Class/Object

ai.h2o.sparkling.ml.algos

H2OGBM

Related Docs: object H2OGBM | package algos

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class H2OGBM extends H2OTreeBasedSupervisedAlgorithm[GBMParameters] with H2OGBMParams

H2O GBM algorithm exposed via Spark ML pipelines.

Linear Supertypes
H2OGBMParams, HasQuantileAlpha, HasMonotoneConstraints, H2OAlgoSharedTreeParams[GBMParameters], HasStoppingCriteria[GBMParameters], H2OTreeBasedSupervisedAlgorithm[GBMParameters], H2OTreeBasedSupervisedMOJOParams, H2OSupervisedAlgorithm[GBMParameters], H2OAlgoSupervisedParams[GBMParameters], H2OCommonSupervisedParams, H2OSupervisedMOJOParams, H2OAlgorithm[GBMParameters], H2OAlgoCommonParams[GBMParameters], H2OCommonParams, H2OMOJOAlgoSharedParams, H2OAlgoParamsHelper[GBMParameters], DefaultParamsWritable, MLWritable, H2OAlgoCommonUtils, EstimatorCommonUtils, RestCommunication, RestEncodingUtils, Logging, Estimator[H2OMOJOModel], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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Inherited
  1. H2OGBM
  2. H2OGBMParams
  3. HasQuantileAlpha
  4. HasMonotoneConstraints
  5. H2OAlgoSharedTreeParams
  6. HasStoppingCriteria
  7. H2OTreeBasedSupervisedAlgorithm
  8. H2OTreeBasedSupervisedMOJOParams
  9. H2OSupervisedAlgorithm
  10. H2OAlgoSupervisedParams
  11. H2OCommonSupervisedParams
  12. H2OSupervisedMOJOParams
  13. H2OAlgorithm
  14. H2OAlgoCommonParams
  15. H2OCommonParams
  16. H2OMOJOAlgoSharedParams
  17. H2OAlgoParamsHelper
  18. DefaultParamsWritable
  19. MLWritable
  20. H2OAlgoCommonUtils
  21. EstimatorCommonUtils
  22. RestCommunication
  23. RestEncodingUtils
  24. Logging
  25. Estimator
  26. PipelineStage
  27. Logging
  28. Params
  29. Serializable
  30. Serializable
  31. Identifiable
  32. AnyRef
  33. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new H2OGBM()

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  2. new H2OGBM(uid: String)

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Type Members

  1. type H2O_SCHEMA = GBMParametersV3

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    Definition Classes
    H2OGBMParams → 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 def asInstanceOf[T0]: T0

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    Definition Classes
    Any

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  8. final val buildTreeOneNode: BooleanParam

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    Definition Classes
    H2OAlgoSharedTreeParams

  9. def checkResponseCode(connection: HttpURLConnection): Unit

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    Definition Classes
    RestCommunication

  10. final def clear(param: Param[_]): H2OGBM.this.type

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    Definition Classes
    Params

  11. def clone(): AnyRef

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

  12. final val colSampleRateChangePerLevel: DoubleParam

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    Definition Classes
    H2OAlgoSharedTreeParams

  13. final val colSampleRatePerTree: DoubleParam

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    Definition Classes
    H2OAlgoSharedTreeParams

  14. final val columnsToCategorical: StringArrayParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  15. final val convertInvalidNumbersToNa: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

  16. final val convertUnknownCategoricalLevelsToNa: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

  17. def copy(extra: ParamMap): H2OGBM.this.type

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    Definition Classes
    H2OAlgorithm → Estimator → PipelineStage → Params

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    Params

  20. 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

  21. final val detailedPredictionCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    RestCommunication

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

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    Attributes
    protected
    Definition Classes
    RestCommunication

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

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    Definition Classes
    AnyRef

  29. def equals(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

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

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    Definition Classes
    Params

  31. def explainParams(): String

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    Definition Classes
    Params

  32. final def extractParamMap(): ParamMap

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  34. final val featuresCols: StringArrayParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

  35. def finalize(): Unit

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

  36. def fit(dataset: Dataset[_]): H2OTreeBasedSupervisedMOJOModel

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    Definition Classes
    H2OTreeBasedSupervisedAlgorithm → H2OSupervisedAlgorithm → H2OAlgorithm → Estimator

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

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

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

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

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

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

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  42. final val foldCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    Params

  44. def getAllStringColumnsToCategorical(): Boolean

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

  45. def getBuildTreeOneNode(): Boolean

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    Definition Classes
    H2OAlgoSharedTreeParams

