Class

ai.h2o.sparkling.ml.features

H2ODimReductionEstimator

Related Doc: package features

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abstract class H2ODimReductionEstimator[P <: Parameters] extends H2OFeatureEstimator[P] with H2ODimReductionExtraParams with HasInputCols

Linear Supertypes
HasInputCols, H2ODimReductionExtraParams, HasInputColsOnMOJO, SpecificMOJOParameters, HasOutputCol, H2OFeatureEstimator[P], H2OFeatureEstimatorBase, H2OEstimator[P], DefaultParamsWritable, MLWritable, H2OTrainFramePreparation, H2OAlgoCommonUtils, EstimatorCommonUtils, RestCommunication, RestEncodingUtils, Logging, H2OCommonParams, H2OBaseMOJOParams, HasDataFrameSerializer, H2OAlgoParamsBase, H2OFrameLifecycle, ParameterConstructorMethods, Estimator[H2OMOJOModel], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Known Subclasses
H2OGLRM, H2OGLRMBase, H2OPCA
Ordering
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  2. By Inheritance
Inherited
  1. H2ODimReductionEstimator
  2. HasInputCols
  3. H2ODimReductionExtraParams
  4. HasInputColsOnMOJO
  5. SpecificMOJOParameters
  6. HasOutputCol
  7. H2OFeatureEstimator
  8. H2OFeatureEstimatorBase
  9. H2OEstimator
  10. DefaultParamsWritable
  11. MLWritable
  12. H2OTrainFramePreparation
  13. H2OAlgoCommonUtils
  14. EstimatorCommonUtils
  15. RestCommunication
  16. RestEncodingUtils
  17. Logging
  18. H2OCommonParams
  19. H2OBaseMOJOParams
  20. HasDataFrameSerializer
  21. H2OAlgoParamsBase
  22. H2OFrameLifecycle
  23. ParameterConstructorMethods
  24. Estimator
  25. PipelineStage
  26. Logging
  27. Params
  28. Serializable
  29. Serializable
  30. Identifiable
  31. AnyRef
  32. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new H2ODimReductionEstimator()(implicit arg0: ClassTag[P])

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Type Members

  1. implicit class ParametersExtraMethods extends AnyRef

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    Definition Classes
    H2OAlgoParamsBase

Abstract Value Members

  1. abstract def getModelId(): String

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    Attributes
    protected
    Definition Classes
    H2OEstimator

  2. abstract def paramTag: ClassTag[P]

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    Attributes
    protected
    Definition Classes
    H2OEstimator

  3. abstract val uid: String

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    Definition Classes
    Identifiable

Concrete 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. var binaryModel: Option[H2OBinaryModel]

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    Attributes
    protected
    Definition Classes
    H2OAlgoCommonUtils

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Definition Classes
    RestCommunication

  9. final def clear(param: Param[_]): H2ODimReductionEstimator.this.type

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    Definition Classes
    Params

  10. def clone(): AnyRef

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

  11. final val columnsToCategorical: StringArrayParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  13. def convertDataFrameToH2OFrameKey(dataFrame: DataFrame): String

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  14. final val convertInvalidNumbersToNa: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  16. def convertModelIdToKey(key: String): String

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    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils

  17. final val convertUnknownCategoricalLevelsToNa: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  19. def copy(extra: ParamMap): H2ODimReductionEstimator.this.type

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    Definition Classes
    H2OEstimator → Estimator → PipelineStage → Params

  20. def copyExtraParams(to: H2ODimReductionExtraParams): Unit

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    Attributes
    protected
    Definition Classes
    H2ODimReductionExtraParams

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

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    Attributes
    protected
    Definition Classes
    Params

  22. def createMOJOSettings(): H2OMOJOSettings

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    Attributes
    protected
    Definition Classes
    H2OEstimator

  23. def createMOJOUID(): String

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    Attributes
    protected
    Definition Classes
    H2OEstimator

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    RestCommunication

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

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    Attributes
    protected
    Definition Classes
    RestCommunication

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

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    Definition Classes
    AnyRef

  33. def equals(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

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

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    Definition Classes
    Params

  35. def explainParams(): String

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    Definition Classes
    Params

  36. final def extractParamMap(): ParamMap

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  38. def finalize(): Unit

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

  39. def fit(dataset: Dataset[_]): H2ODimReductionMOJOModel

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    Definition Classes
    H2ODimReductionEstimator → H2OFeatureEstimator → H2OEstimator → Estimator

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

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

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

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

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

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

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Definition Classes
    Params

  45. def getBinaryModel(): H2OBinaryModel

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    Definition Classes
    H2OAlgoCommonUtils

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

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    Definition Classes
    AnyRef → Any

  47. def getColumnsToCategorical(): Array[String]

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    Definition Classes
    H2OCommonParams

  48. def getConvertInvalidNumbersToNa(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

  49. def getConvertUnknownCategoricalLevelsToNa(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

  50. def getDataFrameSerializer(): String

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    Definition Classes
    HasDataFrameSerializer

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

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    Definition Classes
    Params

  52. def getInputCols(): Array[String]

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    Definition Classes
    HasInputColsOnMOJO

  53. def getKeepBinaryModels(): Boolean

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    Params

  55. def getOutputCol(): String

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    Definition Classes
    HasOutputCol

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

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    Definition Classes
    Params

  57. def getSplitRatio(): Double

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    Definition Classes
    H2OCommonParams

  58. def getValidationDataFrame(): DataFrame

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    Params

  60. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params

  61. def hashCode(): Int

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    Definition Classes
    AnyRef → Any

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

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    Attributes
    protected
    Definition Classes
    Logging

