBiases(): Array[DenseVector]

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    Definition Classes
    HasInitialBiases

  99. def getInitialWeightDistribution(): String

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    Definition Classes
    H2ODeepLearningParams

  100. def getInitialWeightScale(): Double

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    Definition Classes
    H2ODeepLearningParams

  101. def getInitialWeights(): Array[DenseMatrix]

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    Definition Classes
    HasInitialWeights

  102. def getInputDropoutRatio(): Double

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    Definition Classes
    H2ODeepLearningParams

  103. def getKeepCrossValidationFoldAssignment(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  104. def getKeepCrossValidationModels(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  105. def getKeepCrossValidationPredictions(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  106. def getL1(): Double

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    Definition Classes
    H2ODeepLearningParams

  107. def getL2(): Double

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    Definition Classes
    H2ODeepLearningParams

  108. def getLabelCol(): String

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    Definition Classes
    H2ODeepLearningParams

  109. def getLoss(): String

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    Definition Classes
    H2ODeepLearningParams

  110. def getMaxAfterBalanceSize(): Float

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    Definition Classes
    H2ODeepLearningParams

  111. def getMaxCategoricalFeatures(): Int

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    Definition Classes
    H2ODeepLearningParams

  112. def getMaxRuntimeSecs(): Double

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    Definition Classes
    H2ODeepLearningParams

  113. def getMaxW2(): Float

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    Definition Classes
    H2ODeepLearningParams

  114. def getMiniBatchSize(): Int

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    Definition Classes
    H2ODeepLearningParams

  115. def getMissingValuesHandling(): String

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    Definition Classes
    H2ODeepLearningParams

  116. def getModelId(): String

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    Definition Classes
    H2ODeepLearningParams

  117. def getMomentumRamp(): Double

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    Definition Classes
    H2ODeepLearningParams

  118. def getMomentumStable(): Double

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    Definition Classes
    H2ODeepLearningParams

  119. def getMomentumStart(): Double

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    Definition Classes
    H2ODeepLearningParams

  120. def getNamedMojoOutputColumns(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

  121. def getNesterovAcceleratedGradient(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  122. def getNfolds(): Int

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    Definition Classes
    H2ODeepLearningParams

  123. def getOffsetCol(): String

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    Definition Classes
    H2ODeepLearningParams

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

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    Definition Classes
    Params

  125. def getOverwriteWithBestModel(): Boolean

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    Definition Classes
    H2ODeepLearningParams

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

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    Definition Classes
    Params

  127. def getPredictionCol(): String

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    Definition Classes
    H2OBaseMOJOParams

  128. def getQuantileAlpha(): Double

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    Definition Classes
    H2ODeepLearningParams

  129. def getQuietMode(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  130. def getRate(): Double

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    Definition Classes
    H2ODeepLearningParams

  131. def getRateAnnealing(): Double

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    Definition Classes
    H2ODeepLearningParams

  132. def getRateDecay(): Double

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    Definition Classes
    H2ODeepLearningParams

  133. def getRegressionStop(): Double

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    Definition Classes
    H2ODeepLearningParams

  134. def getReplicateTrainingData(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  135. def getReproducible(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  136. def getRho(): Double

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    Definition Classes
    H2ODeepLearningParams

  137. def getScoreDutyCycle(): Double

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    Definition Classes
    H2ODeepLearningParams

  138. def getScoreEachIteration(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  139. def getScoreInterval(): Double

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    Definition Classes
    H2ODeepLearningParams

  140. def getScoreTrainingSamples(): Long

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    Definition Classes
    H2ODeepLearningParams

  141. def getScoreValidationSamples(): Long

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    Definition Classes
    H2ODeepLearningParams

  142. def getScoreValidationSampling(): String

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    Definition Classes
    H2ODeepLearningParams

  143. def getSeed(): Long

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    Definition Classes
    H2ODeepLearningParams

  144. def getShuffleTrainingData(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  145. def getSingleNodeMode(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  146. def getSparse(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  147. def getSparsityBeta(): Double

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    Definition Classes
    H2ODeepLearningParams

  148. def getSplitRatio(): Double

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    Definition Classes
    H2OCommonParams

  149. def getStandardize(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  150. def getStoppingMetric(): String

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    Definition Classes
    H2ODeepLearningParams

  151. def getStoppingRounds(): Int

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    Definition Classes
    H2ODeepLearningParams

  152. def getStoppingTolerance(): Double

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    Definition Classes
    H2ODeepLearningParams

