Class/Object

ai.h2o.sparkling.ml.algos

H2ODeepLearning

Related Docs: object H2ODeepLearning | package algos

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class H2ODeepLearning extends H2OSupervisedAlgorithm[DeepLearning, DeepLearningModel, DeepLearningParameters] with H2ODeepLearningParams

H2O DeepLearning algorithm exposed via Spark ML pipelines.

Linear Supertypes
H2ODeepLearningParams, H2OSupervisedAlgorithm[DeepLearning, DeepLearningModel, DeepLearningParameters], H2OAlgoSupervisedParams[DeepLearningParameters], H2OCommonSupervisedParams, H2OAlgorithm[DeepLearning, DeepLearningModel, DeepLearningParameters], H2OAlgoCommonParams[DeepLearningParameters], H2OAlgoParamsHelper[DeepLearningParameters], DefaultParamsWritable, MLWritable, H2OAlgoCommonUtils, H2OCommonParams, H2OMOJOAlgoSharedParams, Logging, Estimator[H2OMOJOModel], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Known Subclasses
H2ODeepLearning
Ordering
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  2. By Inheritance
Inherited
  1. H2ODeepLearning
  2. H2ODeepLearningParams
  3. H2OSupervisedAlgorithm
  4. H2OAlgoSupervisedParams
  5. H2OCommonSupervisedParams
  6. H2OAlgorithm
  7. H2OAlgoCommonParams
  8. H2OAlgoParamsHelper
  9. DefaultParamsWritable
  10. MLWritable
  11. H2OAlgoCommonUtils
  12. H2OCommonParams
  13. H2OMOJOAlgoSharedParams
  14. Logging
  15. Estimator
  16. PipelineStage
  17. Logging
  18. Params
  19. Serializable
  20. Serializable
  21. Identifiable
  22. AnyRef
  23. 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. type H2O_SCHEMA = DeepLearningParametersV3

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    Definition Classes
    H2ODeepLearningParams → H2OAlgoParamsHelper

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. final val allStringColumnsToCategorical: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  6. final def asInstanceOf[T0]: T0

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    Definition Classes
    Any

  7. def booleanParam(name: String, doc: Option[String] = None): BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    Params

  10. def clone(): AnyRef

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

  11. final val columnsToCategorical: StringArrayParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  12. final val convertInvalidNumbersToNa: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

  13. final val convertUnknownCategoricalLevelsToNa: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

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

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    Definition Classes
    H2OAlgorithm → Estimator → PipelineStage → Params

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

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    Attributes
    protected
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    Params

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

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    Attributes
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    Params

  17. final val detailedPredictionCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

  18. def doubleArrayParam(name: String, doc: Option[String] = None): DoubleArrayParam

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper

  20. def doubleParam(name: String, doc: Option[String] = None): DoubleParam

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
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    H2OAlgoParamsHelper

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

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    Definition Classes
    AnyRef

  23. def equals(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

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

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    Definition Classes
    Params

  25. def explainParams(): String

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    Definition Classes
    Params

  26. final def extractParamMap(): ParamMap

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  28. final val featuresCols: StringArrayParam

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    Attributes
    protected
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    H2OMOJOAlgoSharedParams

  29. def finalize(): Unit

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

  30. def fit(dataset: Dataset[_]): H2OMOJOModel

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    Definition Classes
    H2OAlgorithm → Estimator

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

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

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

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

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

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

  34. def floatParam(name: String, doc: Option[String] = None): FloatParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  36. final val foldCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    Params

  38. def getAllStringColumnsToCategorical(): Boolean

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    AnyRef → Any

  40. def getColumnsToCategorical(): Array[String]

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    Definition Classes
    H2OCommonParams

  41. def getConvertInvalidNumbersToNa(): Boolean

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    Definition Classes
    H2OMOJOAlgoSharedParams

  42. def getConvertUnknownCategoricalLevelsToNa(): Boolean

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    Definition Classes
    H2OMOJOAlgoSharedParams

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

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    Definition Classes
    Params

  44. def getDetailedPredictionCol(): String

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    Definition Classes
    H2OMOJOAlgoSharedParams

  45. def getDistribution(): String

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    Definition Classes
    H2OAlgoCommonParams

  46. def getDoc(doc: Option[String], fieldName: String): String

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  47. def getEpochs(): Double

