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 with RestCommunication

H2O AutoML algorithm exposed via Spark ML pipelines.

Linear Supertypes
H2OAutoMLParams, HasMonotoneConstraints, H2OAutoMLStoppingCriteriaParams, H2OAutoMLInputParams, HasBlendingDataFrame, HasLeaderboardDataFrame, HasIgnoredCols, H2OAutoMLBuildModelsParams, H2OAutoMLBuildControlParams, H2OAlgoParamsBase, ParameterConstructorMethods, H2OAlgorithmCommonParams, H2OAlgorithmMOJOParams, H2OCommonParams, H2OBaseMOJOParams, HasDataFrameSerializer, DefaultParamsWritable, MLWritable, H2OAlgoCommonUtils, H2OFrameLifecycle, EstimatorCommonUtils, RestCommunication, RestEncodingUtils, Logging, Estimator[H2OMOJOModel], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Known Subclasses
H2OAutoMLClassifier, H2OAutoMLRegressor
Ordering
  1. Alphabetic
  2. By Inheritance
Inherited
  1. H2OAutoML
  2. H2OAutoMLParams
  3. HasMonotoneConstraints
  4. H2OAutoMLStoppingCriteriaParams
  5. H2OAutoMLInputParams
  6. HasBlendingDataFrame
  7. HasLeaderboardDataFrame
  8. HasIgnoredCols
  9. H2OAutoMLBuildModelsParams
  10. H2OAutoMLBuildControlParams
  11. H2OAlgoParamsBase
  12. ParameterConstructorMethods
  13. H2OAlgorithmCommonParams
  14. H2OAlgorithmMOJOParams
  15. H2OCommonParams
  16. H2OBaseMOJOParams
  17. HasDataFrameSerializer
  18. DefaultParamsWritable
  19. MLWritable
  20. H2OAlgoCommonUtils
  21. H2OFrameLifecycle
  22. EstimatorCommonUtils
  23. RestCommunication
  24. RestEncodingUtils
  25. Logging
  26. Estimator
  27. PipelineStage
  28. Logging
  29. Params
  30. Serializable
  31. Serializable
  32. Identifiable
  33. AnyRef
  34. 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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Type Members

  1. implicit class ParametersExtraMethods extends AnyRef

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    Definition Classes
    H2OAlgoParamsBase

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 balanceClasses: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OAutoMLBuildControlParams

  7. var binaryModel: Option[H2OBinaryModel]

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    Attributes
    protected
    Definition Classes
    H2OAlgoCommonUtils

  8. def booleanParam(name: String, doc: String): BooleanParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  9. def checkResponseCode(connection: HttpURLConnection, confirmationLoggingLevel: LoggingLevel): Unit

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    Definition Classes
    RestCommunication

  10. val classSamplingFactors: NullableFloatArrayParam

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    Attributes
    protected
    Definition Classes
    H2OAutoMLBuildControlParams

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

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    Definition Classes
    Params

  12. def clone(): AnyRef

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

  13. final val columnsToCategorical: StringArrayParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  14. def convert2dArrayToH2OFrame(input: Array[Array[Double]]): String

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  15. def convertDataFrameToH2OFrameKey(dataFrame: DataFrame): String

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  16. final val convertInvalidNumbersToNa: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

  17. def convertMatrixToH2OFrameKeyArray(matrix: Array[DenseMatrix]): Array[String]

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  18. def convertModelIdToKey(key: String): String

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    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils

  19. final val convertUnknownCategoricalLevelsToNa: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

  20. def convertVectorArrayToH2OFrameKeyArray(vectors: Array[DenseVector]): Array[String]

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

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

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    Definition Classes
    H2OAutoML → Estimator → PipelineStage → Params

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

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    Attributes
    protected
    Definition Classes
    Params

  23. val customDistributionFunc: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OAutoMLBuildControlParams

  24. final val dataFrameSerializer: Param[String]

