Class/Object

org.apache.spark.ml.h2o.algos

H2ODeepLearning

Related Docs: object H2ODeepLearning | package algos

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class H2ODeepLearning extends H2OAlgorithm[DeepLearningParameters, H2OMOJOModel] with H2ODeepLearningParams

H2O Deep learning algorithm exposed via Spark ML pipelines.

TODO: There are still bunch of parameters defined DeepLearningParameters which need to be ported here

Linear Supertypes
H2ODeepLearningParams, H2OAlgorithm[DeepLearningParameters, H2OMOJOModel], H2OAlgoParams[DeepLearningParameters], H2OAlgoParamsHelper[DeepLearningParameters], MLWritable, Estimator[H2OMOJOModel], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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Inherited
  1. H2ODeepLearning
  2. H2ODeepLearningParams
  3. H2OAlgorithm
  4. H2OAlgoParams
  5. H2OAlgoParamsHelper
  6. MLWritable
  7. Estimator
  8. PipelineStage
  9. Logging
  10. Params
  11. Serializable
  12. Serializable
  13. Identifiable
  14. AnyRef
  15. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new H2ODeepLearning(parameters: DeepLearningParameters, uid: String)(implicit h2oContext: H2OContext, sqlContext: SQLContext)

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  2. new H2ODeepLearning(parameters: DeepLearningParameters)(implicit h2oContext: H2OContext, sqlContext: SQLContext)

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  3. new H2ODeepLearning(uid: String, hc: H2OContext, sqlContext: SQLContext)

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  4. new H2ODeepLearning()(implicit h2oContext: H2OContext, sqlContext: SQLContext)

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  5. new H2ODeepLearning(parameters: Option[DeepLearningParameters], uid: String)(implicit h2oContext: H2OContext, sqlContext: SQLContext)

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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. def H2ODistributionParam(name: String): H2ODistributionParam

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    Definition Classes
    H2OAlgoParams

  6. final val allStringColumnsToCategorical: BooleanParam

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    Definition Classes
    H2OAlgoParams

  7. final def asInstanceOf[T0]: T0

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    Definition Classes
    Any

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    Params

  11. def clone(): AnyRef

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

  12. final val convertUnknownCategoricalLevelsToNa: BooleanParam

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2OAlgorithm → Estimator → PipelineStage → Params

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    Params

  16. def defaultFileName: String

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    Definition Classes
    H2ODeepLearning → H2OAlgorithm

  17. final val distribution: H2ODistributionParam

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    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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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    Params

  35. def getAllStringColumnsToCategorical(): Boolean

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    AnyRef → Any

  37. def getConvertUnknownCategoricalLevelsToNa(): Boolean

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    Params

  39. def getDistribution(): DistributionFamily

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    Definition Classes
    H2OAlgoParams

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  41. def getEpochs(): Double

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    Definition Classes
    H2ODeepLearningParams

  42. def getFeaturesCols(): Array[String]

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    Definition Classes
    H2OAlgoParams

  43. def getH2ODoc(fieldName: String): String

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  44. def getHidden(): Array[Int]

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    Definition Classes
    H2ODeepLearningParams

  45. def getKeepCrossValidationFoldAssignment(): Boolean

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    Definition Classes
    H2OAlgoParams

  46. def getKeepCrossValidationPredictions(): Boolean

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    Definition Classes
    H2OAlgoParams

  47. def getL1(): Double

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    Definition Classes
    H2ODeepLearningParams

  48. def getL2(): Double

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    Definition Classes
    H2ODeepLearningParams

  49. def getNfolds(): Int

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    Params

  51. def getParallelizeCrossValidation(): Boolean

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    Params

  53. def getParams: DeepLearningParameters

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    Definition Classes
    H2OAlgoParamsHelper

  54. def getPredictionsCol(): String

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    Definition Classes
    H2OAlgoParams

  55. def getReproducible(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  56. def getSeed(): Long

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    Definition Classes
    H2OAlgoParams

  57. def getTrainRatio(): Double

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    Params

  59. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params

  60. def hashCode(): Int

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    Definition Classes
    AnyRef → Any

  61. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

  65. def intParam(name: String, doc: String): BooleanParam

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    Params

  67. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any

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

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    Definition Classes
    Params

  69. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging

  70. final val keepCrossValidationFoldAssignment: BooleanParam

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    Definition Classes
    H2OAlgoParams

  71. final val keepCrossValidationPredictions: BooleanParam

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    Definition Classes
    H2OAlgoParams

  72. def log: Logger

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

  79. def logName: String

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    AnyRef

  87. final val nfolds: IntParam

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    Definition Classes
    H2OAlgoParams

  88. final def notify(): Unit

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    Definition Classes
    AnyRef

  89. final def notifyAll(): Unit

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    Definition Classes
    AnyRef

  90. final val parallelizeCrossValidation: BooleanParam

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

  93. def paramTag: ClassTag[DeepLearningParameters]

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams → H2OAlgoParamsHelper

  94. var parameters: DeepLearningParameters

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    Params

  96. final val predictionCol: Param[String]

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    Definition Classes
    H2OAlgoParams

  97. final val ratio: DoubleParam

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    Definition Classes
    H2OAlgoParams

  98. def save(path: String): Unit

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

  99. def schemaTag: ClassTag[H2O_SCHEMA]

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams → H2OAlgoParamsHelper

  100. final val seed: LongParam

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    Definition Classes
    H2OAlgoParams

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Definition Classes
    Params

  104. def setAllStringColumnsToCategorical(transform: Boolean): H2ODeepLearning.this.type

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2OAlgoParams

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2ODeepLearningParams

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

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    Definition Classes
    H2OAlgoParams

  111. def setFeaturesCols(cols: Array[String]): H2ODeepLearning.this.type

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2ODeepLearningParams

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

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2ODeepLearningParams

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

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    Definition Classes
    H2ODeepLearningParams

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

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2OAlgoParams

  120. def setParams(params: DeepLearningParameters): Unit

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    Definition Classes
    H2OAlgoParamsHelper

  121. def setPredictionsCol(value: String): H2ODeepLearning.this.type

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2ODeepLearningParams

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

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    Definition Classes
    H2OAlgoParams

  124. def setTrainRatio(value: Double): H2ODeepLearning.this.type

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    AnyRef

  130. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any

  131. def trainModel(params: DeepLearningParameters): H2OMOJOModel

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    Definition Classes
    H2ODeepLearning → H2OAlgorithm

  132. def transformSchema(schema: StructType): StructType

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    Definition Classes
    H2OAlgorithm → PipelineStage
    Annotations
    @DeveloperApi()

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

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()

  134. val uid: String

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    Definition Classes
    H2ODeepLearning → Identifiable

  135. 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 → H2OAlgoParams

  136. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  139. def write: MLWriter

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    Definition Classes
    H2OAlgorithm → MLWritable
    Annotations
    @Since( "1.6.0" )

Inherited from H2ODeepLearningParams

Inherited from H2OAlgorithm[DeepLearningParameters, H2OMOJOModel]

Inherited from H2OAlgoParams[DeepLearningParameters]

Inherited from H2OAlgoParamsHelper[DeepLearningParameters]

Inherited from MLWritable

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

getParam

setParam

Ungrouped