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 algorithm exposed via Spark ML pipelines.

Linear Supertypes
H2OAutoMLParams, HasMonotoneConstraints, H2OCommonSupervisedParams, H2OSupervisedMOJOParams, DefaultParamsWritable, MLWritable, H2OAlgoCommonUtils, H2OCommonParams, H2OMOJOAlgoSharedParams, Logging, Estimator[H2OMOJOModel], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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Inherited
  1. H2OAutoML
  2. H2OAutoMLParams
  3. HasMonotoneConstraints
  4. H2OCommonSupervisedParams
  5. H2OSupervisedMOJOParams
  6. DefaultParamsWritable
  7. MLWritable
  8. H2OAlgoCommonUtils
  9. H2OCommonParams
  10. H2OMOJOAlgoSharedParams
  11. Logging
  12. Estimator
  13. PipelineStage
  14. Logging
  15. Params
  16. Serializable
  17. Serializable
  18. Identifiable
  19. AnyRef
  20. 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 getLeaderboard(extraColumns: Array[String]): DataFrame

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  49. def getLeaderboard(extraColumns: ArrayList[String]): DataFrame

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  50. def getLeaderboard(extraColumns: String*): DataFrame

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  51. def getMaxAfterBalanceSize(): Float

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    Definition Classes
    H2OAutoMLParams

  52. def getMaxModels(): Int

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    Definition Classes
    H2OAutoMLParams

  53. def getMaxRuntimeSecs(): Double

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    Definition Classes
    H2OAutoMLParams

  54. def getMonotoneConstraints(): Map[String, Double]

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    Definition Classes
    HasMonotoneConstraints

  55. def getMonotoneConstraintsAsKeyValuePairs(): Array[KeyValue]

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    Attributes
    protected
    Definition Classes
    HasMonotoneConstraints

  56. def getNamedMojoOutputColumns(): Boolean

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    Definition Classes
    H2OMOJOAlgoSharedParams

  57. def getNfolds(): Int

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    Definition Classes
    H2OCommonParams

  58. def getOffsetCol(): String

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    Definition Classes
    H2OSupervisedMOJOParams

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

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  61. def getPredictionCol(): String

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    Definition Classes
    H2OMOJOAlgoSharedParams

  62. def getProjectName(): String

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    Definition Classes
    H2OAutoMLParams

  63. def getSeed(): Long

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    Definition Classes
    H2OCommonParams

  64. def getSortMetric(): String

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    Definition Classes
    H2OAutoMLParams

  65. def getSplitRatio(): Double

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    Definition Classes
    H2OCommonParams

  66. def getStoppingMetric(): String

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    Definition Classes
    H2OAutoMLParams

  67. def getStoppingRounds(): Int

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    Definition Classes
    H2OAutoMLParams

  68. def getStoppingTolerance(): Double

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    Definition Classes
    H2OAutoMLParams

  69. def getWeightCol(): String

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    Definition Classes
    H2OCommonParams

  70. def getWithDetailedPredictionCol(): Boolean

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    Definition Classes
    H2OMOJOAlgoSharedParams

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

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    Definition Classes
    Params

  72. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params

  73. def hashCode(): Int

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    Definition Classes
    AnyRef → Any

  74. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Definition Classes
    Params

  76. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any

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

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    Definition Classes
    Params

  78. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging

  79. final val labelCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OCommonSupervisedParams

  80. def leaderboard: Option[DataFrame]

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    Annotations
    @DeprecatedMethod( "getLeaderboard" )

  81. def log: Logger

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

  88. def logName: String

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

  93. final val namedMojoOutputColumns: Param[Boolean]

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

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

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    Definition Classes
    AnyRef

  95. final val nfolds: IntParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  96. final def notify(): Unit

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    Definition Classes
    AnyRef

  97. final def notifyAll(): Unit

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    Definition Classes
    AnyRef

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

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    Definition Classes
    Params

  99. final val predictionCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

  100. def prepareDatasetForFitting(dataset: Dataset[_]): (Frame, Option[Frame], Array[String])

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    Attributes
    protected
    Definition Classes
    H2OAlgoCommonUtils

  101. def save(path: String): Unit

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

  102. final val seed: LongParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Definition Classes
    Params

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OCommonSupervisedParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams

  129. def setMonotoneConstraints(value: Map[String, Double]): H2OAutoML.this.type

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    Definition Classes
    HasMonotoneConstraints

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

  132. def setOffsetCol(columnName: String): H2OAutoML.this.type

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    Definition Classes
    H2OCommonSupervisedParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

  143. final val splitRatio: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    AnyRef

  145. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any

  146. def transformSchema(schema: StructType): StructType

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    Definition Classes
    H2OAutoML → PipelineStage
    Annotations
    @DeveloperApi()

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

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()

  148. val uid: String

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    Definition Classes
    H2OAutoML → Identifiable

  149. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  152. final val weightCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  153. final val withDetailedPredictionCol: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

  154. def write: MLWriter

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    Definition Classes
    DefaultParamsWritable → MLWritable

Inherited from H2OAutoMLParams

Inherited from HasMonotoneConstraints

Inherited from H2OCommonSupervisedParams

Inherited from H2OSupervisedMOJOParams

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