Class/Object

py_sparkling.ml.algos

H2OAutoML

Related Docs: object H2OAutoML | package algos

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class H2OAutoML extends org.apache.spark.ml.h2o.algos.H2OAutoML

H2O AutoML Wrapper for PySparkling

Linear Supertypes
org.apache.spark.ml.h2o.algos.H2OAutoML, H2OAutoMLParams, MLWritable, Estimator[H2OMOJOModel], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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Inherited
  1. H2OAutoML
  2. H2OAutoML
  3. H2OAutoMLParams
  4. MLWritable
  5. Estimator
  6. PipelineStage
  7. Logging
  8. Params
  9. Serializable
  10. Serializable
  11. Identifiable
  12. AnyRef
  13. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new H2OAutoML(uid: String, hc: H2OContext, sqlContext: SQLContext)

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  2. new H2OAutoML()(implicit hc: H2OContext, sqlContext: SQLContext)

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  3. new H2OAutoML(automlBuildSpec: Option[AutoMLBuildSpec], uid: String)(implicit hc: H2OContext, sqlContext: SQLContext)

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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. final def asInstanceOf[T0]: T0

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    Definition Classes
    Any

  6. val automlBuildSpec: Option[AutoMLBuildSpec]

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    Definition Classes
    H2OAutoML → H2OAutoML

  7. final def clear(param: Param[_]): H2OAutoML.this.type

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    Definition Classes
    Params

  8. def clone(): AnyRef

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

  9. def copy(extra: ParamMap): H2OAutoML.this.type

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    Definition Classes
    H2OAutoML → Estimator → PipelineStage → Params

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    Params

  12. def defaultFileName: String

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    Definition Classes
    H2OAutoML

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

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    Definition Classes
    AnyRef

  14. def equals(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

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

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    Definition Classes
    Params

  16. def explainParams(): String

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    Definition Classes
    Params

  17. final def extractParamMap(): ParamMap

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  19. def finalize(): Unit

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

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

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    Definition Classes
    H2OAutoML → Estimator

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

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

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

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

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

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

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

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    Definition Classes
    Params

  25. def getAllStringColumnsToCategorical(): Boolean

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    Definition Classes
    H2OAutoMLParams

  26. def getBalanceClasses(): Boolean

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    AnyRef → Any

  28. def getClassSamplingFactors(): Array[Float]

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    Definition Classes
    H2OAutoMLParams

  29. def getColumnsToCategorical(): Array[String]

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    Definition Classes
    H2OAutoMLParams

  30. def getConvertUnknownCategoricalLevelsToNa(): Boolean

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    Params

  32. def getExcludeAlgos(): Array[Algo]

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    Definition Classes
    H2OAutoMLParams

  33. def getFoldColumn(): String

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    Definition Classes
    H2OAutoMLParams

  34. def getIgnoredColumns(): Array[String]

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    Definition Classes
    H2OAutoMLParams

  35. def getKeepCrossValidationModels(): Boolean

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    Definition Classes
    H2OAutoMLParams

  36. def getKeepCrossValidationPredictions(): Boolean

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    Definition Classes
    H2OAutoMLParams

  37. def getMaxAfterBalanceSize(): Float

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    Definition Classes
    H2OAutoMLParams

  38. def getMaxModels(): Int

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    Definition Classes
    H2OAutoMLParams

  39. def getMaxRuntimeSecs(): Double

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    Definition Classes
    H2OAutoMLParams

  40. def getNfolds(): Int

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  43. def getPredictionCol(): String

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    Definition Classes
    H2OAutoMLParams

  44. def getProjectName(): String

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    Definition Classes
    H2OAutoMLParams

  45. def getRatio(): Double

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    Definition Classes
    H2OAutoMLParams

  46. def getSeed(): Int

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    Definition Classes
    H2OAutoMLParams

  47. def getSortMetric(): String

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    Definition Classes
    H2OAutoMLParams

  48. def getStoppingMetric(): StoppingMetric

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    Definition Classes
    H2OAutoMLParams

  49. def getStoppingRounds(): Int

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    Definition Classes
    H2OAutoMLParams

  50. def getStoppingTolerance(): Double

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    Definition Classes
    H2OAutoMLParams

  51. def getWeightsColumn(): String

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    Params

  53. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params

  54. def hashCode(): Int

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    Definition Classes
    AnyRef → Any

  55. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Definition Classes
    Params

  57. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any

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

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    Definition Classes
    Params

  59. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging

  60. var leaderboard: Option[DataFrame]

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    Definition Classes
    H2OAutoML

  61. def log: Logger

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

  68. def logName: String

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Definition Classes
    AnyRef

  74. final def notify(): Unit

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    Definition Classes
    AnyRef

  75. final def notifyAll(): Unit

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    Definition Classes
    AnyRef

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

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    Definition Classes
    Params

  77. def save(path: String): Unit

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

  78. final def set(paramPair: ParamPair[_]): H2OAutoML.this.type

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    Attributes
    protected
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    Params

  79. final def set(param: String, value: Any): H2OAutoML.this.type

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    Attributes
    protected
    Definition Classes
    Params

  80. final def set[T](param: Param[T], value: T): H2OAutoML.this.type

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    Definition Classes
    Params

  81. def setAllStringColumnsToCategorical(value: Boolean): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

  82. def setBalanceClasses(value: Boolean): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

  83. def setClassSamplingFactors(value: Array[Float]): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

  84. def setColumnsToCategorical(columns: Array[String]): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

  85. def setColumnsToCategorical(first: String, others: String*): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

  86. def setConvertUnknownCategoricalLevelsToNa(value: Boolean): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

  87. final def setDefault(paramPairs: ParamPair[_]*): H2OAutoML.this.type

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    Attributes
    protected
    Definition Classes
    Params

  88. final def setDefault[T](param: Param[T], value: T): H2OAutoML.this.type

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    Attributes
    protected
    Definition Classes
    Params

  89. def setExcludeAlgos(value: Array[Algo]): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

  90. def setFoldColumn(value: String): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

  91. def setIgnoredColumns(value: Array[String]): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

  92. def setKeepCrossValidationModels(value: Boolean): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

  93. def setKeepCrossValidationPredictions(value: Boolean): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

  94. def setMaxAfterBalanceSize(value: Float): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

  95. def setMaxModels(value: Int): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

  96. def setMaxRuntimeSecs(value: Double): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

  97. def setNfolds(value: Int): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

  98. def setPredictionCol(value: String): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

  99. def setProjectName(value: String): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

  100. def setRatio(value: Double): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

  101. def setSeed(value: Int): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

  102. def setSortMetric(value: String): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

  103. def setStoppingMetric(value: StoppingMetric): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

  104. def setStoppingRounds(value: Int): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

  105. def setStoppingTolerance(value: Double): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

  106. def setWeightsColumn(value: String): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    AnyRef

  108. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any

  109. def trainModel(aml: AutoML): H2OMOJOModel

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    Definition Classes
    H2OAutoML → H2OAutoML

  110. def transformSchema(schema: StructType): StructType

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    Definition Classes
    H2OAutoML → PipelineStage
    Annotations
    @DeveloperApi()

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

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()

  112. val uid: String

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    Definition Classes
    H2OAutoML → H2OAutoML → Identifiable

  113. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  116. def write: MLWriter

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    Definition Classes
    H2OAutoML → MLWritable
    Annotations
    @Since( "1.6.0" )

Inherited from org.apache.spark.ml.h2o.algos.H2OAutoML

Inherited from H2OAutoMLParams

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