  153. def getTargetRatioCommToComp(): Double

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    Definition Classes
    H2ODeepLearningParams

  154. def getTrainSamplesPerIteration(): Long

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    Definition Classes
    H2ODeepLearningParams

  155. def getTweediePower(): Double

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    Definition Classes
    H2ODeepLearningParams

  156. def getUseAllFactorLevels(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  157. def getValidationDataFrame(): DataFrame

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    Definition Classes
    H2OCommonParams

  158. def getVariableImportances(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  159. def getWeightCol(): String

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    Definition Classes
    H2ODeepLearningParams

  160. def getWithContributions(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

  161. def getWithLeafNodeAssignments(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

  162. def getWithStageResults(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

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

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    Definition Classes
    Params

  164. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params

  165. def hashCode(): Int

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    Definition Classes
    AnyRef → Any

  166. val hidden: IntArrayParam

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    Attributes
    protected
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    H2ODeepLearningParams

  167. val hiddenDropoutRatios: NullableDoubleArrayParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  168. val huberAlpha: DoubleParam

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    H2ODeepLearningParams

  169. val ignoreConstCols: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  170. val initialWeightDistribution: Param[String]

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  171. val initialWeightScale: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

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

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    Attributes
    protected
    Definition Classes
    Logging

  173. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  174. val inputDropoutRatio: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  175. 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

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

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    Definition Classes
    RestCommunication

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

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    Attributes
    protected
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    ParameterConstructorMethods

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

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    ParameterConstructorMethods

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

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    Params

  180. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any

  181. def isPrimitiveType(value: Any): Boolean

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    Attributes
    protected
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    RestEncodingUtils

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

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    Definition Classes
    Params

  183. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging

  184. val keepCrossValidationFoldAssignment: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  185. val keepCrossValidationModels: BooleanParam

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    Attributes
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    Definition Classes
    H2ODeepLearningParams

  186. val keepCrossValidationPredictions: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  187. val l1: DoubleParam

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    Attributes
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    Definition Classes
    H2ODeepLearningParams

  188. val l2: DoubleParam

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    Attributes
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    Definition Classes
    H2ODeepLearningParams

  189. val labelCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  190. def log: Logger

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
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    Logging

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

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    Logging

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

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    Logging

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

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    Logging

  197. def logName: String

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    Logging

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

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    Logging

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

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    Logging

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

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    Logging

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

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    Logging

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

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    ParameterConstructorMethods

  203. val loss: Param[String]

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    H2ODeepLearningParams

  204. val maxAfterBalanceSize: FloatParam

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    H2ODeepLearningParams

  205. val maxCategoricalFeatures: IntParam

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    H2ODeepLearningParams

  206. val maxRuntimeSecs: DoubleParam

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    H2ODeepLearningParams

  207. val maxW2: FloatParam

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    H2ODeepLearningParams

  208. val miniBatchSize: IntParam

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    H2ODeepLearningParams

  209. val missingValuesHandling: Param[String]

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    H2ODeepLearningParams

  210. val modelId: NullableStringParam

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    H2ODeepLearningParams

  211. val momentumRamp: DoubleParam

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    H2ODeepLearningParams

  212. val momentumStable: DoubleParam

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    H2ODeepLearningParams

  213. val momentumStart: DoubleParam

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    H2ODeepLearningParams

  214. final val namedMojoOutputColumns: Param[Boolean]

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    H2OBaseMOJOParams

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

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    AnyRef

  216. val nesterovAcceleratedGradient: BooleanParam

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    H2ODeepLearningParams

  217. val nfolds: IntParam

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    H2ODeepLearningParams

  218. final def notify(): Unit

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    AnyRef

  219. final def notifyAll(): Unit

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    AnyRef

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

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

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

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

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

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

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

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

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  228. val offsetCol: NullableStringParam

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    H2ODeepLearningParams

  229. val overwriteWithBestModel: BooleanParam

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    H2ODeepLearningParams

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

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    ParameterConstructorMethods

  231. def paramTag: ClassTag[DeepLearningParameters]

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    H2ODeepLearningParams

  232. var parameters: DeepLearningParameters

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    H2OAlgorithm

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

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    Params

  234. final val predictionCol: Param[String]

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    H2OBaseMOJOParams

  235. def prepareH2OTrainFrameForFitting(trainFrame: H2OFrame): Unit

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    DistributionBasedH2OTrainFramePreparation → H2OTrainFramePreparation