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

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    Definition Classes
    AnyRef → Any

  47. def getColSampleRate(): Double

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    Definition Classes
    H2OGBMParams

  48. def getColSampleRateChangePerLevel(): Double

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    Definition Classes
    H2OAlgoSharedTreeParams

  49. def getColSampleRatePerTree(): Double

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    Definition Classes
    H2OAlgoSharedTreeParams

  50. def getColumnsToCategorical(): Array[String]

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    Definition Classes
    H2OCommonParams

  51. def getConvertInvalidNumbersToNa(): Boolean

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    Definition Classes
    H2OMOJOAlgoSharedParams

  52. def getConvertUnknownCategoricalLevelsToNa(): Boolean

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    Definition Classes
    H2OMOJOAlgoSharedParams

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

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    Definition Classes
    Params

  54. def getDetailedPredictionCol(): String

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    Definition Classes
    H2OMOJOAlgoSharedParams

  55. def getDistribution(): String

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    Definition Classes
    H2OAlgoCommonParams

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  57. def getExcludedCols(): Seq[String]

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    Attributes
    protected
    Definition Classes
    H2OCommonSupervisedParams → H2OCommonParams

  58. def getFeaturesCols(): Array[String]

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    Definition Classes
    H2OCommonParams → H2OMOJOAlgoSharedParams

  59. def getFoldCol(): String

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    Definition Classes
    H2OCommonParams

  60. def getGainsliftBins(): Int

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    Definition Classes
    H2OGBMParams

  61. def getH2ODoc(fieldName: String): String

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  62. def getHistogramType(): String

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    Definition Classes
    H2OAlgoSharedTreeParams

  63. def getKeepCrossValidationFoldAssignment(): Boolean

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    Definition Classes
    H2OAlgoCommonParams

  64. def getKeepCrossValidationPredictions(): Boolean

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    Definition Classes
    H2OAlgoCommonParams

  65. def getLabelCol(): String

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    Definition Classes
    H2OCommonSupervisedParams

  66. def getLearnRate(): Double

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    Definition Classes
    H2OGBMParams

  67. def getLearnRateAnnealing(): Double

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    Definition Classes
    H2OGBMParams

  68. def getMaxAbsLeafnodePred(): Double

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    Definition Classes
    H2OGBMParams

  69. def getMaxDepth(): Int

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    Definition Classes
    H2OAlgoSharedTreeParams

  70. def getMinRows(): Double

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    Definition Classes
    H2OAlgoSharedTreeParams

  71. def getMinSplitImprovement(): Double

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    Definition Classes
    H2OAlgoSharedTreeParams

  72. def getModelId(): String

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    Definition Classes
    H2OAlgoCommonParams

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

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    Definition Classes
    HasMonotoneConstraints

  74. def getMonotoneConstraintsAsKeyValuePairs(): Array[KeyValue]

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    Attributes
    protected
    Definition Classes
    HasMonotoneConstraints

  75. def getNamedMojoOutputColumns(): Boolean

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    Definition Classes
    H2OMOJOAlgoSharedParams

  76. def getNbins(): Int

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    Definition Classes
    H2OAlgoSharedTreeParams

  77. def getNbinsCats(): Int

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    Definition Classes
    H2OAlgoSharedTreeParams

  78. def getNbinsTopLevel(): Int

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    Definition Classes
    H2OAlgoSharedTreeParams

  79. def getNfolds(): Int

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    Definition Classes
    H2OCommonParams

  80. def getNtrees(): Int

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    Definition Classes
    H2OTreeBasedSupervisedMOJOParams

  81. def getOffsetCol(): String

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    Definition Classes
    H2OSupervisedMOJOParams

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

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    Definition Classes
    Params

  83. def getParallelizeCrossValidation(): Boolean

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    Definition Classes
    H2OAlgoCommonParams

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

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    Definition Classes
    Params

  85. def getPredNoiseBandwidth(): Double

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    Definition Classes
    H2OGBMParams

  86. def getPredictionCol(): String

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    Definition Classes
    H2OMOJOAlgoSharedParams

  87. def getQuantileAlpha(): Double

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    Definition Classes
    HasQuantileAlpha

  88. def getSampleRate(): Double

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    Definition Classes
    H2OAlgoSharedTreeParams

  89. def getSampleRatePerClass(): Array[Double]

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    Definition Classes
    H2OAlgoSharedTreeParams