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    Definition Classes
    H2ODeepLearningParams

  48. def getExcludedCols(): Seq[String]

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    Attributes
    protected
    Definition Classes
    H2OCommonSupervisedParams → H2OCommonParams

  49. def getFeaturesCols(): Array[String]

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    Definition Classes
    H2OCommonParams → H2OMOJOAlgoSharedParams

  50. def getFoldCol(): String

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    Definition Classes
    H2OCommonParams

  51. def getH2ODoc(fieldName: String): String

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper

  52. def getHidden(): Array[Int]

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    Definition Classes
    H2ODeepLearningParams

  53. def getKeepCrossValidationFoldAssignment(): Boolean

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    Definition Classes
    H2OAlgoCommonParams

  54. def getKeepCrossValidationPredictions(): Boolean

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    Definition Classes
    H2OAlgoCommonParams

  55. def getL1(): Double

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    Definition Classes
    H2ODeepLearningParams

  56. def getL2(): Double

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    Definition Classes
    H2ODeepLearningParams

  57. def getLabelCol(): String

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    Definition Classes
    H2OCommonSupervisedParams

  58. def getModelId(): String

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    Definition Classes
    H2OAlgoCommonParams

  59. def getNamedMojoOutputColumns(): Boolean

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    Definition Classes
    H2OMOJOAlgoSharedParams

  60. def getNfolds(): Int

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    Params

  62. def getParallelizeCrossValidation(): Boolean

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    Definition Classes
    H2OAlgoCommonParams

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

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    Definition Classes
    Params

  64. def getPredictionCol(): String

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    Definition Classes
    H2OMOJOAlgoSharedParams

  65. def getReproducible(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  66. def getSeed(): Long

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    Definition Classes
    H2OCommonParams

  67. def getSplitRatio(): Double

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    Definition Classes
    H2OCommonParams

  68. def getWeightCol(): String

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    Definition Classes
    H2OCommonParams

  69. def getWithDetailedPredictionCol(): Boolean

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    Definition Classes
    H2OMOJOAlgoSharedParams

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

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    Definition Classes
    Params

  71. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params

  72. def hashCode(): Int

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    Definition Classes
    AnyRef → Any

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

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    Attributes
    protected
    Definition Classes
    Logging

  74. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  75. def intArrayParam(name: String, doc: Option[String] = None): IntArrayParam

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper

  77. def intParam(name: String, doc: Option[String] = None): IntParam

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    Attributes
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    H2OAlgoParamsHelper

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

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    Params

  80. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any

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

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    Definition Classes
    Params

  82. def isTraceEnabled(): Boolean

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    Attributes
    protected
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    Logging

  83. final val labelCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OCommonSupervisedParams

  84. def log: Logger

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    Attributes
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    Definition Classes
    Logging

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

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    Attributes
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    Logging

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

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    Logging

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

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    Logging

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

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    Logging

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

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    Attributes
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    Logging

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

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    Logging

  91. def logName: String

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    Logging

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

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    Attributes
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    Logging

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

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    Attributes
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    Logging

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

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    Attributes
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    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

  96. def longParam(name: String, doc: Option[String] = None): LongParam

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  98. final val modelId: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoCommonParams

  99. final val namedMojoOutputColumns: Param[Boolean]

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

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

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    Definition Classes
    AnyRef

  101. final val nfolds: IntParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  102. final def notify(): Unit

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    Definition Classes
    AnyRef

  103. final def notifyAll(): Unit

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    Definition Classes
    AnyRef

  104. def nullableDoubleArrayArrayParam(name: String, doc: Option[String] = None): NullableDoubleArrayArrayParam

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    Attributes
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    H2OAlgoParamsHelper

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

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    Attributes
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    H2OAlgoParamsHelper

  106. def nullableDoubleArrayParam(name: String, doc: Option[String] = None): NullableDoubleArrayParam

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    Attributes
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    H2OAlgoParamsHelper

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

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    Attributes
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    H2OAlgoParamsHelper

  108. def nullableStringArrayParam(name: String, doc: Option[String] = None): NullableStringArrayParam

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    Attributes
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    H2OAlgoParamsHelper

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

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    Attributes
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    H2OAlgoParamsHelper

  110. def nullableStringParam(name: String, doc: Option[String] = None): NullableStringParam

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    Attributes
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    H2OAlgoParamsHelper

