Class/Object

py_sparkling.ml.algos

H2ODeepLearning

Related Docs: object H2ODeepLearning | package algos

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class H2ODeepLearning extends org.apache.spark.ml.h2o.algos.H2ODeepLearning with H2ODeepLearningParams

H2O DeepLearning Wrapper for PySparkling

Linear Supertypes
org.apache.spark.ml.h2o.algos.H2ODeepLearning, 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. H2ODeepLearning
  3. H2ODeepLearningParams
  4. H2OAlgorithm
  5. H2OAlgoParams
  6. H2OAlgoParamsHelper
  7. MLWritable
  8. Estimator
  9. PipelineStage
  10. Logging
  11. Params
  12. Serializable
  13. Serializable
  14. Identifiable
  15. AnyRef
  16. 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 columnsToCategorical: StringArrayParam

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    Definition Classes
    H2OAlgoParams

  13. final val convertUnknownCategoricalLevelsToNa: BooleanParam

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    Definition Classes
    H2OAlgoParams

  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
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    Params

  17. def defaultFileName: String

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    Definition Classes
    H2ODeepLearning → H2OAlgorithm

  18. final val distribution: H2ODistributionParam

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    AnyRef

  24. def equals(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

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

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    Definition Classes
    Params

  26. def explainParams(): String

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    Definition Classes
    Params

  27. final def extractParamMap(): ParamMap

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  29. final val featuresCols: StringArrayParam

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    Definition Classes
    H2OAlgoParams

  30. def finalize(): Unit

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

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

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    Definition Classes
    H2OAlgorithm → Estimator

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

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

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

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

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

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

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

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    Definition Classes
    Params

  36. def getAllStringColumnsToCategorical(): Boolean

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    AnyRef → Any

  38. def getColumnsToCategorical(): Array[String]

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    Definition Classes
    H2OAlgoParams

  39. def getConvertUnknownCategoricalLevelsToNa(): Boolean

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    Params

  41. def getDistribution(): DistributionFamily

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    Definition Classes
    H2OAlgoParams

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  43. def getEpochs(): Double

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    Definition Classes
    H2ODeepLearningParams

  44. def getFeaturesCols(): Array[String]

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    Definition Classes
    H2OAlgoParams

  45. def getH2ODoc(fieldName: String): String

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  46. def getHidden(): Array[Int]

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    Definition Classes
    H2ODeepLearningParams

  47. def getKeepCrossValidationFoldAssignment(): Boolean

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    Definition Classes
    H2OAlgoParams

  48. def getKeepCrossValidationPredictions(): Boolean

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    Definition Classes
    H2OAlgoParams

  49. def getL1(): Double

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    Definition Classes
    H2ODeepLearningParams

  50. def getL2(): Double

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    Definition Classes
    H2ODeepLearningParams

  51. def getNfolds(): Int

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    Params

  53. def getParallelizeCrossValidation(): Boolean

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    Params

  55. def getParams: DeepLearningParameters

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    Definition Classes
    H2OAlgoParamsHelper

  56. def getPredictionsCol(): String

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    Definition Classes
    H2OAlgoParams

  57. def getReproducible(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  58. def getSeed(): Long

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    Definition Classes
    H2OAlgoParams

  59. def getTrainRatio(): Double

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    Params

  61. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params

  62. def hashCode(): Int

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    Definition Classes
    AnyRef → Any

  63. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    Params

  69. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any

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

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    Definition Classes
    Params

  71. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging

  72. final val keepCrossValidationFoldAssignment: BooleanParam

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    Definition Classes
    H2OAlgoParams

  73. final val keepCrossValidationPredictions: BooleanParam

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    Definition Classes
    H2OAlgoParams

  74. def log: Logger

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

  81. def logName: String

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    AnyRef

  89. final val nfolds: IntParam

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    Definition Classes
    H2OAlgoParams

  90. final def notify(): Unit

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    Definition Classes
    AnyRef

  91. final def notifyAll(): Unit

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    Definition Classes
    AnyRef

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

  94. final val parallelizeCrossValidation: BooleanParam

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

  97. def paramTag: ClassTag[DeepLearningParameters]

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams → H2OAlgoParamsHelper

  98. var parameters: DeepLearningParameters

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    Params

  100. final val predictionCol: Param[String]

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    Definition Classes
    H2OAlgoParams

  101. final val ratio: DoubleParam

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    Definition Classes
    H2OAlgoParams

  102. def save(path: String): Unit

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

  103. def schemaTag: ClassTag[H2O_SCHEMA]

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams → H2OAlgoParamsHelper

  104. final val seed: LongParam

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    Definition Classes
    H2OAlgoParams

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

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    Attributes
    protected
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    Params

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

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    Attributes
    protected
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    Params

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

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    Definition Classes
    Params

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

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2OAlgoParams

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

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    Attributes
    protected
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    Params

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2ODeepLearningParams

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

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2ODeepLearningParams

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

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2ODeepLearningParams

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

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    Definition Classes
    H2ODeepLearningParams

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

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2OAlgoParams

  126. def setParams(params: DeepLearningParameters): Unit

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2ODeepLearningParams

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

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    AnyRef

  136. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any

  137. def trainModel(params: DeepLearningParameters): H2OMOJOModel

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    Definition Classes
    H2ODeepLearning → H2ODeepLearning → H2OAlgorithm

  138. def transformSchema(schema: StructType): StructType

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    Definition Classes
    H2OAlgorithm → PipelineStage
    Annotations
    @DeveloperApi()

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

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()

  140. val uid: String

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    Definition Classes
    H2ODeepLearning → H2ODeepLearning → Identifiable

  141. 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

  142. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  145. def write: MLWriter

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

Inherited from org.apache.spark.ml.h2o.algos.H2ODeepLearning

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