Class/Object

ai.h2o.sparkling.ml.algos

H2OAutoML

Related Docs: object H2OAutoML | package algos

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class H2OAutoML extends Estimator[H2OMOJOModel] with H2OAlgoCommonUtils with DefaultParamsWritable with H2OAutoMLParams

H2O AutoML pipeline step

Linear Supertypes
H2OAutoMLParams, H2OCommonSupervisedParams, DefaultParamsWritable, MLWritable, H2OAlgoCommonUtils, H2OCommonParams, H2OMOJOAlgoSharedParams, Logging, Estimator[H2OMOJOModel], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Known Subclasses
H2OAutoML
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  2. By Inheritance
Inherited
  1. H2OAutoML
  2. H2OAutoMLParams
  3. H2OCommonSupervisedParams
  4. DefaultParamsWritable
  5. MLWritable
  6. H2OAlgoCommonUtils
  7. H2OCommonParams
  8. H2OMOJOAlgoSharedParams
  9. Logging
  10. Estimator
  11. PipelineStage
  12. Logging
  13. Params
  14. Serializable
  15. Serializable
  16. Identifiable
  17. AnyRef
  18. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new H2OAutoML()

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  2. new H2OAutoML(uid: String)

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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 val allStringColumnsToCategorical: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  6. final def asInstanceOf[T0]: T0

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    Definition Classes
    Any

  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. final val columnsToCategorical: StringArrayParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  10. final val convertInvalidNumbersToNa: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

  11. final val convertUnknownCategoricalLevelsToNa: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

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

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    Definition Classes
    H2OAutoML → Estimator → PipelineStage → Params

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    Params

  15. final val detailedPredictionCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

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

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    Definition Classes
    AnyRef

  17. def equals(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

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

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    Definition Classes
    Params

  19. def explainParams(): String

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    Definition Classes
    Params

  20. final def extractParamMap(): ParamMap

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  22. final val featuresCols: StringArrayParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

  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[_]): H2OMOJOModel

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    Definition Classes
    H2OAutoML → Estimator

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

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

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

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

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

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

  28. final val foldCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    Params

  30. def getAllStringColumnsToCategorical(): Boolean

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    Definition Classes
    H2OCommonParams

  31. def getBalanceClasses(): Boolean

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    AnyRef → Any

  33. def getClassSamplingFactors(): Array[Float]

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    Definition Classes
    H2OAutoMLParams

  34. def getColumnsToCategorical(): Array[String]

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    Definition Classes
    H2OCommonParams

  35. def getConvertInvalidNumbersToNa(): Boolean

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    Definition Classes
    H2OMOJOAlgoSharedParams

  36. def getConvertUnknownCategoricalLevelsToNa(): Boolean

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    Definition Classes
    H2OMOJOAlgoSharedParams

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

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    Definition Classes
    Params

  38. def getDetailedPredictionCol(): String

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    Definition Classes
    H2OMOJOAlgoSharedParams

  39. def getExcludeAlgos(): Array[String]

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    Definition Classes
    H2OAutoMLParams

  40. def getExcludedCols(): Seq[String]

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    Attributes
    protected
    Definition Classes
    H2OCommonSupervisedParams → H2OCommonParams

  41. def getFeaturesCols(): Array[String]

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    Definition Classes
    H2OCommonParams → H2OMOJOAlgoSharedParams

  42. def getFoldCol(): String

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    Definition Classes
    H2OCommonParams

  43. def getIgnoredCols(): Array[String]

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    Definition Classes
    H2OAutoMLParams

  44. def getIncludeAlgos(): Array[String]

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    Definition Classes
    H2OAutoMLParams

  45. def getKeepCrossValidationModels(): Boolean

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    Definition Classes
    H2OAutoMLParams

  46. def getKeepCrossValidationPredictions(): Boolean

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    Definition Classes
    H2OAutoMLParams

  47. def getLabelCol(): String

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    Definition Classes
    H2OCommonSupervisedParams

  48. def getMaxAfterBalanceSize(): Float

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    Definition Classes
    H2OAutoMLParams

  49. def getMaxModels(): Int

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    Definition Classes
    H2OAutoMLParams

  50. def getMaxRuntimeSecs(): Double

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    Definition Classes
    H2OAutoMLParams

  51. def getNamedMojoOutputColumns(): Boolean

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    Definition Classes
    H2OMOJOAlgoSharedParams

  52. def getNfolds(): Int

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  55. def getPredictionCol(): String

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    Definition Classes
    H2OMOJOAlgoSharedParams

