Class/Object

ai.h2o.sparkling.ml.algos

H2OKMeans

Related Docs: object H2OKMeans | package algos

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class H2OKMeans extends H2OUnsupervisedAlgorithm[KMeans, KMeansModel, KMeansParameters] with H2OKMeansParams

H2O KMeans algorithm exposed via Spark ML pipelines.

Linear Supertypes
H2OKMeansParams, H2OUnsupervisedAlgorithm[KMeans, KMeansModel, KMeansParameters], H2OAlgoUnsupervisedParams[KMeansParameters], H2OCommonUnsupervisedParams, H2OAlgorithm[KMeans, KMeansModel, KMeansParameters], H2OAlgoCommonParams[KMeansParameters], H2OAlgoParamsHelper[KMeansParameters], DefaultParamsWritable, MLWritable, H2OAlgoCommonUtils, H2OCommonParams, H2OMOJOAlgoSharedParams, Logging, Estimator[H2OMOJOModel], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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  2. By Inheritance
Inherited
  1. H2OKMeans
  2. H2OKMeansParams
  3. H2OUnsupervisedAlgorithm
  4. H2OAlgoUnsupervisedParams
  5. H2OCommonUnsupervisedParams
  6. H2OAlgorithm
  7. H2OAlgoCommonParams
  8. H2OAlgoParamsHelper
  9. DefaultParamsWritable
  10. MLWritable
  11. H2OAlgoCommonUtils
  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 H2OKMeans()

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  2. new H2OKMeans(uid: String)

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Type Members

  1. type H2O_SCHEMA = GLMParametersV3

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    Definition Classes
    H2OKMeansParams → H2OAlgoParamsHelper

Value Members

  1. final def !=(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

  2. final def ##(): Int

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    Definition Classes
    AnyRef → Any

  3. final def $[T](param: Param[T]): T

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    Attributes
    protected
    Definition Classes
    Params

  4. final def ==(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

  5. final val allStringColumnsToCategorical: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  6. final def asInstanceOf[T0]: T0

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    Definition Classes
    Any

  7. def booleanParam(name: String, doc: Option[String] = None): BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  9. final def clear(param: Param[_]): H2OKMeans.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. final val convertInvalidNumbersToNa: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

  13. final val convertUnknownCategoricalLevelsToNa: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

  14. def copy(extra: ParamMap): H2OKMeans.this.type

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    Definition Classes
    H2OAlgorithm → Estimator → PipelineStage → Params

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    Params

  17. final val detailedPredictionCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

  18. def doubleArrayParam(name: String, doc: Option[String] = None): DoubleArrayParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  20. def doubleParam(name: String, doc: Option[String] = None): DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    AnyRef

  23. def equals(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

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

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    Definition Classes
    Params

  25. def explainParams(): String

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    Definition Classes
    Params

  26. final def extractParamMap(): ParamMap

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  28. final val featuresCols: StringArrayParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

  29. def finalize(): Unit

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

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

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    Definition Classes
    H2OAlgorithm → Estimator

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

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

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

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

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

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

  34. def floatParam(name: String, doc: Option[String] = None): FloatParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  36. final val foldCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    Params

  38. def getAllStringColumnsToCategorical(): Boolean

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    AnyRef → Any

  40. def getColumnsToCategorical(): Array[String]

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    Definition Classes
    H2OCommonParams

  41. def getConvertInvalidNumbersToNa(): Boolean

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    Definition Classes
    H2OMOJOAlgoSharedParams

  42. def getConvertUnknownCategoricalLevelsToNa(): Boolean

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    Definition Classes
    H2OMOJOAlgoSharedParams

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

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    Definition Classes
    Params

  44. def getDetailedPredictionCol(): String

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    Definition Classes
    H2OMOJOAlgoSharedParams

  45. def getDistribution(): String

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    Definition Classes
    H2OAlgoCommonParams

  46. def getDoc(doc: Option[String], fieldName: String): String

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  47. def getEstimateK(): Boolean

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    Definition Classes
    H2OKMeansParams

  48. def getExcludedCols(): Seq[String]

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    Attributes
    protected
    Definition Classes
    H2OCommonUnsupervisedParams → H2OCommonParams

  49. def getFeaturesCols(): Array[String]

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    Definition Classes
    H2OCommonParams → H2OMOJOAlgoSharedParams

  50. def getFoldCol(): String

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    Definition Classes
    H2OCommonParams

  51. def getH2ODoc(fieldName: String): String

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  52. def getInit(): String

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    Definition Classes
    H2OKMeansParams

  53. def getK(): Int

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    Definition Classes
    H2OKMeansParams

  54. def getKeepCrossValidationFoldAssignment(): Boolean

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    Definition Classes
    H2OAlgoCommonParams

  55. def getKeepCrossValidationPredictions(): Boolean

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    Definition Classes
    H2OAlgoCommonParams