  90. def getScoreTreeInterval(): Int

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    Definition Classes
    H2OAlgoSharedTreeParams

  91. def getSeed(): Long

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    Definition Classes
    H2OCommonParams

  92. def getSplitRatio(): Double

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    Definition Classes
    H2OCommonParams

  93. def getStoppingMetric(): String

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    Definition Classes
    HasStoppingCriteria

  94. def getStoppingRounds(): Int

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    Definition Classes
    HasStoppingCriteria

  95. def getStoppingTolerance(): Double

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    Definition Classes
    HasStoppingCriteria

  96. def getWeightCol(): String

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    Definition Classes
    H2OCommonParams

  97. def getWithContributions(): Boolean

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    Definition Classes
    H2OMOJOAlgoSharedParams

  98. def getWithDetailedPredictionCol(): Boolean

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    Definition Classes
    H2OMOJOAlgoSharedParams

  99. def getWithLeafNodeAssignments(): Boolean

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    Definition Classes
    H2OMOJOAlgoSharedParams

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

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    Definition Classes
    Params

  101. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params

  102. def hashCode(): Int

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    Definition Classes
    AnyRef → Any

  103. final val histogramType: Param[String]

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    Definition Classes
    H2OAlgoSharedTreeParams

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

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    Attributes
    protected
    Definition Classes
    Logging

  105. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  106. 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

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

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    Definition Classes
    RestCommunication

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    Params

  113. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any

  114. def isPrimitiveType(value: Any): Boolean

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Definition Classes
    Params

  116. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging

  117. final val labelCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OCommonSupervisedParams

  118. def log: Logger

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

  125. def logName: String

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  132. final val maxDepth: IntParam

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    Definition Classes
    H2OAlgoSharedTreeParams

  133. final val minRows: DoubleParam

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    Definition Classes
    H2OAlgoSharedTreeParams

  134. final val minSplitImprovement: DoubleParam

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    Definition Classes
    H2OAlgoSharedTreeParams

  135. final val modelId: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoCommonParams

  136. final val namedMojoOutputColumns: Param[Boolean]

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

  137. final val nbins: IntParam

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    Definition Classes
    H2OAlgoSharedTreeParams

  138. final val nbinsCats: IntParam

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    Definition Classes
    H2OAlgoSharedTreeParams

  139. final val nbinsTopLevel: IntParam

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    Definition Classes
    H2OAlgoSharedTreeParams

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

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    Definition Classes
    AnyRef

  141. final val nfolds: IntParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  142. final def notify(): Unit

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    Definition Classes
    AnyRef

  143. final def notifyAll(): Unit

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    Definition Classes
    AnyRef

  144. final val ntrees: IntParam

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    Attributes
    protected
    Definition Classes
    H2OTreeBasedSupervisedMOJOParams

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  155. def paramTag: ClassTag[GBMParameters]

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    Attributes
    protected
    Definition Classes
    H2OGBMParams → H2OAlgoParamsHelper

  156. var parameters: GBMParameters

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    Params

  158. final val predictionCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

  159. def prepareDatasetForFitting(dataset: Dataset[_]): (H2OFrame, Option[H2OFrame])

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    Attributes
    protected
    Definition Classes
    H2OAlgoCommonUtils

  160. def prepareH2OTrainFrameForFitting(trainFrame: H2OFrame): Unit

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    Attributes
    protected
    Definition Classes
    H2OSupervisedAlgorithm → H2OAlgorithm

  161. 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

  162. 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

  163. 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

  164. final val sampleRate: DoubleParam

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    Definition Classes
    H2OAlgoSharedTreeParams

  165. final val sampleRatePerClass: NullableDoubleArrayParam

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    Definition Classes
    H2OAlgoSharedTreeParams

  166. def sanitize(colName: String): String

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    Definition Classes
    H2OAlgoCommonUtils

  167. def save(path: String): Unit

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

  168. def schemaTag: ClassTag[H2O_SCHEMA]

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    Attributes
    protected
    Definition Classes
    H2OGBMParams → H2OAlgoParamsHelper

  169. final val scoreTreeInterval: IntParam

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    Definition Classes
    H2OAlgoSharedTreeParams

  170. final val seed: LongParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  171. final def set(paramPair: ParamPair[_]): H2OGBM.this.type

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    Attributes
    protected
    Definition Classes
    Params

  172. final def set(param: String, value: Any): H2OGBM.this.type

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    Attributes
    protected
    Definition Classes
    Params