  236. val quantileAlpha: DoubleParam

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    H2ODeepLearningParams

  237. 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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  238. val quietMode: BooleanParam

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    H2ODeepLearningParams

  239. val rate: DoubleParam

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    H2ODeepLearningParams

  240. val rateAnnealing: DoubleParam

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    H2ODeepLearningParams

  241. val rateDecay: DoubleParam

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    H2ODeepLearningParams

  242. 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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  243. val regressionStop: DoubleParam

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    H2ODeepLearningParams

  244. val replicateTrainingData: BooleanParam

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    H2ODeepLearningParams

  245. val reproducible: BooleanParam

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    H2ODeepLearningParams

  246. 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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    RestCommunication

  247. val rho: DoubleParam

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    H2ODeepLearningParams

  248. def sanitize(colName: String): String

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    H2OAlgoCommonUtils

  249. def save(path: String): Unit

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

  250. val scoreDutyCycle: DoubleParam

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    H2ODeepLearningParams

  251. val scoreEachIteration: BooleanParam

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    H2ODeepLearningParams

  252. val scoreInterval: DoubleParam

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    H2ODeepLearningParams

  253. val scoreTrainingSamples: LongParam

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    H2ODeepLearningParams

  254. val scoreValidationSamples: LongParam

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    H2ODeepLearningParams

  255. val scoreValidationSampling: Param[String]

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    H2ODeepLearningParams

  256. val seed: LongParam

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    H2ODeepLearningParams

  257. final def set(paramPair: ParamPair[_]): H2ODeepLearningRegressor.this.type

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  258. final def set(param: String, value: Any): H2ODeepLearningRegressor.this.type

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  259. final def set[T](param: Param[T], value: T): H2ODeepLearningRegressor.this.type

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    Params

  260. def setActivation(value: String): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  261. def setAdaptiveRate(value: Boolean): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  262. def setAutoencoder(value: Boolean): H2ODeepLearningRegressor.this.type

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    Definition Classes
    H2ODeepLearningParams

  263. def setAverageActivation(value: Double): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  264. def setBalanceClasses(value: Boolean): H2ODeepLearningRegressor.this.type

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    Definition Classes
    H2ODeepLearningParams

  265. def setCategoricalEncoding(value: String): H2ODeepLearningRegressor.this.type

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    Definition Classes
    H2ODeepLearningParams

  266. def setClassSamplingFactors(value: Array[Float]): H2ODeepLearningRegressor.this.type

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    Definition Classes
    H2ODeepLearningParams

  267. def setClassificationStop(value: Double): H2ODeepLearningRegressor.this.type

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    Definition Classes
    H2ODeepLearningParams

  268. def setColumnsToCategorical(columnNames: ArrayList[String]): H2ODeepLearningRegressor.this.type

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    Definition Classes
    H2OCommonParams

  269. def setColumnsToCategorical(columns: Array[String]): H2ODeepLearningRegressor.this.type

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    Definition Classes
    H2OCommonParams

  270. def setColumnsToCategorical(first: String, others: String*): H2ODeepLearningRegressor.this.type

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    Definition Classes
    H2OCommonParams

  271. def setConvertInvalidNumbersToNa(value: Boolean): H2ODeepLearningRegressor.this.type

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    Definition Classes
    H2OCommonParams

  272. def setConvertUnknownCategoricalLevelsToNa(value: Boolean): H2ODeepLearningRegressor.this.type

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    Definition Classes
    H2OCommonParams

  273. final def setDefault(paramPairs: ParamPair[_]*): H2ODeepLearningRegressor.this.type

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    Params

  274. final def setDefault[T](param: Param[T], value: T): H2ODeepLearningRegressor.this.type

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    Params

  275. def setDetailedPredictionCol(columnName: String): H2ODeepLearningRegressor.this.type

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    Definition Classes
    H2OCommonParams

  276. def setDiagnostics(value: Boolean): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  277. def setDistribution(value: String): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  278. def setElasticAveraging(value: Boolean): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  279. def setElasticAveragingMovingRate(value: Double): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  280. def setElasticAveragingRegularization(value: Double): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  281. def setEpochs(value: Double): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  282. def setEpsilon(value: Double): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  283. def setExportCheckpointsDir(value: String): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  284. def setExportWeightsAndBiases(value: Boolean): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  285. def setFastMode(value: Boolean): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  286. def setFeaturesCol(first: String): H2ODeepLearningRegressor.this.type