  56. def getMaxIterations(): Int

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    Definition Classes
    H2OKMeansParams

  57. def getModelId(): String

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    Definition Classes
    H2OAlgoCommonParams

  58. def getNamedMojoOutputColumns(): Boolean

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    Definition Classes
    H2OMOJOAlgoSharedParams

  59. def getNfolds(): Int

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    Params

  61. def getParallelizeCrossValidation(): Boolean

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    Definition Classes
    H2OAlgoCommonParams

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

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    Definition Classes
    Params

  63. def getPredictionCol(): String

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    Definition Classes
    H2OMOJOAlgoSharedParams

  64. def getSeed(): Long

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    Definition Classes
    H2OCommonParams

  65. def getSplitRatio(): Double

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    Definition Classes
    H2OCommonParams

  66. def getStandardize(): Boolean

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    Definition Classes
    H2OKMeansParams

  67. def getUserPoints(): Array[Array[Double]]

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    Definition Classes
    H2OKMeansParams

  68. def getWeightCol(): String

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    Definition Classes
    H2OCommonParams

  69. def getWithDetailedPredictionCol(): Boolean

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    Definition Classes
    H2OMOJOAlgoSharedParams

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

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    Definition Classes
    Params

  71. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params

  72. def hashCode(): Int

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    Definition Classes
    AnyRef → Any

  73. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  74. def intArrayParam(name: String, doc: Option[String] = None): IntArrayParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  76. def intParam(name: String, doc: Option[String] = None): IntParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    Params

  79. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any

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

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    Definition Classes
    Params

  81. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging

  82. def log: Logger

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

  89. def logName: String

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

  94. def longParam(name: String, doc: Option[String] = None): LongParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  96. final val modelId: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoCommonParams

  97. final val namedMojoOutputColumns: Param[Boolean]

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

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

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    Definition Classes
    AnyRef

  99. final val nfolds: IntParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  100. final def notify(): Unit

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    Definition Classes
    AnyRef

  101. final def notifyAll(): Unit

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    Definition Classes
    AnyRef

  102. def nullableDoubleArrayArrayParam(name: String, doc: Option[String] = None): NullableDoubleArrayArrayParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper

  104. def nullableDoubleArrayParam(name: String, doc: Option[String] = None): NullableDoubleArrayParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper

  106. def nullableStringArrayParam(name: String, doc: Option[String] = None): NullableStringArrayParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  108. def nullableStringParam(name: String, doc: Option[String] = None): NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  110. def param[T](name: String, doc: Option[String] = None): Param[T]

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  112. def paramTag: ClassTag[KMeansParameters]

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    Attributes
    protected
    Definition Classes
    H2OKMeansParams → H2OAlgoParamsHelper

  113. var parameters: KMeansParameters

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    Params

  115. def preProcessBeforeFit(trainFrame: Frame): Unit

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    Attributes
    protected
    Definition Classes
    H2OKMeans → H2OAlgorithm

  116. final val predictionCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoCommonUtils

  118. def save(path: String): Unit

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

  119. def schemaTag: ClassTag[H2O_SCHEMA]

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    Attributes
    protected
    Definition Classes
    H2OKMeansParams → H2OAlgoParamsHelper

  120. final val seed: LongParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  121. final def set(paramPair: ParamPair[_]): H2OKMeans.this.type

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    Attributes
    protected
    Definition Classes
    Params

  122. final def set(param: String, value: Any): H2OKMeans.this.type

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    Attributes
    protected
    Definition Classes
    Params

  123. final def set[T](param: Param[T], value: T): H2OKMeans.this.type

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    Definition Classes
    Params

  124. def setAllStringColumnsToCategorical(value: Boolean): H2OKMeans.this.type

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    Definition Classes
    H2OCommonParams

  125. def setColumnsToCategorical(columns: Array[String]): H2OKMeans.this.type

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    Definition Classes
    H2OCommonParams

  126. def setColumnsToCategorical(first: String, others: String*): H2OKMeans.this.type

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    Definition Classes
    H2OCommonParams

  127. def setConvertInvalidNumbersToNa(value: Boolean): H2OKMeans.this.type

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    Definition Classes
    H2OCommonParams

  128. def setConvertUnknownCategoricalLevelsToNa(value: Boolean): H2OKMeans.this.type

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    Definition Classes
    H2OCommonParams

  129. final def setDefault(paramPairs: ParamPair[_]*): H2OKMeans.this.type

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    Attributes
    protected
    Definition Classes
    Params

  130. final def setDefault[T](param: Param[T], value: T): H2OKMeans.this.type

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    Attributes
    protected
    Definition Classes
    Params

  131. def setDetailedPredictionCol(columnName: String): H2OKMeans.this.type

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    Definition Classes
    H2OCommonParams

  132. def setDistribution(value: String): H2OKMeans.this.type

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    Definition Classes
    H2OAlgoCommonParams

