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, H2OCommonSupervisedParams, H2OSupervisedMOJOParams, DefaultParamsWritable, MLWritable, H2OAlgoCommonUtils, EstimatorCommonUtils, RestCommunication, RestEncodingUtils, H2OCommonParams, H2OMOJOAlgoSharedParams, Logging, Estimator[H2OMOJOModel], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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  2. By Inheritance
Inherited
  1. H2OAutoML
  2. H2OAutoMLParams
  3. HasMonotoneConstraints
  4. H2OCommonSupervisedParams
  5. H2OSupervisedMOJOParams
  6. DefaultParamsWritable
  7. MLWritable
  8. H2OAlgoCommonUtils
  9. EstimatorCommonUtils
  10. RestCommunication
  11. RestEncodingUtils
  12. H2OCommonParams
  13. H2OMOJOAlgoSharedParams
  14. Logging
  15. Estimator
  16. PipelineStage
  17. Logging
  18. Params
  19. Serializable
  20. Serializable
  21. Identifiable
  22. AnyRef
  23. 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 def asInstanceOf[T0]: T0

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    Definition Classes
    Any

  6. def checkResponseCode(connection: HttpURLConnection): Unit

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    Definition Classes
    RestCommunication

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

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    Attributes
    protected
    Definition Classes
    RestCommunication

  16. final val detailedPredictionCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

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

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    Attributes
    protected
    Definition Classes
    RestCommunication

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

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    Attributes
    protected
    Definition Classes
    RestCommunication

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

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    Definition Classes
    AnyRef

  20. def equals(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

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

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    Definition Classes
    Params

  22. def explainParams(): String

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    Definition Classes
    Params

  23. final def extractParamMap(): ParamMap

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  25. final val featuresCols: StringArrayParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

  26. def finalize(): Unit

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

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

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    Definition Classes
    H2OAutoML → Estimator

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

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

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

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

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

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

  31. final val foldCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    Params

  33. def getAllStringColumnsToCategorical(): Boolean

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    Definition Classes
    H2OCommonParams
    Annotations
    @DeprecatedMethod( x$2 , x$1 )

  34. def getBalanceClasses(): Boolean

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    AnyRef → Any

  36. def getClassSamplingFactors(): Array[Float]

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    Definition Classes
    H2OAutoMLParams

  37. def getColumnsToCategorical(): Array[String]

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    Definition Classes
    H2OCommonParams

  38. def getConvertInvalidNumbersToNa(): Boolean

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    Definition Classes
    H2OMOJOAlgoSharedParams

  39. def getConvertUnknownCategoricalLevelsToNa(): Boolean

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    Definition Classes
    H2OMOJOAlgoSharedParams

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

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    Definition Classes
    Params

  41. def getDetailedPredictionCol(): String

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    Definition Classes
    H2OMOJOAlgoSharedParams

  42. def getExcludeAlgos(): Array[String]

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    Definition Classes
    H2OAutoMLParams

  43. def getExcludedCols(): Seq[String]

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    Attributes
    protected
    Definition Classes
    H2OCommonSupervisedParams → H2OCommonParams

  44. def getFeaturesCols(): Array[String]

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    Definition Classes
    H2OCommonParams → H2OMOJOAlgoSharedParams

  45. def getFoldCol(): String

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    Definition Classes
    H2OCommonParams

  46. def getIgnoredCols(): Array[String]

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    Definition Classes
    H2OAutoMLParams

  47. def getIncludeAlgos(): Array[String]

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    Definition Classes
    H2OAutoMLParams

  48. def getKeepCrossValidationModels(): Boolean

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    Definition Classes
    H2OAutoMLParams

  49. def getKeepCrossValidationPredictions(): Boolean

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    Definition Classes
    H2OAutoMLParams

  50. def getLabelCol(): String

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    Definition Classes
    H2OCommonSupervisedParams

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

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

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

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  54. def getMaxAfterBalanceSize(): Float

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    Definition Classes
    H2OAutoMLParams

  55. def getMaxModels(): Int

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    Definition Classes
    H2OAutoMLParams