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    H2OCommonParams

  287. def setFeaturesCols(columnNames: ArrayList[String]): H2ODeepLearningRegressor.this.type

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    Definition Classes
    H2OCommonParams

  288. def setFeaturesCols(columnNames: Array[String]): H2ODeepLearningRegressor.this.type

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    Definition Classes
    H2OCommonParams

  289. def setFeaturesCols(first: String, others: String*): H2ODeepLearningRegressor.this.type

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    Definition Classes
    H2OCommonParams

  290. def setFoldAssignment(value: String): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  291. def setFoldCol(value: String): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  292. def setForceLoadBalance(value: Boolean): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  293. def setHidden(value: Array[Int]): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  294. def setHiddenDropoutRatios(value: Array[Double]): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  295. def setHuberAlpha(value: Double): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  296. def setIgnoreConstCols(value: Boolean): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  297. def setIgnoredCols(value: Array[String]): H2ODeepLearningRegressor.this.type

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    HasIgnoredCols

  298. def setInitialBiases(value: Array[DenseVector]): H2ODeepLearningRegressor.this.type

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    HasInitialBiases

  299. def setInitialWeightDistribution(value: String): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  300. def setInitialWeightScale(value: Double): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  301. def setInitialWeights(value: Array[DenseMatrix]): H2ODeepLearningRegressor.this.type

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    HasInitialWeights

  302. def setInputDropoutRatio(value: Double): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  303. def setKeepCrossValidationFoldAssignment(value: Boolean): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  304. def setKeepCrossValidationModels(value: Boolean): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  305. def setKeepCrossValidationPredictions(value: Boolean): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  306. def setL1(value: Double): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  307. def setL2(value: Double): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  308. def setLabelCol(value: String): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  309. def setLoss(value: String): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  310. def setMaxAfterBalanceSize(value: Float): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  311. def setMaxCategoricalFeatures(value: Int): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  312. def setMaxRuntimeSecs(value: Double): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  313. def setMaxW2(value: Float): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  314. def setMiniBatchSize(value: Int): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  315. def setMissingValuesHandling(value: String): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  316. def setModelId(value: String): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  317. def setMomentumRamp(value: Double): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  318. def setMomentumStable(value: Double): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  319. def setMomentumStart(value: Double): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  320. def setNamedMojoOutputColumns(value: Boolean): H2ODeepLearningRegressor.this.type

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    H2OCommonParams

  321. def setNesterovAcceleratedGradient(value: Boolean): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  322. def setNfolds(value: Int): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  323. def setOffsetCol(value: String): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  324. def setOverwriteWithBestModel(value: Boolean): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  325. def setPredictionCol(columnName: String): H2ODeepLearningRegressor.this.type

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    H2OCommonParams

  326. def setQuantileAlpha(value: Double): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  327. def setQuietMode(value: Boolean): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  328. def setRate(value: Double): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  329. def setRateAnnealing(value: Double): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  330. def setRateDecay(value: Double): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  331. def setRegressionStop(value: Double): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  332. def setReplicateTrainingData(value: Boolean): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  333. def setReproducible(value: Boolean): H2ODeepLearningRegressor.this.type

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    Definition Classes
    H2ODeepLearningParams

  334. def setRho(value: Double): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  335. def setScoreDutyCycle(value: Double): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  336. def setScoreEachIteration(value: Boolean): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  337. def setScoreInterval(value: Double): H2ODeepLearningRegressor.this.type

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    Definition Classes
    H2ODeepLearningParams

  338. def setScoreTrainingSamples(value: Long): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  339. def setScoreValidationSamples(value: Long): H2ODeepLearningRegressor.this.type

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    Definition Classes
    H2ODeepLearningParams

  340. def setScoreValidationSampling(value: String): H2ODeepLearningRegressor.this.type

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    Definition Classes
    H2ODeepLearningParams

  341. def setSeed(value: Long): H2ODeepLearningRegressor.this.type

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    Definition Classes
    H2ODeepLearningParams

  342. def setShuffleTrainingData(value: Boolean): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  343. def setSingleNodeMode(value: Boolean): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  344. def setSparse(value: Boolean): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  345. def setSparsityBeta(value: Double): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  346. def setSplitRatio(ratio: Double): H2ODeepLearningRegressor.this.type

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    H2OCommonParams

  347. def setStandardize(value: Boolean): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  348. def setStoppingMetric(value: String): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  349. def setStoppingRounds(value: Int): H2ODeepLearningRegressor.this.type

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    Definition Classes
    H2ODeepLearningParams

