Class

ai.h2o.sparkling.ml.algos

H2OEstimator

Related Doc: package algos

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abstract class H2OEstimator[P <: Parameters] extends Estimator[H2OMOJOModel] with H2OAlgoParamsBase with H2OCommonParams with H2OAlgoCommonUtils with H2OTrainFramePreparation with DefaultParamsWritable with RestCommunication

Linear Supertypes
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
Ordering
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Inherited
  1. H2OEstimator
  2. DefaultParamsWritable
  3. MLWritable
  4. H2OTrainFramePreparation
  5. H2OAlgoCommonUtils
  6. EstimatorCommonUtils
  7. RestCommunication
  8. RestEncodingUtils
  9. Logging
  10. H2OCommonParams
  11. H2OBaseMOJOParams
  12. HasDataFrameSerializer
  13. H2OAlgoParamsBase
  14. H2OFrameLifecycle
  15. ParameterConstructorMethods
  16. Estimator
  17. PipelineStage
  18. Logging
  19. Params
  20. Serializable
  21. Serializable
  22. Identifiable
  23. AnyRef
  24. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new H2OEstimator()(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
  2. abstract def paramTag: ClassTag[P]

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    Attributes
    protected
  3. abstract def transformSchema(schema: StructType): StructType

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    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  4. 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[_]): H2OEstimator.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): H2OEstimator.this.type

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    Definition Classes
    H2OEstimator → Estimator → PipelineStage → Params
  20. def copyValues[T <: Params](to: T, extra: ParamMap): T

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    Attributes
    protected
    Definition Classes
    Params
  21. def createMOJOSettings(): H2OMOJOSettings

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    Attributes
    protected
  22. def createMOJOUID(): String

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    Attributes
    protected
  23. final val dataFrameSerializer: Param[String]

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    Attributes
    protected
    Definition Classes
    HasDataFrameSerializer
  24. final def defaultCopy[T <: Params](extra: ParamMap): T

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    Attributes
    protected
    Definition Classes
    Params
  25. def delete(endpoint: URI, suffix: String, conf: H2OConf): Unit

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    Attributes
    protected
    Definition Classes
    RestCommunication
  26. 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
  27. def doubleArrayParam(name: String, doc: String): DoubleArrayParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  28. def doubleParam(name: String, doc: String): DoubleParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  29. def downloadBinaryURLContent(endpoint: URI, suffix: String, conf: H2OConf, file: File): Unit

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    Attributes
    protected
    Definition Classes
    RestCommunication
  30. def downloadStringURLContent(endpoint: URI, suffix: String, conf: H2OConf, file: File): Unit

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    Attributes
    protected
    Definition Classes
    RestCommunication
  31. final def eq(arg0: AnyRef): Boolean

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    Definition Classes
    AnyRef
  32. def equals(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any
  33. def explainParam(param: Param[_]): String

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    Definition Classes
    Params
  34. def explainParams(): String

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    Definition Classes
    Params
  35. final def extractParamMap(): ParamMap

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    Definition Classes
    Params
  36. final def extractParamMap(extra: ParamMap): ParamMap

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    Definition Classes
    Params
  37. def finalize(): Unit

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    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  38. def fit(dataset: Dataset[_]): H2OMOJOModel

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    Definition Classes
    H2OEstimator → Estimator
  39. def fit(dataset: Dataset[_], paramMaps: Array[ParamMap]): Seq[H2OMOJOModel]

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  40. def fit(dataset: Dataset[_], paramMap: ParamMap): H2OMOJOModel

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  41. def fit(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): H2OMOJOModel

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" ) @varargs()
  42. def floatParam(name: String, doc: String): FloatParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  43. final def get[T](param: Param[T]): Option[T]

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    Definition Classes
    Params
  44. def getBinaryModel(): H2OBinaryModel

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    Definition Classes
    H2OAlgoCommonUtils
  45. final def getClass(): Class[_]