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    Attributes
    protected
    Definition Classes
    HasDataFrameSerializer

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

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    Attributes
    protected
    Definition Classes
    Params

  26. def delete(endpoint: URI, suffix: String, conf: H2OConf): Unit

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    Attributes
    protected
    Definition Classes
    RestCommunication

  27. def delete[ResultType](endpoint: URI, suffix: String, conf: H2OConf, params: Map[String, Any], skippedFields: Seq[(Class[_], String)], encodeParamsAsJson: Boolean)(implicit arg0: ClassTag[ResultType]): ResultType

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    Definition Classes
    RestCommunication

  28. final val detailedPredictionCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams

  29. val distribution: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OAutoMLBuildControlParams

  30. def doubleArrayParam(name: String, doc: String): DoubleArrayParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  31. def doubleParam(name: String, doc: String): DoubleParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  32. def downloadBinaryURLContent(endpoint: URI, suffix: String, conf: H2OConf, file: File): Unit

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    Attributes
    protected
    Definition Classes
    RestCommunication

  33. def downloadStringURLContent(endpoint: URI, suffix: String, conf: H2OConf, file: File): Unit

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    Attributes
    protected
    Definition Classes
    RestCommunication

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

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    Definition Classes
    AnyRef

  35. def equals(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

  36. val excludeAlgos: NullableStringArrayParam

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    Attributes
    protected
    Definition Classes
    H2OAutoMLBuildModelsParams

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

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    Definition Classes
    Params

  38. def explainParams(): String

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    Definition Classes
    Params

  39. val exploitationRatio: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OAutoMLBuildModelsParams

  40. val exportCheckpointsDir: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OAutoMLBuildControlParams

  41. final def extractParamMap(): ParamMap

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  43. final val featuresCols: StringArrayParam

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    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams

  44. def finalize(): Unit

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

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

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    Definition Classes
    H2OAutoML → Estimator

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

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

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

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

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

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

  49. def floatParam(name: String, doc: String): FloatParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  50. val foldCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OAutoMLInputParams

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

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    Definition Classes
    Params

  52. def getAllModels(): Array[H2OMOJOModel]

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  53. def getBalanceClasses(): Boolean

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    Definition Classes
    H2OAutoMLBuildControlParams

  54. def getBinaryModel(): H2OBinaryModel

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    Definition Classes
    H2OAlgoCommonUtils

  55. def getBlendingDataFrame(): DataFrame

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    Definition Classes
    HasBlendingDataFrame

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

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    Definition Classes
    AnyRef → Any

  57. def getClassSamplingFactors(): Array[Float]

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    Definition Classes
    H2OAutoMLBuildControlParams

  58. def getColumnsToCategorical(): Array[String]

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    Definition Classes
    H2OCommonParams

  59. def getConvertInvalidNumbersToNa(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

  60. def getConvertUnknownCategoricalLevelsToNa(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

  61. def getCustomDistributionFunc(): String

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    Definition Classes
    H2OAutoMLBuildControlParams

  62. def getDataFrameSerializer(): String

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    Definition Classes
    HasDataFrameSerializer

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

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    Definition Classes
    Params

  64. def getDetailedPredictionCol(): String

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    Definition Classes
    H2OAlgorithmMOJOParams

  65. def getDistribution(): String

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    Definition Classes
    H2OAutoMLBuildControlParams

  66. def getExcludeAlgos(): Array[String]

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    Definition Classes
    H2OAutoMLBuildModelsParams

  67. def getExploitationRatio(): Double

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    Definition Classes
    H2OAutoMLBuildModelsParams

  68. def getExportCheckpointsDir(): String

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    Definition Classes
    H2OAutoMLBuildControlParams

  69. def getFeaturesCols(): Array[String]

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    Definition Classes
    H2OAlgorithmCommonParams → H2OAlgorithmMOJOParams

  70. def getFoldCol(): String

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    Definition Classes
    H2OAutoMLInputParams