  56. def getProjectName(): String

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    Definition Classes
    H2OAutoMLParams

  57. def getSeed(): Long

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    Definition Classes
    H2OCommonParams

  58. def getSortMetric(): String

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    Definition Classes
    H2OAutoMLParams

  59. def getSplitRatio(): Double

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    Definition Classes
    H2OCommonParams

  60. def getStoppingMetric(): String

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    Definition Classes
    H2OAutoMLParams

  61. def getStoppingRounds(): Int

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    Definition Classes
    H2OAutoMLParams

  62. def getStoppingTolerance(): Double

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    Definition Classes
    H2OAutoMLParams

  63. def getWeightCol(): String

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    Definition Classes
    H2OCommonParams

  64. def getWithDetailedPredictionCol(): Boolean

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    Definition Classes
    H2OMOJOAlgoSharedParams

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

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    Definition Classes
    Params

  66. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params

  67. def hashCode(): Int

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    Definition Classes
    AnyRef → Any

  68. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Definition Classes
    Params

  70. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any

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

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    Definition Classes
    Params

  72. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging

  73. final val labelCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OCommonSupervisedParams

  74. var leaderboard: Option[DataFrame]

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  75. def log: Logger

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

  82. def logName: String

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

  87. final val namedMojoOutputColumns: Param[Boolean]

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

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

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    Definition Classes
    AnyRef

  89. final val nfolds: IntParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  90. final def notify(): Unit

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    Definition Classes
    AnyRef

  91. final def notifyAll(): Unit

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    Definition Classes
    AnyRef

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

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    Definition Classes
    Params

  93. final val predictionCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

  94. def prepareDatasetForFitting(dataset: Dataset[_]): (Frame, Option[Frame])

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    Attributes
    protected
    Definition Classes
    H2OAlgoCommonUtils

  95. def save(path: String): Unit

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

  96. final val seed: LongParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Definition Classes
    Params

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

  105. def setConvertInvalidNumbersToNa(value: Boolean): H2OAutoML.this.type

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    Params

  109. def setDetailedPredictionCol(columnName: String): H2OAutoML.this.type

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    Definition Classes
    H2OCommonParams

  110. def setExcludeAlgos(value: Array[String]): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams
    Annotations
    @DeprecatedMethod( ... )

  112. def setFeaturesCol(first: String): H2OAutoML.this.type

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    Definition Classes
    H2OCommonParams

  113. def setFeaturesCols(columnNames: Array[String]): H2OAutoML.this.type

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    Definition Classes
    H2OCommonParams

  114. def setFeaturesCols(first: String, others: String*): H2OAutoML.this.type

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    Definition Classes
    H2OCommonParams

  115. def setFoldCol(columnName: String): H2OAutoML.this.type

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OAutoMLParams

  117. def setIncludeAlgos(value: Array[String]): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams
    Annotations
    @DeprecatedMethod( ... )

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams

  121. def setLabelCol(columnName: String): H2OAutoML.this.type

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    Definition Classes
    H2OCommonSupervisedParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams

  125. def setNamedMojoOutputColumns(value: Boolean): H2OAutoML.this.type

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

  127. def setPredictionCol(columnName: String): H2OAutoML.this.type

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OAutoMLParams

  129. def setSeed(value: Long): H2OAutoML.this.type

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OAutoMLParams

  131. def setSplitRatio(ratio: Double): H2OAutoML.this.type

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    Definition Classes
    H2OCommonParams

  132. def setStoppingMetric(value: String): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams
    Annotations
    @DeprecatedMethod( "setStoppingMetric(value: String)" )

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams

  136. def setWeightCol(columnName: String): H2OAutoML.this.type

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    Definition Classes
    H2OCommonParams

  137. def setWithDetailedPredictionCol(enabled: Boolean): H2OAutoML.this.type

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    Definition Classes
    H2OCommonParams

  138. final val splitRatio: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    AnyRef

  140. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any

  141. def transformSchema(schema: StructType): StructType

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    Definition Classes
    H2OAutoML → 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
    H2OAutoML → Identifiable

  144. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  147. final val weightCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  148. final val withDetailedPredictionCol: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

  149. def write: MLWriter

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    Definition Classes
    DefaultParamsWritable → MLWritable

Inherited from H2OAutoMLParams

Inherited from H2OCommonSupervisedParams

Inherited from DefaultParamsWritable

Inherited from MLWritable

Inherited from H2OAlgoCommonUtils

Inherited from H2OCommonParams

Inherited from H2OMOJOAlgoSharedParams

Inherited from Logging

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