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, DeprecatableParams, 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. DeprecatableParams
  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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  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 getFoldCol(): String

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    Definition Classes
    H2OAutoMLParams

  34. def getFoldColumn(): String

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    Definition Classes
    H2OAutoMLParams
    Annotations
    @DeprecatedMethod( "getFoldCol" )

  35. def getIgnoredCols(): Array[String]

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    Definition Classes
    H2OAutoMLParams

  36. def getIgnoredColumns(): Array[String]

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    Definition Classes
    H2OAutoMLParams
    Annotations
    @DeprecatedMethod( "getIgnoredCols" )

  37. def getIncludeAlgos(): Array[Algo]

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    Definition Classes
    H2OAutoMLParams

  38. def getKeepCrossValidationModels(): Boolean

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    Definition Classes
    H2OAutoMLParams

  39. def getKeepCrossValidationPredictions(): Boolean

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    Definition Classes
    H2OAutoMLParams

  40. def getLabelCol(): String

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    Definition Classes
    H2OAutoMLParams

  41. def getMaxAfterBalanceSize(): Float

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    Definition Classes
    H2OAutoMLParams

  42. def getMaxModels(): Int

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    Definition Classes
    H2OAutoMLParams

  43. def getMaxRuntimeSecs(): Double

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    Definition Classes
    H2OAutoMLParams

  44. def getNfolds(): Int

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    Params

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

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    Definition Classes
    DeprecatableParams → Params

  47. def getPredictionCol(): String

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    Definition Classes
    H2OAutoMLParams
    Annotations
    @DeprecatedMethod( "getLabelCol" )

  48. def getProjectName(): String

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    Definition Classes
    H2OAutoMLParams

  49. def getRatio(): Double

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    Definition Classes
    H2OAutoMLParams

  50. def getSeed(): Int

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    Definition Classes
    H2OAutoMLParams

  51. def getSortMetric(): String

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    Definition Classes
    H2OAutoMLParams

  52. def getStoppingMetric(): StoppingMetric

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    Definition Classes
    H2OAutoMLParams

  53. def getStoppingRounds(): Int

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    Definition Classes
    H2OAutoMLParams

  54. def getStoppingTolerance(): Double

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    Definition Classes
    H2OAutoMLParams

  55. def getWeightCol(): String

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    Definition Classes
    H2OAutoMLParams

  56. def getWeightsColumn(): String

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    Definition Classes
    H2OAutoMLParams
    Annotations
    @DeprecatedMethod( "getWeightCol" )

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

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    Definition Classes
    Params

  58. def hasParam(paramName: String): Boolean

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    Definition Classes
    DeprecatableParams → Params

  59. def hashCode(): Int

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    Definition Classes
    AnyRef → Any

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

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    Attributes
    protected
    Definition Classes
    Logging

  61. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Definition Classes
    Params

  63. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any

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

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    Definition Classes
    Params

  65. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging

  66. var leaderboard: Option[DataFrame]

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  67. def log: Logger

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

  74. def logName: String

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Definition Classes
    AnyRef

  80. final def notify(): Unit

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    Definition Classes
    AnyRef

  81. final def notifyAll(): Unit

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    Definition Classes
    AnyRef

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

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    Definition Classes
    Params

  83. def renamingMap: Map[String, String]

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    When a parameter is renamed, the mapping 'old name' -> 'new name' should be added into this map.

    When a parameter is renamed, the mapping 'old name' -> 'new name' should be added into this map.

    Attributes
    protected
    Definition Classes
    H2OAutoMLParams → DeprecatableParams

  84. def save(path: String): Unit

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

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Definition Classes
    Params

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Definition Classes
    H2OAutoMLParams

  97. def setFoldCol(value: String): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams
    Annotations
    @DeprecatedMethod( "setFoldCol" )

  99. def setIgnoredCols(value: Array[String]): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams
    Annotations
    @DeprecatedMethod( "setIgnoredCols" )

  101. def setIncludeAlgos(value: Array[Algo]): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams

  104. def setLabelCol(value: String): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams
    Annotations
    @DeprecatedMethod( "setLabelCol" )

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams

  117. def setWeightCol(value: String): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams
    Annotations
    @DeprecatedMethod( "setWeightCol" )

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

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    Definition Classes
    AnyRef

  120. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any

  121. def trainModel(aml: AutoML): H2OMOJOModel

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  122. def transformSchema(schema: StructType): StructType

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    Definition Classes
    H2OAutoML → PipelineStage
    Annotations
    @DeveloperApi()

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

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()

  124. val uid: String

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    Definition Classes
    H2OAutoML → Identifiable

  125. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  128. def write: MLWriter

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

Inherited from H2OAutoMLParams

Inherited from DeprecatableParams

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

Ungrouped