  173. final def set[T](param: Param[T], value: T): H2OGBM.this.type

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    Definition Classes
    Params

  174. def setAllStringColumnsToCategorical(value: Boolean): H2OGBM.this.type

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

  175. def setBuildTreeOneNode(value: Boolean): H2OGBM.this.type

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    Definition Classes
    H2OAlgoSharedTreeParams

  176. def setColSampleRate(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  177. def setColSampleRateChangePerLevel(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OAlgoSharedTreeParams

  178. def setColSampleRatePerTree(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OAlgoSharedTreeParams

  179. def setColumnsToCategorical(columnNames: ArrayList[String]): H2OGBM.this.type

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    Definition Classes
    H2OCommonParams

  180. def setColumnsToCategorical(columns: Array[String]): H2OGBM.this.type

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    Definition Classes
    H2OCommonParams

  181. def setColumnsToCategorical(first: String, others: String*): H2OGBM.this.type

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    Definition Classes
    H2OCommonParams

  182. def setConvertInvalidNumbersToNa(value: Boolean): H2OGBM.this.type

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    Definition Classes
    H2OCommonParams

  183. def setConvertUnknownCategoricalLevelsToNa(value: Boolean): H2OGBM.this.type

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    Definition Classes
    H2OCommonParams

  184. final def setDefault(paramPairs: ParamPair[_]*): H2OGBM.this.type

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    Attributes
    protected
    Definition Classes
    Params

  185. final def setDefault[T](param: Param[T], value: T): H2OGBM.this.type

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    Attributes
    protected
    Definition Classes
    Params

  186. def setDetailedPredictionCol(columnName: String): H2OGBM.this.type

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    Definition Classes
    H2OCommonParams

  187. def setDistribution(value: String): H2OGBM.this.type

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    Definition Classes
    H2OAlgoCommonParams

  188. def setFeaturesCol(first: String): H2OGBM.this.type

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    Definition Classes
    H2OCommonParams

  189. def setFeaturesCols(columnNames: ArrayList[String]): H2OGBM.this.type

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    Definition Classes
    H2OCommonParams

  190. def setFeaturesCols(columnNames: Array[String]): H2OGBM.this.type

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    Definition Classes
    H2OCommonParams

  191. def setFeaturesCols(first: String, others: String*): H2OGBM.this.type

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    Definition Classes
    H2OCommonParams

  192. def setFoldCol(columnName: String): H2OGBM.this.type

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    Definition Classes
    H2OCommonParams

  193. def setGainsliftBins(value: Int): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  194. def setHistogramType(value: String): H2OGBM.this.type

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    Definition Classes
    H2OAlgoSharedTreeParams

  195. def setKeepCrossValidationFoldAssignment(value: Boolean): H2OGBM.this.type

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    Definition Classes
    H2OAlgoCommonParams

  196. def setKeepCrossValidationPredictions(value: Boolean): H2OGBM.this.type

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    Definition Classes
    H2OAlgoCommonParams

  197. def setLabelCol(columnName: String): H2OGBM.this.type

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    Definition Classes
    H2OCommonSupervisedParams

  198. def setLearnRate(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  199. def setLearnRateAnnealing(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  200. def setMaxAbsLeafnodePred(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  201. def setMaxDepth(value: Int): H2OGBM.this.type

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    Definition Classes
    H2OAlgoSharedTreeParams

  202. def setMinRows(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OAlgoSharedTreeParams

  203. def setMinSplitImprovement(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OAlgoSharedTreeParams

  204. def setModelId(id: String): H2OGBM.this.type

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    Definition Classes
    H2OAlgoCommonParams

  205. def setMonotoneConstraints(value: Map[String, Double]): H2OGBM.this.type

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    Definition Classes
    HasMonotoneConstraints

  206. def setNamedMojoOutputColumns(value: Boolean): H2OGBM.this.type

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    Definition Classes
    H2OCommonParams

  207. def setNbins(value: Int): H2OGBM.this.type

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    Definition Classes
    H2OAlgoSharedTreeParams

  208. def setNbinsCats(value: Int): H2OGBM.this.type

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    Definition Classes
    H2OAlgoSharedTreeParams

  209. def setNbinsTopLevel(value: Int): H2OGBM.this.type

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    Definition Classes
    H2OAlgoSharedTreeParams

  210. def setNfolds(value: Int): H2OGBM.this.type

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    Definition Classes
    H2OCommonParams