  71. def getHuberAlpha(): Double

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    Definition Classes
    H2OAutoMLBuildControlParams

  72. def getIgnoredCols(): Array[String]

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    Definition Classes
    HasIgnoredCols

  73. def getIncludeAlgos(): Array[String]

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    Definition Classes
    H2OAutoMLBuildModelsParams

  74. def getKeepBinaryModels(): Boolean

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    Definition Classes
    H2OCommonParams

  75. def getKeepCrossValidationFoldAssignment(): Boolean

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    Definition Classes
    H2OAutoMLBuildControlParams

  76. def getKeepCrossValidationModels(): Boolean

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    Definition Classes
    H2OAutoMLBuildControlParams

  77. def getKeepCrossValidationPredictions(): Boolean

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    Definition Classes
    H2OAutoMLBuildControlParams

  78. def getLabelCol(): String

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    Definition Classes
    H2OAutoMLInputParams

  79. def getLeaderboard(extraColumns: Array[String]): DataFrame

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

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

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  82. def getLeaderboardDataFrame(): DataFrame

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    Definition Classes
    HasLeaderboardDataFrame

  83. def getMaxAfterBalanceSize(): Float

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    Definition Classes
    H2OAutoMLBuildControlParams

  84. def getMaxModels(): Int

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    Definition Classes
    H2OAutoMLStoppingCriteriaParams

  85. def getMaxRuntimeSecs(): Double

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    Definition Classes
    H2OAutoMLStoppingCriteriaParams

  86. def getMaxRuntimeSecsPerModel(): Double

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    Definition Classes
    H2OAutoMLStoppingCriteriaParams

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

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    Definition Classes
    HasMonotoneConstraints

  88. def getNfolds(): Int

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    Definition Classes
    H2OAutoMLBuildControlParams

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

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  91. def getPredictionCol(): String

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    Definition Classes
    H2OAlgorithmMOJOParams

  92. def getProjectName(): String

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    Definition Classes
    H2OAutoMLBuildControlParams

  93. def getQuantileAlpha(): Double

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    Definition Classes
    H2OAutoMLBuildControlParams

  94. def getSeed(): Long

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    Definition Classes
    H2OAutoMLStoppingCriteriaParams

  95. def getSortMetric(): String

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    Definition Classes
    H2OAutoMLInputParams

  96. def getSplitRatio(): Double

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    Definition Classes
    H2OCommonParams

  97. def getStoppingMetric(): String

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    Definition Classes
    H2OAutoMLStoppingCriteriaParams

  98. def getStoppingRounds(): Int

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    Definition Classes
    H2OAutoMLStoppingCriteriaParams

  99. def getStoppingTolerance(): Double

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    Definition Classes
    H2OAutoMLStoppingCriteriaParams

  100. def getTweediePower(): Double

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    Definition Classes
    H2OAutoMLBuildControlParams

  101. def getValidationDataFrame(): DataFrame

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    Definition Classes
    H2OCommonParams

  102. def getWeightCol(): String

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    Definition Classes
    H2OAutoMLInputParams

  103. def getWithContributions(): Boolean

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    Definition Classes
    H2OAlgorithmMOJOParams

  104. def getWithLeafNodeAssignments(): Boolean

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    Definition Classes
    H2OAlgorithmMOJOParams

  105. def getWithStageResults(): Boolean

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    Definition Classes
    H2OAlgorithmMOJOParams

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

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    Definition Classes
    Params

  107. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params

  108. def hashCode(): Int

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    Definition Classes
    AnyRef → Any

  109. val huberAlpha: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OAutoMLBuildControlParams

  110. val includeAlgos: StringArrayParam

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    Attributes
    protected
    Definition Classes
    H2OAutoMLBuildModelsParams

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

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    Attributes
    protected
    Definition Classes
    Logging

  112. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  113. def insert(endpoint: URI, suffix: String, conf: H2OConf, streamWrapper: (OutputStream) ⇒ OutputStream, params: Map[String, Any]): OutputStream

