Class/Object

org.apache.spark.ml.h2o.models

H2ODeepLearning

Related Docs: object H2ODeepLearning | package models

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class H2ODeepLearning extends H2OAlgorithm[DeepLearningParameters, H2ODeepLearningModel] with H2ODeepLearningParams

Creates H2ODeepLearning model If the key specified the training set is specified using setTrainKey, then frame with this key is used as the training frame, otherwise it uses the frame from the previous stage as the training frame

Linear Supertypes
H2ODeepLearningParams, H2OAlgorithm[DeepLearningParameters, H2ODeepLearningModel], H2OParams[DeepLearningParameters], MLWritable, Estimator[H2ODeepLearningModel], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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Inherited
  1. H2ODeepLearning
  2. H2ODeepLearningParams
  3. H2OAlgorithm
  4. H2OParams
  5. MLWritable
  6. Estimator
  7. PipelineStage
  8. Logging
  9. Params
  10. Serializable
  11. Serializable
  12. Identifiable
  13. AnyRef
  14. 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()(implicit h2oContext: H2OContext, sqlContext: SQLContext)

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  4. 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 → H2OParams

  2. type SELF = H2ODeepLearning

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    Definition Classes
    H2ODeepLearning → H2OAlgorithm

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 allStringVecToCategorical(hf: H2OFrame): H2OFrame

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    Definition Classes
    H2OAlgorithm

  6. final def asInstanceOf[T0]: T0

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    Definition Classes
    Any

  7. def booleanParam(name: String): BooleanParam

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    Definition Classes
    H2OParams

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

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    Definition Classes
    Params

  9. def clone(): AnyRef

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

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

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    Definition Classes
    H2OAlgorithm → Estimator → PipelineStage → Params

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    Params

  13. def defaultFileName: String

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    Definition Classes
    H2ODeepLearning → H2OAlgorithm

  14. def doc(fieldName: String): String

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    Attributes
    protected
    Definition Classes
    H2OParams

  15. def doubleParam(name: String): DoubleParam

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    Definition Classes
    H2OParams

  16. final val epochs: DoubleParam

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    All parameters should be set here along with their documentation and explained default values

    All parameters should be set here along with their documentation and explained default values

    Definition Classes
    H2ODeepLearningParams

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

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    Definition Classes
    AnyRef

  18. def equals(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

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

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    Definition Classes
    Params

  20. def explainParams(): String

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    Definition Classes
    Params

  21. final def extractParamMap(): ParamMap

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  23. def finalize(): Unit

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

  24. def fit(dataset: Dataset[_]): H2ODeepLearningModel

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    Definition Classes
    H2OAlgorithm → Estimator

  25. def fit(dataset: Dataset[_], paramMaps: Array[ParamMap]): Seq[H2ODeepLearningModel]

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

  26. def fit(dataset: Dataset[_], paramMap: ParamMap): H2ODeepLearningModel

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

  27. def fit(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): H2ODeepLearningModel

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

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

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    Definition Classes
    Params

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

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    Definition Classes
    AnyRef → Any

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

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    Definition Classes
    Params

  31. def getEpochs: Double

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    Definition Classes
    H2ODeepLearningParams

  32. def getHidden: Array[Int]

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    Definition Classes
    H2ODeepLearningParams

  33. def getL1: Double

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    Definition Classes
    H2ODeepLearningParams

  34. def getL2: Double

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    Definition Classes
    H2ODeepLearningParams

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

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  37. def getParams: DeepLearningParameters

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    Definition Classes
    H2OParams

  38. def getResponseColumn: String

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    Definition Classes
    H2ODeepLearningParams

  39. def getTrainKey: String

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    Definition Classes
    H2OParams

  40. def getValidKey: String

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    Definition Classes
    H2OParams

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

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    Definition Classes
    Params

  42. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params

  43. def hashCode(): Int

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    Definition Classes
    AnyRef → Any

  44. final val hidden: IntArrayParam

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    Definition Classes
    H2ODeepLearningParams

  45. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  46. def intParam(name: String): IntParam

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    Definition Classes
    H2OParams

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

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    Definition Classes
    Params

  48. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any

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

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    Definition Classes
    Params

  50. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging

  51. final val l1: DoubleParam

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    Definition Classes
    H2ODeepLearningParams

  52. final val l2: DoubleParam

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    Definition Classes
    H2ODeepLearningParams

  53. def log: Logger

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

  60. def logName: String

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

  65. def longParam(name: String): LongParam

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    Definition Classes
    H2OParams

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

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    Definition Classes
    AnyRef

  67. final def notify(): Unit

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    Definition Classes
    AnyRef

  68. final def notifyAll(): Unit

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    Definition Classes
    AnyRef

  69. def param[T](name: String): Param[T]

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    Definition Classes
    H2OParams

  70. def paramTag: ClassTag[DeepLearningParameters]

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams → H2OParams

  71. var parameters: DeepLearningParameters

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    Attributes
    protected
    Definition Classes
    H2OParams

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

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    Definition Classes
    Params

  73. final val responseColumn: Param[String]

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    Definition Classes
    H2ODeepLearningParams

  74. def save(path: String): Unit

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

  75. def schemaTag: ClassTag[H2O_SCHEMA]

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams → H2OParams

  76. final def set[T](param: Param[T], value: T)(f: ⇒ Unit): SELF

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    Set the param and execute custom piece of code

    Set the param and execute custom piece of code

    Attributes
    protected
    Definition Classes
    H2OAlgorithm

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    Params

  82. def setEpochs(value: Double): SELF

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  83. def setHidden(value: Array[Int]): SELF

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  84. def setL1(value: Double): SELF

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  85. def setL2(value: Double): SELF

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  86. def setParams(params: DeepLearningParameters): Unit

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    Definition Classes
    H2OParams

  87. def setResponseColumn(value: String): SELF

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  88. def setTrainKey(value: Key[Frame]): SELF

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    Definition Classes
    H2OAlgorithm

  89. def setTrainKey(value: String): SELF

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    Definition Classes
    H2OAlgorithm

  90. def setValidKey(value: Key[Frame]): SELF

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    Definition Classes
    H2OAlgorithm

  91. def setValidKey(value: String): SELF

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    Definition Classes
    H2OAlgorithm

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

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    Definition Classes
    AnyRef

  93. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any

  94. final val trainKey: H2OKeyParam[Frame]

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    Definition Classes
    H2OParams

  95. def trainModel(params: DeepLearningParameters): H2ODeepLearningModel

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    Definition Classes
    H2ODeepLearning → H2OAlgorithm

  96. def transformSchema(schema: StructType): StructType

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    Definition Classes
    H2OAlgorithm → PipelineStage
    Annotations
    @DeveloperApi()

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

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()

  98. val uid: String

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    Definition Classes
    H2ODeepLearning → Identifiable

  99. final val validKey: H2OKeyParam[Frame]

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    Definition Classes
    H2OParams

  100. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  103. def write: MLWriter

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

Inherited from H2ODeepLearningParams

Inherited from H2OAlgorithm[DeepLearningParameters, H2ODeepLearningModel]

Inherited from H2OParams[DeepLearningParameters]

Inherited from MLWritable

Inherited from Estimator[H2ODeepLearningModel]

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