  211. def setNtrees(value: Int): H2OGBM.this.type

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    Definition Classes
    H2OAlgoSharedTreeParams

  212. def setOffsetCol(columnName: String): H2OGBM.this.type

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    Definition Classes
    H2OCommonSupervisedParams

  213. def setParallelizeCrossValidation(value: Boolean): H2OGBM.this.type

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    Definition Classes
    H2OAlgoCommonParams

  214. def setPredNoiseBandwidth(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  215. def setPredictionCol(columnName: String): H2OGBM.this.type

    Permalink
    Definition Classes
    H2OCommonParams

  216. def setQuantileAlpha(value: Double): H2OGBM.this.type

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    Definition Classes
    HasQuantileAlpha

  217. def setSampleRate(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OAlgoSharedTreeParams

  218. def setSampleRatePerClass(value: Array[Double]): H2OGBM.this.type

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    Definition Classes
    H2OAlgoSharedTreeParams

  219. def setScoreTreeInterval(value: Int): H2OGBM.this.type

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    Definition Classes
    H2OAlgoSharedTreeParams

  220. def setSeed(value: Long): H2OGBM.this.type

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    Definition Classes
    H2OCommonParams

  221. def setSplitRatio(ratio: Double): H2OGBM.this.type

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    Definition Classes
    H2OCommonParams

  222. def setStoppingMetric(value: String): H2OGBM.this.type

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    Definition Classes
    HasStoppingCriteria

  223. def setStoppingRounds(value: Int): H2OGBM.this.type

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    Definition Classes
    HasStoppingCriteria

  224. def setStoppingTolerance(value: Double): H2OGBM.this.type

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    Definition Classes
    HasStoppingCriteria

  225. def setWeightCol(columnName: String): H2OGBM.this.type

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    Definition Classes
    H2OCommonParams

  226. def setWithContributions(enabled: Boolean): H2OGBM.this.type

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    Definition Classes
    H2OCommonParams

  227. def setWithDetailedPredictionCol(enabled: Boolean): H2OGBM.this.type

    Permalink
    Definition Classes
    H2OCommonParams

  228. def setWithLeafNodeAssignments(enabled: Boolean): H2OGBM.this.type

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    Definition Classes
    H2OCommonParams

  229. final val splitRatio: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  234. def stringify(value: Any): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

  238. def stringifyPrimitiveParam(value: Any): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Definition Classes
    AnyRef

  240. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any

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

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    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils

  242. def transformSchema(schema: StructType): StructType

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    Definition Classes
    H2OSupervisedAlgorithm → H2OAlgorithm → PipelineStage
    Annotations
    @DeveloperApi()

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

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()

  244. val uid: String

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    Definition Classes
    H2OGBM → Identifiable

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

    Permalink
    Definition Classes
    RestCommunication

  246. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  249. final val weightCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  250. final val withContributions: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

  251. final val withDetailedPredictionCol: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

  252. final val withLeafNodeAssignments: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

  253. def write: MLWriter

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    Definition Classes
    DefaultParamsWritable → MLWritable

Inherited from H2OGBMParams

Inherited from HasQuantileAlpha

Inherited from HasMonotoneConstraints

Inherited from H2OAlgoSharedTreeParams[GBMParameters]

Inherited from HasStoppingCriteria[GBMParameters]

Inherited from H2OTreeBasedSupervisedAlgorithm[GBMParameters]

Inherited from H2OTreeBasedSupervisedMOJOParams

Inherited from H2OSupervisedAlgorithm[GBMParameters]

Inherited from H2OAlgoSupervisedParams[GBMParameters]

Inherited from H2OCommonSupervisedParams

Inherited from H2OSupervisedMOJOParams

Inherited from H2OAlgorithm[GBMParameters]

Inherited from H2OAlgoCommonParams[GBMParameters]

Inherited from H2OCommonParams

Inherited from H2OMOJOAlgoSharedParams

Inherited from H2OAlgoParamsHelper[GBMParameters]

Inherited from DefaultParamsWritable

Inherited from MLWritable

Inherited from H2OAlgoCommonUtils

Inherited from EstimatorCommonUtils

Inherited from RestCommunication

Inherited from RestEncodingUtils

Inherited from Logging

Inherited from Estimator[H2OMOJOModel]

Inherited from PipelineStage

Inherited from Logging

Inherited from Params

Inherited from Serializable

Inherited from Serializable

Inherited from Identifiable

Inherited from AnyRef

Inherited from Any

Ungrouped