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

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    Attributes
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    H2OAlgoParamsHelper

  112. def param[T](name: String, doc: Option[String] = None): Param[T]

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    Attributes
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    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  114. def paramTag: ClassTag[DeepLearningParameters]

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    Attributes
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    H2ODeepLearningParams → H2OAlgoParamsHelper

  115. var parameters: DeepLearningParameters

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    Params

  117. def preProcessBeforeFit(trainFrame: Frame): Unit

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    Attributes
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    Definition Classes
    H2OSupervisedAlgorithm → H2OAlgorithm

  118. final val predictionCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

  119. def prepareDatasetForFitting(dataset: Dataset[_]): (Frame, Option[Frame], Array[String])

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    Attributes
    protected
    Definition Classes
    H2OAlgoCommonUtils

  120. def save(path: String): Unit

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

  121. def schemaTag: ClassTag[H2O_SCHEMA]

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    Attributes
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    Definition Classes
    H2ODeepLearningParams → H2OAlgoParamsHelper

  122. final val seed: LongParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

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

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    Attributes
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    Params

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

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    Attributes
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    Params

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

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    Definition Classes
    Params

  126. def setAllStringColumnsToCategorical(value: Boolean): H2ODeepLearning.this.type

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

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

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    Attributes
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    Params

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

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    Attributes
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    Params

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OAlgoCommonParams

  135. def setDistribution(value: DistributionFamily): H2ODeepLearning.this.type

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    Definition Classes
    H2OAlgoCommonParams
    Annotations
    @DeprecatedMethod( "setDistribution(value: String)" )

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

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    Definition Classes
    H2ODeepLearningParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

  140. def setFoldCol(columnName: String): H2ODeepLearning.this.type

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2ODeepLearningParams

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

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    Definition Classes
    H2OAlgoCommonParams

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

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    Definition Classes
    H2OAlgoCommonParams

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

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    Definition Classes
    H2ODeepLearningParams

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

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    Definition Classes
    H2ODeepLearningParams

  146. def setLabelCol(columnName: String): H2ODeepLearning.this.type

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    Definition Classes
    H2OCommonSupervisedParams

  147. def setModelId(id: String): H2ODeepLearning.this.type

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    Definition Classes
    H2OAlgoCommonParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

  150. def setParallelizeCrossValidation(value: Boolean): H2ODeepLearning.this.type

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    Definition Classes
    H2OAlgoCommonParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2ODeepLearningParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

  155. def setWeightCol(columnName: String): H2ODeepLearning.this.type

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

  157. final val splitRatio: DoubleParam

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    Attributes
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    Definition Classes
    H2OCommonParams

  158. def stringArrayParam(name: String, doc: Option[String] = None): StringArrayParam

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper

  160. def stringParam(name: String, doc: Option[String] = None): Param[String]

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    Attributes
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    H2OAlgoParamsHelper

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

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    AnyRef

  163. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any

  164. def transformSchema(schema: StructType): StructType

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

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

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()

  166. val uid: String

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    Definition Classes
    H2ODeepLearning → Identifiable

  167. def updateH2OParams(): Unit

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    Update H2O params based on provided parameters to Spark Transformer/Estimator

    Update H2O params based on provided parameters to Spark Transformer/Estimator

    Definition Classes
    H2ODeepLearningParams → H2OAlgoSupervisedParams → H2OAlgoCommonParams

  168. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  171. final val weightCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  172. final val withDetailedPredictionCol: BooleanParam

    Permalink
    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

  173. def write: MLWriter

    Permalink
    Definition Classes
    DefaultParamsWritable → MLWritable

Inherited from H2ODeepLearningParams

Inherited from H2OSupervisedAlgorithm[DeepLearning, DeepLearningModel, DeepLearningParameters]

Inherited from H2OAlgoSupervisedParams[DeepLearningParameters]

Inherited from H2OCommonSupervisedParams

Inherited from H2OAlgorithm[DeepLearning, DeepLearningModel, DeepLearningParameters]

Inherited from H2OAlgoCommonParams[DeepLearningParameters]

Inherited from H2OAlgoParamsHelper[DeepLearningParameters]

Inherited from DefaultParamsWritable

Inherited from MLWritable

Inherited from H2OAlgoCommonUtils

Inherited from H2OCommonParams

Inherited from H2OMOJOAlgoSharedParams

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