Class/Object

org.apache.spark.ml.h2o.algos

H2OAutoML

Related Docs: object H2OAutoML | package algos

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class H2OAutoML extends Estimator[H2OMOJOModel] with MLWritable with H2OAutoMLParams

H2O AutoML pipeline step

Linear Supertypes
H2OAutoMLParams, MLWritable, Estimator[H2OMOJOModel], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Known Subclasses
H2OAutoML
Ordering
  1. Alphabetic
  2. By Inheritance
Inherited
  1. H2OAutoML
  2. H2OAutoMLParams
  3. MLWritable
  4. Estimator
  5. PipelineStage
  6. Logging
  7. Params
  8. Serializable
  9. Serializable
  10. Identifiable
  11. AnyRef
  12. 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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  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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  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, silent: Boolean): Boolean

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    Attributes
    protected
    Definition Classes
    Logging

  56. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Definition Classes
    Params

  58. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any

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

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    Definition Classes
    Params

  60. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging

  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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  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 → 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 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