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    Definition Classes
    AnyRef → Any
  46. def getColumnsToCategorical(): Array[String]

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    Definition Classes
    H2OCommonParams
  47. def getConvertInvalidNumbersToNa(): Boolean

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    Definition Classes
    H2OBaseMOJOParams
  48. def getConvertUnknownCategoricalLevelsToNa(): Boolean

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    Definition Classes
    H2OBaseMOJOParams
  49. def getDataFrameSerializer(): String

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    Definition Classes
    HasDataFrameSerializer
  50. final def getDefault[T](param: Param[T]): Option[T]

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    Definition Classes
    Params
  51. def getKeepBinaryModels(): Boolean

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    Definition Classes
    H2OCommonParams
  52. final def getOrDefault[T](param: Param[T]): T

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    Definition Classes
    Params
  53. def getParam(paramName: String): Param[Any]

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    Definition Classes
    Params
  54. def getSplitRatio(): Double

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    Definition Classes
    H2OCommonParams
  55. def getValidationDataFrame(): DataFrame

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    Definition Classes
    H2OCommonParams
  56. final def hasDefault[T](param: Param[T]): Boolean

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    Definition Classes
    Params
  57. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params
  58. def hashCode(): Int

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    Definition Classes
    AnyRef → Any
  59. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  60. 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
  61. def insertToNode(node: NodeDesc, suffix: String, conf: H2OConf, params: Map[String, Any]): OutputStream

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    Definition Classes
    RestCommunication
  62. def intArrayParam(name: String, doc: String): IntArrayParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  63. def intParam(name: String, doc: String): IntParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  64. final def isDefined(param: Param[_]): Boolean

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    Definition Classes
    Params
  65. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any
  66. def isPrimitiveType(value: Any): Boolean

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  67. final def isSet(param: Param[_]): Boolean

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    Definition Classes
    Params
  68. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging
  69. final val keepBinaryModels: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams
  70. def log: Logger

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    Attributes
    protected
    Definition Classes
    Logging
  71. def logDebug(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  72. def logDebug(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  73. def logError(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  74. def logError(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  75. def logInfo(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  76. def logInfo(msg: ⇒ String): Unit

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    Attributes
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    Definition Classes
    Logging
  77. def logName: String

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    Attributes
    protected
    Definition Classes
    Logging
  78. def logTrace(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  79. def logTrace(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  80. def logWarning(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
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    Logging
  81. def logWarning(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  82. def longParam(name: String, doc: String): LongParam

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    Attributes
    protected
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    ParameterConstructorMethods
  83. final def ne(arg0: AnyRef): Boolean

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    Definition Classes
    AnyRef
  84. final def notify(): Unit

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    Definition Classes
    AnyRef
  85. final def notifyAll(): Unit

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    Definition Classes
    AnyRef
  86. def nullableDoubleArrayArrayParam(name: String, doc: String): NullableDoubleArrayArrayParam

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    Attributes
    protected
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    ParameterConstructorMethods
  87. def nullableDoubleArrayParam(name: String, doc: String): NullableDoubleArrayParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  88. def nullableFloatArrayParam(name: String, doc: String): NullableFloatArrayParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  89. def nullableIntArrayParam(name: String, doc: String): NullableIntArrayParam

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    Attributes
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    ParameterConstructorMethods
  90. def nullableStringArrayArrayParam(name: String, doc: String): NullableStringArrayArrayParam

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    Attributes
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    ParameterConstructorMethods
  91. def nullableStringArrayParam(name: String, doc: String): NullableStringArrayParam

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    Attributes
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    ParameterConstructorMethods
  92. def nullableStringPairArrayParam(name: String, doc: String): NullableStringPairArrayParam

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    ParameterConstructorMethods
  93. def nullableStringParam(name: String, doc: String): NullableStringParam

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

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    ParameterConstructorMethods
  95. var parameters: P