  350. def setStoppingTolerance(value: Double): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  351. def setTargetRatioCommToComp(value: Double): H2ODeepLearningRegressor.this.type

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    Definition Classes
    H2ODeepLearningParams

  352. def setTrainSamplesPerIteration(value: Long): H2ODeepLearningRegressor.this.type

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    Definition Classes
    H2ODeepLearningParams

  353. def setTweediePower(value: Double): H2ODeepLearningRegressor.this.type

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    H2ODeepLearningParams

  354. def setUseAllFactorLevels(value: Boolean): H2ODeepLearningRegressor.this.type

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    Definition Classes
    H2ODeepLearningParams

  355. def setValidationDataFrame(dataFrame: DataFrame): H2ODeepLearningRegressor.this.type

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    Definition Classes
    H2OCommonParams

  356. def setVariableImportances(value: Boolean): H2ODeepLearningRegressor.this.type

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    Definition Classes
    H2ODeepLearningParams

  357. def setWeightCol(value: String): H2ODeepLearningRegressor.this.type

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    Definition Classes
    H2ODeepLearningParams

  358. def setWithContributions(enabled: Boolean): H2ODeepLearningRegressor.this.type

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    Definition Classes
    H2OCommonParams

  359. def setWithDetailedPredictionCol(enabled: Boolean): H2ODeepLearningRegressor.this.type

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

  360. def setWithLeafNodeAssignments(enabled: Boolean): H2ODeepLearningRegressor.this.type

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    Definition Classes
    H2OCommonParams

  361. def setWithStageResults(enabled: Boolean): H2ODeepLearningRegressor.this.type

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    Definition Classes
    H2OCommonParams

  362. val shuffleTrainingData: BooleanParam

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    H2ODeepLearningParams

  363. val singleNodeMode: BooleanParam

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    H2ODeepLearningParams

  364. val sparse: BooleanParam

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    H2ODeepLearningParams

  365. val sparsityBeta: DoubleParam

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    H2ODeepLearningParams

  366. final val splitRatio: DoubleParam

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    protected
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    H2OCommonParams

  367. val standardize: BooleanParam

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    Attributes
    protected
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    H2ODeepLearningParams

  368. val stoppingMetric: Param[String]

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    protected
    Definition Classes
    H2ODeepLearningParams

  369. val stoppingRounds: IntParam

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    protected
    Definition Classes
    H2ODeepLearningParams

  370. val stoppingTolerance: DoubleParam

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    protected
    Definition Classes
    H2ODeepLearningParams

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

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    protected
    Definition Classes
    ParameterConstructorMethods

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

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    protected
    Definition Classes
    ParameterConstructorMethods

  373. def stringify(value: Any): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    protected
    Definition Classes
    RestEncodingUtils

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

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    protected
    Definition Classes
    RestEncodingUtils

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

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    protected
    Definition Classes
    RestEncodingUtils

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

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    protected
    Definition Classes
    RestEncodingUtils

  378. def stringifyPrimitiveParam(value: Any): String

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    protected
    Definition Classes
    RestEncodingUtils

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

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    Definition Classes
    AnyRef

  380. val targetRatioCommToComp: DoubleParam

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    Attributes
    protected
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    H2ODeepLearningParams

  381. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any

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

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    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils

  383. val trainSamplesPerIteration: LongParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  384. def transformSchema(schema: StructType): StructType

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

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

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()

  386. val tweediePower: DoubleParam

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    protected
    Definition Classes
    H2ODeepLearningParams

  387. val uid: String

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    Definition Classes
    H2ODeepLearningRegressor → H2ODeepLearning → Identifiable

  388. 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

  389. val useAllFactorLevels: BooleanParam

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    protected
    Definition Classes
    H2ODeepLearningParams

  390. final val validationDataFrame: NullableDataFrameParam

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    protected
    Definition Classes
    H2OCommonParams

  391. val variableImportances: BooleanParam

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    protected
    Definition Classes
    H2ODeepLearningParams

  392. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  395. val weightCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams

  396. final val withContributions: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

  397. final val withDetailedPredictionCol: BooleanParam

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    protected
    Definition Classes
    H2OBaseMOJOParams

  398. final val withLeafNodeAssignments: BooleanParam

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    protected
    Definition Classes
    H2OBaseMOJOParams

  399. final val withStageResults: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

  400. 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 DistributionForRegressionCheck

Inherited from H2ORegressor

Inherited from H2ODeepLearning

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 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