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    Attributes
    protected
    Definition Classes
    RestCommunication

  114. def insertToNode(node: NodeDesc, suffix: String, conf: H2OConf, params: Map[String, Any]): OutputStream

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    Definition Classes
    RestCommunication

  115. def intArrayParam(name: String, doc: String): IntArrayParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  116. def intParam(name: String, doc: String): IntParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Definition Classes
    Params

  118. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any

  119. def isPrimitiveType(value: Any): Boolean

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Definition Classes
    Params

  121. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging

  122. final val keepBinaryModels: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  123. val keepCrossValidationFoldAssignment: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OAutoMLBuildControlParams

  124. val keepCrossValidationModels: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OAutoMLBuildControlParams

  125. val keepCrossValidationPredictions: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OAutoMLBuildControlParams

  126. val labelCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OAutoMLInputParams

  127. def log: Logger

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

  134. def logName: String

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

  139. def longParam(name: String, doc: String): LongParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  140. val maxAfterBalanceSize: FloatParam

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    Attributes
    protected
    Definition Classes
    H2OAutoMLBuildControlParams

  141. val maxModels: IntParam

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    Attributes
    protected
    Definition Classes
    H2OAutoMLStoppingCriteriaParams

  142. val maxRuntimeSecs: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OAutoMLStoppingCriteriaParams

  143. val maxRuntimeSecsPerModel: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OAutoMLStoppingCriteriaParams

  144. final val namedMojoOutputColumns: Param[Boolean]

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    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams

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

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    Definition Classes
    AnyRef

  146. val nfolds: IntParam

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    Attributes
    protected
    Definition Classes
    H2OAutoMLBuildControlParams

  147. final def notify(): Unit

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    Definition Classes
    AnyRef

  148. final def notifyAll(): Unit

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    Definition Classes
    AnyRef

  149. def nullableBooleanArrayParam(name: String, doc: String): NullableBooleanArrayParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  150. def nullableDoubleArrayArrayParam(name: String, doc: String): NullableDoubleArrayArrayParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  151. def nullableDoubleArrayParam(name: String, doc: String): NullableDoubleArrayParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  152. def nullableFloatArrayParam(name: String, doc: String): NullableFloatArrayParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  153. def nullableIntArrayParam(name: String, doc: String): NullableIntArrayParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  154. def nullableStringArrayArrayParam(name: String, doc: String): NullableStringArrayArrayParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  155. def nullableStringArrayParam(name: String, doc: String): NullableStringArrayParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  156. def nullableStringPairArrayParam(name: String, doc: String): NullableStringPairArrayParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  157. def nullableStringParam(name: String, doc: String): NullableStringParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  158. def param[T](name: String, doc: String): Param[T]

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Definition Classes
    Params

  160. final val predictionCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams

  161. val projectName: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OAutoMLBuildControlParams

  162. val quantileAlpha: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OAutoMLBuildControlParams

  163. def query[ResultType](endpoint: URI, suffix: String, conf: H2OConf, params: Map[String, Any], skippedFields: Seq[(Class[_], String)], confirmationLoggingLevel: LoggingLevel)(implicit arg0: ClassTag[ResultType]): ResultType

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    Definition Classes
    RestCommunication

  164. def readURLContent(endpoint: URI, requestType: String, suffix: String, conf: H2OConf, params: Map[String, Any], encodeParamsAsJson: Boolean, file: Option[String], confirmationLoggingLevel: LoggingLevel): InputStream

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    Attributes
    protected
    Definition Classes
    RestCommunication

  165. def request[ResultType](endpoint: URI, requestType: String, suffix: String, conf: H2OConf, params: Map[String, Any], skippedFields: Seq[(Class[_], String)], encodeParamsAsJson: Boolean, confirmationLoggingLevel: LoggingLevel)(implicit arg0: ClassTag[ResultType]): ResultType

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    Definition Classes
    RestCommunication

