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

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    Definition Classes
    H2OAlgorithm → Estimator → PipelineStage → Params

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    Params

  15. def defaultFileName: String

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    Definition Classes
    H2ODeepLearning → H2OAlgorithm

  16. final val distribution: H2ODistributionParam

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    AnyRef

  22. def equals(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

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

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    Definition Classes
    Params

  24. def explainParams(): String

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    Definition Classes
    Params

  25. final def extractParamMap(): ParamMap

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  27. final val featuresCols: StringArrayParam

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    Definition Classes
    H2OAlgoParams

  28. def finalize(): Unit

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

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

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    Definition Classes
    H2OAlgorithm → Estimator

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

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

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

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

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

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

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

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    Definition Classes
    Params

  34. def getAllStringColumnsToCategorical(): Boolean

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    AnyRef → Any

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

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    Definition Classes
    Params

  37. def getDistribution(): DistributionFamily

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    Definition Classes
    H2OAlgoParams

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  39. def getEpochs(): Double

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    Definition Classes
    H2ODeepLearningParams

  40. def getFeaturesCols(): Array[String]

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    Definition Classes
    H2OAlgoParams

  41. def getH2ODoc(fieldName: String): String

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  42. def getHidden(): Array[Int]

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    Definition Classes
    H2ODeepLearningParams

  43. def getKeepCrossValidationFoldAssignment(): Boolean

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    Definition Classes
    H2OAlgoParams

  44. def getKeepCrossValidationPredictions(): Boolean

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    Definition Classes
    H2OAlgoParams

  45. def getL1(): Double

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    Definition Classes
    H2ODeepLearningParams

  46. def getL2(): Double

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    Definition Classes
    H2ODeepLearningParams

  47. def getNfolds(): Int

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    Params

  49. def getParallelizeCrossValidation(): Boolean

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    Params

  51. def getParams: DeepLearningParameters

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    Definition Classes
    H2OAlgoParamsHelper

  52. def getPredictionsCol(): String

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    Definition Classes
    H2OAlgoParams

  53. def getReproducible(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  54. def getSeed(): Long

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    Definition Classes
    H2OAlgoParams

  55. def getTrainRatio(): Double

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    Params

  57. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params

  58. def hashCode(): Int

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    Definition Classes
    AnyRef → Any

  59. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    Params

  65. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any

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

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    Definition Classes
    Params

  67. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging

  68. final val keepCrossValidationFoldAssignment: BooleanParam

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    Definition Classes
    H2OAlgoParams

  69. final val keepCrossValidationPredictions: BooleanParam

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    Definition Classes
    H2OAlgoParams

  70. def log: Logger

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
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    Logging

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

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    Attributes
    protected
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    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

  77. def logName: String

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    Attributes
    protected
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    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    AnyRef

  85. final val nfolds: IntParam

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    Definition Classes
    H2OAlgoParams

  86. final def notify(): Unit

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    Definition Classes
    AnyRef

  87. final def notifyAll(): Unit

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    Definition Classes
    AnyRef

  88. final val parallelizeCrossValidation: BooleanParam

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

  91. def paramTag: ClassTag[DeepLearningParameters]

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams → H2OAlgoParamsHelper

  92. var parameters: DeepLearningParameters

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    Params

  94. final val predictionCol: Param[String]

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    Definition Classes
    H2OAlgoParams

  95. final val ratio: DoubleParam

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    Definition Classes
    H2OAlgoParams

  96. def save(path: String): Unit

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

  97. def schemaTag: ClassTag[H2O_SCHEMA]

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams → H2OAlgoParamsHelper

  98. final val seed: LongParam

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    Definition Classes
    H2OAlgoParams

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Definition Classes
    Params

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

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    Definition Classes
    H2OAlgoParams

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

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    Attributes
    protected
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    Params

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2ODeepLearningParams

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

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2ODeepLearningParams

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

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2ODeepLearningParams

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

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    Definition Classes
    H2ODeepLearningParams

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

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2OAlgoParams

  117. def setParams(params: DeepLearningParameters): Unit

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2ODeepLearningParams

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

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    AnyRef

  127. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any

  128. def trainModel(params: DeepLearningParameters): H2OMOJOModel

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    Definition Classes
    H2ODeepLearning → H2OAlgorithm

  129. def transformSchema(schema: StructType): StructType

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    Definition Classes
    H2OAlgorithm → PipelineStage
    Annotations
    @DeveloperApi()

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

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()

  131. val uid: String

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    Definition Classes
    H2ODeepLearning → Identifiable

  132. 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

  133. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  136. 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