  133. def setDistribution(value: DistributionFamily): H2OKMeans.this.type

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    Definition Classes
    H2OAlgoCommonParams
    Annotations
    @DeprecatedMethod( "setDistribution(value: String)" )

  134. def setEstimateK(value: Boolean): H2OKMeans.this.type

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    Definition Classes
    H2OKMeansParams

  135. def setFeaturesCol(first: String): H2OKMeans.this.type

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    Definition Classes
    H2OCommonParams

  136. def setFeaturesCols(columnNames: Array[String]): H2OKMeans.this.type

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    Definition Classes
    H2OCommonParams

  137. def setFeaturesCols(first: String, others: String*): H2OKMeans.this.type

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    Definition Classes
    H2OCommonParams

  138. def setFoldCol(columnName: String): H2OKMeans.this.type

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    Definition Classes
    H2OCommonParams

  139. def setInit(value: String): H2OKMeans.this.type

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    Definition Classes
    H2OKMeansParams

  140. def setK(value: Int): H2OKMeans.this.type

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    Definition Classes
    H2OKMeansParams

  141. def setKeepCrossValidationFoldAssignment(value: Boolean): H2OKMeans.this.type

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    Definition Classes
    H2OAlgoCommonParams

  142. def setKeepCrossValidationPredictions(value: Boolean): H2OKMeans.this.type

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    Definition Classes
    H2OAlgoCommonParams

  143. def setMaxIterations(value: Int): H2OKMeans.this.type

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    Definition Classes
    H2OKMeansParams

  144. def setModelId(id: String): H2OKMeans.this.type

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    Definition Classes
    H2OAlgoCommonParams

  145. def setNamedMojoOutputColumns(value: Boolean): H2OKMeans.this.type

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    Definition Classes
    H2OCommonParams

  146. def setNfolds(value: Int): H2OKMeans.this.type

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    Definition Classes
    H2OCommonParams

  147. def setParallelizeCrossValidation(value: Boolean): H2OKMeans.this.type

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    Definition Classes
    H2OAlgoCommonParams

  148. def setPredictionCol(columnName: String): H2OKMeans.this.type

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    Definition Classes
    H2OCommonParams

  149. def setSeed(value: Long): H2OKMeans.this.type

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    Definition Classes
    H2OCommonParams

  150. def setSplitRatio(ratio: Double): H2OKMeans.this.type

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    Definition Classes
    H2OCommonParams

  151. def setStandardize(value: Boolean): H2OKMeans.this.type

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    Definition Classes
    H2OKMeansParams

  152. def setUserPoints(value: Array[Array[Double]]): H2OKMeans.this.type

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    Definition Classes
    H2OKMeansParams

  153. def setWeightCol(columnName: String): H2OKMeans.this.type

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    Definition Classes
    H2OCommonParams

  154. def setWithDetailedPredictionCol(enabled: Boolean): H2OKMeans.this.type

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    Definition Classes
    H2OCommonParams

  155. final val splitRatio: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  156. def stringArrayParam(name: String, doc: Option[String] = None): StringArrayParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  158. def stringParam(name: String, doc: Option[String] = None): Param[String]

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    AnyRef

  161. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any

  162. def transformSchema(schema: StructType): StructType

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    Definition Classes
    H2OAlgorithm → PipelineStage
    Annotations
    @DeveloperApi()

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

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()

  164. val uid: String

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    Definition Classes
    H2OKMeans → Identifiable

  165. def updateH2OParams(): Unit

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    Update H2O params based on provided parameters to Spark Transformer/Estimator

    Update H2O params based on provided parameters to Spark Transformer/Estimator

    Definition Classes
    H2OKMeansParams → H2OAlgoCommonParams

  166. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  169. final val weightCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  170. final val withDetailedPredictionCol: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

  171. def write: MLWriter

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    Definition Classes
    DefaultParamsWritable → MLWritable

Inherited from H2OKMeansParams

Inherited from H2OUnsupervisedAlgorithm[KMeans, KMeansModel, KMeansParameters]

Inherited from H2OAlgoUnsupervisedParams[KMeansParameters]

Inherited from H2OCommonUnsupervisedParams

Inherited from H2OAlgorithm[KMeans, KMeansModel, KMeansParameters]

Inherited from H2OAlgoCommonParams[KMeansParameters]

Inherited from H2OAlgoParamsHelper[KMeansParameters]

Inherited from DefaultParamsWritable

Inherited from MLWritable

Inherited from H2OAlgoCommonUtils

Inherited from H2OCommonParams

Inherited from H2OMOJOAlgoSharedParams

Inherited from Logging

Inherited from Estimator[H2OMOJOModel]

Inherited from PipelineStage

Inherited from Logging

Inherited from Params

Inherited from Serializable

Inherited from Serializable

Inherited from Identifiable

Inherited from AnyRef

Inherited from Any

Ungrouped