  56. def getMaxRuntimeSecs(): Double

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    HasMonotoneConstraints

  58. def getMonotoneConstraintsAsKeyValuePairs(): Array[KeyValue]

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    Attributes
    protected
    Definition Classes
    HasMonotoneConstraints

  59. def getNamedMojoOutputColumns(): Boolean

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    Definition Classes
    H2OMOJOAlgoSharedParams

  60. def getNfolds(): Int

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    Definition Classes
    H2OCommonParams

  61. def getOffsetCol(): String

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    Definition Classes
    H2OSupervisedMOJOParams

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

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  64. def getPredictionCol(): String

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    Definition Classes
    H2OMOJOAlgoSharedParams

  65. def getProjectName(): String

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    Definition Classes
    H2OAutoMLParams

  66. def getSeed(): Long

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    Definition Classes
    H2OCommonParams

  67. def getSortMetric(): String

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    Definition Classes
    H2OAutoMLParams

  68. def getSplitRatio(): Double

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    Definition Classes
    H2OCommonParams

  69. def getStoppingMetric(): String

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    Definition Classes
    H2OAutoMLParams

  70. def getStoppingRounds(): Int

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    Definition Classes
    H2OAutoMLParams

  71. def getStoppingTolerance(): Double

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    Definition Classes
    H2OAutoMLParams

  72. def getWeightCol(): String

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    Definition Classes
    H2OCommonParams

  73. def getWithDetailedPredictionCol(): Boolean

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    Definition Classes
    H2OMOJOAlgoSharedParams

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

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    Definition Classes
    Params

  75. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params

  76. def hashCode(): Int

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    Definition Classes
    AnyRef → Any

  77. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  78. 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

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

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    Definition Classes
    RestCommunication

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

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    Definition Classes
    Params

  81. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any

  82. def isPrimitiveType(value: Any): Boolean

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Definition Classes
    Params

  84. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging

  85. final val labelCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OCommonSupervisedParams

  86. def log: Logger

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

  93. def logName: String

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

  98. final val namedMojoOutputColumns: Param[Boolean]

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

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

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    Definition Classes
    AnyRef

  100. final val nfolds: IntParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  101. final def notify(): Unit

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    Definition Classes
    AnyRef

  102. final def notifyAll(): Unit

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    Definition Classes
    AnyRef

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

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    Definition Classes
    Params

  104. final val predictionCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

  105. def prepareDatasetForFitting(dataset: Dataset[_]): (H2OFrame, Option[H2OFrame], Array[String])

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    Attributes
    protected
    Definition Classes
    H2OAlgoCommonUtils

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

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    Definition Classes
    RestCommunication

  107. def readURLContent(endpoint: URI, requestType: String, suffix: String, conf: H2OConf, params: Map[String, Any], encodeParamsAsJson: Boolean): InputStream

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    Attributes
    protected
    Definition Classes
    RestCommunication

  108. def request[ResultType](endpoint: URI, requestType: String, 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

  109. def sanitize(colName: String): String

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    Definition Classes
    H2OAlgoCommonUtils

  110. def save(path: String): Unit

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

  111. final val seed: LongParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Definition Classes
    Params

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

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    Definition Classes
    H2OCommonParams
    Annotations
    @DeprecatedMethod( x$4 , x$3 )

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OCommonSupervisedParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    HasMonotoneConstraints

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonSupervisedParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

  152. final val splitRatio: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  153. def stringify(value: Any): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

  157. def stringifyPrimitiveParam(value: Any): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Definition Classes
    AnyRef

  159. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any

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

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    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils

  161. def transformSchema(schema: StructType): StructType

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    Definition Classes
    H2OAutoML → PipelineStage
    Annotations
    @DeveloperApi()

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

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()

  163. val uid: String

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    Definition Classes
    H2OAutoML → Identifiable

  164. 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

  165. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  168. final val weightCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  169. final val withDetailedPredictionCol: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

  170. 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 EstimatorCommonUtils

Inherited from RestCommunication

Inherited from RestEncodingUtils

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