  63. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  64. val inputCols: NullableStringArrayParam

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    Attributes
    protected
    Definition Classes
    HasInputColsOnMOJO

  65. 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

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

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    Definition Classes
    RestCommunication

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Definition Classes
    Params

  70. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any

  71. def isPrimitiveType(value: Any): Boolean

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Definition Classes
    Params

  73. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging

  74. final val keepBinaryModels: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  75. def log: Logger

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

  82. def logName: String

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Definition Classes
    AnyRef

  89. final def notify(): Unit

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    Definition Classes
    AnyRef

  90. final def notifyAll(): Unit

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    Definition Classes
    AnyRef

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

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    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  99. def outputSchema: Seq[StructField]

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    Attributes
    protected
    Definition Classes
    H2ODimReductionExtraParams → H2OFeatureEstimatorBase

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  101. var parameters: P

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    Attributes
    protected
    Definition Classes
    H2OEstimator

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

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    Definition Classes
    Params

  103. def prepareH2OTrainFrameForFitting(frame: H2OFrame): Unit

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    Attributes
    protected
    Definition Classes
    H2OTrainFramePreparation

  104. 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

  105. 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

  106. 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

  107. def sanitize(colName: String): String

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    Definition Classes
    H2OAlgoCommonUtils

  108. def save(path: String): Unit

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

  109. final def set(paramPair: ParamPair[_]): H2ODimReductionEstimator.this.type

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    Attributes
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    Params

  110. final def set(param: String, value: Any): H2ODimReductionEstimator.this.type

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    Attributes
    protected
    Definition Classes
    Params

  111. final def set[T](param: Param[T], value: T): H2ODimReductionEstimator.this.type

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    Definition Classes
    Params

  112. def setColumnsToCategorical(columnNames: ArrayList[String]): H2ODimReductionEstimator.this.type

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    Definition Classes
    H2OCommonParams

  113. def setColumnsToCategorical(columns: Array[String]): H2ODimReductionEstimator.this.type

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    Definition Classes
    H2OCommonParams

  114. def setColumnsToCategorical(first: String, others: String*): H2ODimReductionEstimator.this.type

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    Definition Classes
    H2OCommonParams

  115. def setConvertInvalidNumbersToNa(value: Boolean): H2ODimReductionEstimator.this.type

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    Definition Classes
    H2OCommonParams

  116. def setConvertUnknownCategoricalLevelsToNa(value: Boolean): H2ODimReductionEstimator.this.type

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    Definition Classes
    H2OCommonParams

  117. def setDataFrameSerializer(fullClassName: String): H2ODimReductionEstimator.this.type

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    Definition Classes
    H2OBaseMOJOParams

  118. final def setDefault(paramPairs: ParamPair[_]*): H2ODimReductionEstimator.this.type

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    Attributes
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    Definition Classes
    Params

  119. final def setDefault[T](param: Param[T], value: T): H2ODimReductionEstimator.this.type

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    Attributes
    protected
    Definition Classes
    Params

  120. def setInputCols(column: String, otherColumns: String*): H2ODimReductionEstimator.this.type

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    Definition Classes
    HasInputCols

  121. def setInputCols(columns: Array[String]): H2ODimReductionEstimator.this.type

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    Definition Classes
    HasInputCols

  122. def setKeepBinaryModels(value: Boolean): H2ODimReductionEstimator.this.type

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    Definition Classes
    H2OCommonParams

  123. def setOutputCol(name: String): H2ODimReductionEstimator.this.type

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    Definition Classes
    HasOutputCol

  124. def setSplitRatio(ratio: Double): H2ODimReductionEstimator.this.type

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    Definition Classes
    H2OCommonParams

  125. def setValidationDataFrame(dataFrame: DataFrame): H2ODimReductionEstimator.this.type

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    Definition Classes
    H2OCommonParams

  126. final val splitRatio: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  129. def stringify(value: Any): String

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    Attributes
    protected
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    RestEncodingUtils

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

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    Attributes
    protected
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    RestEncodingUtils

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

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    protected
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    RestEncodingUtils

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

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

  134. def stringifyPrimitiveParam(value: Any): String

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    Attributes
    protected
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    RestEncodingUtils

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

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    Definition Classes
    AnyRef

  136. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any

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

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    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils

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

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    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils

  139. def transformSchema(schema: StructType): StructType

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    Definition Classes
    H2OFeatureEstimatorBase → PipelineStage

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

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()

  141. 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

  142. def validate(schema: StructType): Unit

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    Attributes
    protected
    Definition Classes
    H2ODimReductionExtraParams → H2OFeatureEstimatorBase

  143. final val validationDataFrame: NonSerializableNullableDataFrameParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  144. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  147. def write: MLWriter

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    Definition Classes
    DefaultParamsWritable → MLWritable

Inherited from HasInputCols

Inherited from H2ODimReductionExtraParams

Inherited from HasInputColsOnMOJO

Inherited from SpecificMOJOParameters

Inherited from HasOutputCol

Inherited from H2OFeatureEstimator[P]

Inherited from H2OFeatureEstimatorBase

Inherited from H2OEstimator[P]

Inherited from DefaultParamsWritable

Inherited from MLWritable

Inherited from H2OTrainFramePreparation

Inherited from H2OAlgoCommonUtils

Inherited from EstimatorCommonUtils

Inherited from RestCommunication

Inherited from RestEncodingUtils

Inherited from Logging

Inherited from H2OCommonParams

Inherited from H2OBaseMOJOParams

Inherited from HasDataFrameSerializer

Inherited from H2OAlgoParamsBase

Inherited from H2OFrameLifecycle

Inherited from ParameterConstructorMethods

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