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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    Params

  38. def getAllStringColumnsToCategorical(): Boolean

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    AnyRef → Any

  40. def getColumnsToCategorical(): Array[String]

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    Definition Classes
    H2OAlgoParams

  41. def getConvertUnknownCategoricalLevelsToNa(): Boolean

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    Params

  43. def getDistribution(): DistributionFamily

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    Definition Classes
    H2OAlgoParams

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  45. def getEpochs(): Double

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    Definition Classes
    H2ODeepLearningParams

  46. def getFeaturesCols(): Array[String]

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    Definition Classes
    H2OAlgoParams

  47. def getH2ODoc(fieldName: String): String

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  48. def getHidden(): Array[Int]

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    Definition Classes
    H2ODeepLearningParams

  49. def getKeepCrossValidationFoldAssignment(): Boolean

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    Definition Classes
    H2OAlgoParams

  50. def getKeepCrossValidationPredictions(): Boolean

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    Definition Classes
    H2OAlgoParams

  51. def getL1(): Double

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    Definition Classes
    H2ODeepLearningParams

  52. def getL2(): Double

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    Definition Classes
    H2ODeepLearningParams

  53. def getNfolds(): Int

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    Params

  55. def getParallelizeCrossValidation(): Boolean

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    Params

  57. def getParams: DeepLearningParameters

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    Definition Classes
    H2OAlgoParamsHelper

  58. def getPredictionCol(): String

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    Definition Classes
    H2OAlgoParams

  59. def getReproducible(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  60. def getSeed(): Long

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    Definition Classes
    H2OAlgoParams

  61. def getTrainRatio(): Double

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    Params

  63. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params

  64. def hashCode(): Int

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    Definition Classes
    AnyRef → Any

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

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    Attributes
    protected
    Definition Classes
    Logging

  66. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    Params

  72. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any

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

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    Definition Classes
    Params

  74. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging

  75. final val keepCrossValidationFoldAssignment: BooleanParam

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    Definition Classes
    H2OAlgoParams

  76. final val keepCrossValidationPredictions: BooleanParam

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    Definition Classes
    H2OAlgoParams

  77. def log: Logger

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

  84. def logName: String

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    AnyRef

  92. final val nfolds: IntParam

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    Definition Classes
    H2OAlgoParams

  93. final def notify(): Unit

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    Definition Classes
    AnyRef

  94. final def notifyAll(): Unit

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    Definition Classes
    AnyRef

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

  97. final val parallelizeCrossValidation: BooleanParam

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

  100. def paramTag: ClassTag[DeepLearningParameters]

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams → H2OAlgoParamsHelper

  101. var parameters: DeepLearningParameters

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    Params

  103. final val predictionCol: Param[String]

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    Definition Classes
    H2OAlgoParams

  104. final val ratio: DoubleParam

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    Definition Classes
    H2OAlgoParams

  105. def save(path: String): Unit

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

  106. def schemaTag: ClassTag[H2O_SCHEMA]

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    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams → H2OAlgoParamsHelper

  107. final val seed: LongParam

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    Definition Classes
    H2OAlgoParams

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

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    Attributes
    protected
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    Params

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Definition Classes
    Params

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

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2OAlgoParams

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

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    Attributes
    protected
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    Params

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2ODeepLearningParams

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

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2ODeepLearningParams

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

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2ODeepLearningParams

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

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    Definition Classes
    H2ODeepLearningParams

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

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2OAlgoParams

  129. def setParams(params: DeepLearningParameters): Unit

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    Definition Classes
    H2OAlgoParamsHelper

  130. def setPredictionCol(value: String): H2ODeepLearning.this.type

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2ODeepLearningParams

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

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    AnyRef

  139. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any

  140. def trainModel(params: DeepLearningParameters): H2OMOJOModel

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    Definition Classes
    H2ODeepLearning → H2ODeepLearning → H2OAlgorithm

  141. def transformSchema(schema: StructType): StructType

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    Definition Classes
    H2OAlgorithm → PipelineStage
    Annotations
    @DeveloperApi()

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

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()

  143. val uid: String

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    Definition Classes
    H2ODeepLearning → H2ODeepLearning → Identifiable

  144. 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

  145. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  148. 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