  166. def sanitize(colName: String): String

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    Definition Classes
    H2OAlgoCommonUtils

  167. def save(path: String): Unit

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

  168. val seed: LongParam

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    Attributes
    protected
    Definition Classes
    H2OAutoMLStoppingCriteriaParams

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Definition Classes
    Params

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

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    Definition Classes
    H2OAutoMLBuildControlParams

  173. def setBlendingDataFrame(value: DataFrame): H2OAutoML.this.type

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    Definition Classes
    HasBlendingDataFrame

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

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    Definition Classes
    H2OAutoMLBuildControlParams

  175. def setColumnsToCategorical(columnNames: ArrayList[String]): H2OAutoML.this.type

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

  180. def setCustomDistributionFunc(value: String): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLBuildControlParams

  181. def setDataFrameSerializer(fullClassName: String): H2OAutoML.this.type

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    Definition Classes
    H2OBaseMOJOParams

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Definition Classes
    H2OAlgorithmCommonParams

  185. def setDistribution(value: String): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLBuildControlParams

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

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    Definition Classes
    H2OAutoMLBuildModelsParams

  187. def setExploitationRatio(value: Double): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLBuildModelsParams

  188. def setExportCheckpointsDir(value: String): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLBuildControlParams

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

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    Definition Classes
    H2OAlgorithmCommonParams

  190. def setFeaturesCols(columnNames: ArrayList[String]): H2OAutoML.this.type

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    Definition Classes
    H2OAlgorithmCommonParams

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

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    Definition Classes
    H2OAlgorithmCommonParams

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

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    Definition Classes
    H2OAlgorithmCommonParams

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

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    Definition Classes
    H2OAutoMLInputParams

  194. def setHuberAlpha(value: Double): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLBuildControlParams

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

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    Definition Classes
    HasIgnoredCols

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

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    Definition Classes
    H2OAutoMLBuildModelsParams

  197. def setKeepBinaryModels(value: Boolean): H2OAutoML.this.type

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    Definition Classes
    H2OCommonParams

  198. def setKeepCrossValidationFoldAssignment(value: Boolean): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLBuildControlParams

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

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    Definition Classes
    H2OAutoMLBuildControlParams

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

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    Definition Classes
    H2OAutoMLBuildControlParams

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

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    Definition Classes
    H2OAutoMLInputParams

  202. def setLeaderboardDataFrame(value: DataFrame): H2OAutoML.this.type

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    Definition Classes
    HasLeaderboardDataFrame

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

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    Definition Classes
    H2OAutoMLBuildControlParams

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

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    Definition Classes
    H2OAutoMLStoppingCriteriaParams

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

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    Definition Classes
    H2OAutoMLStoppingCriteriaParams

  206. def setMaxRuntimeSecsPerModel(value: Double): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLStoppingCriteriaParams

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

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    Definition Classes
    HasMonotoneConstraints

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

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    Definition Classes
    H2OAlgorithmCommonParams
    Annotations
    @DeprecatedMethod( x$2 , x$1 )

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

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    Definition Classes
    H2OAutoMLBuildControlParams

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

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    Definition Classes
    H2OAlgorithmCommonParams

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

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    Definition Classes
    H2OAutoMLBuildControlParams

  212. def setQuantileAlpha(value: Double): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLBuildControlParams

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

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    Definition Classes
    H2OAutoMLStoppingCriteriaParams

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

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    Definition Classes
    H2OAutoMLInputParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OAutoMLStoppingCriteriaParams

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

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    Definition Classes
    H2OAutoMLStoppingCriteriaParams

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

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    Definition Classes
    H2OAutoMLStoppingCriteriaParams

  219. def setTweediePower(value: Double): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLBuildControlParams

  220. def setValidationDataFrame(dataFrame: DataFrame): H2OAutoML.this.type

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OAutoMLInputParams

  222. def setWithContributions(enabled: Boolean): H2OAutoML.this.type

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    Definition Classes
    H2OAlgorithmCommonParams