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    protected
  96. lazy val params: Array[Param[_]]

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    Definition Classes
    Params
  97. def prepareH2OTrainFrameForFitting(frame: H2OFrame): Unit

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    Attributes
    protected
    Definition Classes
    H2OTrainFramePreparation
  98. 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
  99. 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
  100. 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
  101. def sanitize(colName: String): String

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    Definition Classes
    H2OAlgoCommonUtils
  102. def save(path: String): Unit

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    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  103. final def set(paramPair: ParamPair[_]): H2OEstimator.this.type

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    Attributes
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    Params
  104. final def set(param: String, value: Any): H2OEstimator.this.type

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    Attributes
    protected
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    Params
  105. final def set[T](param: Param[T], value: T): H2OEstimator.this.type

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    Definition Classes
    Params
  106. def setColumnsToCategorical(columnNames: ArrayList[String]): H2OEstimator.this.type

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    Definition Classes
    H2OCommonParams
  107. def setColumnsToCategorical(columns: Array[String]): H2OEstimator.this.type

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    Definition Classes
    H2OCommonParams
  108. def setColumnsToCategorical(first: String, others: String*): H2OEstimator.this.type

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    Definition Classes
    H2OCommonParams
  109. def setConvertInvalidNumbersToNa(value: Boolean): H2OEstimator.this.type

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    Definition Classes
    H2OCommonParams
  110. def setConvertUnknownCategoricalLevelsToNa(value: Boolean): H2OEstimator.this.type

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    Definition Classes
    H2OCommonParams
  111. def setDataFrameSerializer(fullClassName: String): H2OEstimator.this.type

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    Definition Classes
    H2OBaseMOJOParams
  112. final def setDefault(paramPairs: ParamPair[_]*): H2OEstimator.this.type

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    Attributes
    protected
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    Params
  113. final def setDefault[T](param: Param[T], value: T): H2OEstimator.this.type

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    Attributes
    protected
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    Params
  114. def setKeepBinaryModels(value: Boolean): H2OEstimator.this.type

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    Definition Classes
    H2OCommonParams
  115. def setSplitRatio(ratio: Double): H2OEstimator.this.type

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    Definition Classes
    H2OCommonParams
  116. def setValidationDataFrame(dataFrame: DataFrame): H2OEstimator.this.type

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    Definition Classes
    H2OCommonParams
  117. final val splitRatio: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams
  118. def stringArrayParam(name: String, doc: String): StringArrayParam

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    Attributes
    protected
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    ParameterConstructorMethods
  119. def stringParam(name: String, doc: String): Param[String]

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  120. def stringify(value: Any): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  121. def stringifyArray(arr: Array[_]): String

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    protected
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    RestEncodingUtils
  122. def stringifyMap(map: Map[_, _]): String

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    protected
    Definition Classes
    RestEncodingUtils
  123. def stringifyPair(pair: Tuple2[_, _]): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  124. def stringifyParams(params: Map[String, Any], encodeParamsAsJson: Boolean): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  125. def stringifyPrimitiveParam(value: Any): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  126. final def synchronized[T0](arg0: ⇒ T0): T0

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    Definition Classes
    AnyRef
  127. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any
  128. def trainAndGetDestinationKey(endpointSuffix: String, params: Map[String, Any], encodeParamsAsJson: Boolean = false): String

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    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils
  129. def trainAndGetMOJOModel(endpointSuffix: String, params: Map[String, Any], encodeParamsAsJson: Boolean = false): H2OMOJOModel

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    Attributes
    protected
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    EstimatorCommonUtils
  130. def transformSchema(schema: StructType, logging: Boolean): StructType

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  131. 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
  132. final val validationDataFrame: NonSerializableNullableDataFrameParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams
  133. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  134. final def wait(arg0: Long, arg1: Int): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  135. final def wait(arg0: Long): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  136. def write: MLWriter

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    Definition Classes
    DefaultParamsWritable → MLWritable

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