  223. def setWithLeafNodeAssignments(enabled: Boolean): H2OAutoML.this.type

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    Definition Classes
    H2OAlgorithmCommonParams

  224. def setWithStageResults(enabled: Boolean): H2OAutoML.this.type

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    Definition Classes
    H2OAlgorithmCommonParams

  225. val sortMetric: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OAutoMLInputParams

  226. final val splitRatio: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  227. val stoppingMetric: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OAutoMLStoppingCriteriaParams

  228. val stoppingRounds: IntParam

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    Attributes
    protected
    Definition Classes
    H2OAutoMLStoppingCriteriaParams

  229. val stoppingTolerance: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OAutoMLStoppingCriteriaParams

  230. def stringArrayParam(name: String, doc: String): StringArrayParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  231. def stringParam(name: String, doc: String): Param[String]

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  232. def stringify(value: Any): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

  233. def stringifyArray(arr: Array[_]): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

  234. def stringifyMap(map: Map[_, _]): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

  235. def stringifyPair(pair: Tuple2[_, _]): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

  236. def stringifyParams(params: Map[String, Any], encodeParamsAsJson: Boolean): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

  237. def stringifyPrimitiveParam(value: Any): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Definition Classes
    AnyRef

  239. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any

  240. def trainAndGetDestinationKey(endpointSuffix: String, params: Map[String, Any], encodeParamsAsJson: Boolean = false): String

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    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils

  241. def trainAndGetMOJOModel(endpointSuffix: String, params: Map[String, Any], encodeParamsAsJson: Boolean = false): H2OMOJOModel

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    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils

  242. def transformSchema(schema: StructType): StructType

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    Definition Classes
    H2OAutoML → PipelineStage
    Annotations
    @DeveloperApi()

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

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()

  244. val tweediePower: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OAutoMLBuildControlParams

  245. val uid: String

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    Definition Classes
    H2OAutoML → HasBlendingDataFrame → HasLeaderboardDataFrame → Identifiable

  246. def update[ResultType](endpoint: URI, suffix: String, conf: H2OConf, params: Map[String, Any], skippedFields: Seq[(Class[_], String)], encodeParamsAsJson: Boolean)(implicit arg0: ClassTag[ResultType]): ResultType

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    Definition Classes
    RestCommunication

  247. final val validationDataFrame: NonSerializableNullableDataFrameParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  248. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  251. val weightCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OAutoMLInputParams

  252. final val withContributions: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams

  253. final val withLeafNodeAssignments: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams

  254. final val withStageResults: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams

  255. def write: MLWriter

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    Definition Classes
    DefaultParamsWritable → MLWritable

Deprecated Value Members

  1. def getNamedMojoOutputColumns(): Boolean

    Permalink
    Definition Classes
    H2OAlgorithmMOJOParams
    Annotations
    @deprecated
    Deprecated

    (Since version )

Inherited from H2OAutoMLParams

Inherited from HasMonotoneConstraints

Inherited from H2OAutoMLStoppingCriteriaParams

Inherited from H2OAutoMLInputParams

Inherited from HasBlendingDataFrame

Inherited from HasLeaderboardDataFrame

Inherited from HasIgnoredCols

Inherited from H2OAutoMLBuildModelsParams

Inherited from H2OAutoMLBuildControlParams

Inherited from H2OAlgoParamsBase

Inherited from ParameterConstructorMethods

Inherited from H2OAlgorithmCommonParams

Inherited from H2OAlgorithmMOJOParams

Inherited from H2OCommonParams

Inherited from H2OBaseMOJOParams

Inherited from HasDataFrameSerializer

Inherited from DefaultParamsWritable

Inherited from MLWritable

Inherited from H2OAlgoCommonUtils

Inherited from H2OFrameLifecycle

Inherited from EstimatorCommonUtils

Inherited from RestCommunication

Inherited from RestEncodingUtils

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