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], H2OAlgoParamsHelper[GBMParameters], DefaultParamsWritable, MLWritable, H2OAlgoCommonUtils, EstimatorCommonUtils, RestCommunication, RestEncodingUtils, H2OCommonParams, H2OMOJOAlgoSharedParams, 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. H2OAlgoParamsHelper
  16. DefaultParamsWritable
  17. MLWritable
  18. H2OAlgoCommonUtils
  19. EstimatorCommonUtils
  20. RestCommunication
  21. RestEncodingUtils
  22. H2OCommonParams
  23. H2OMOJOAlgoSharedParams
  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(endpoint: URI, suffix: String, conf: H2OConf): Unit

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    Attributes
    protected
    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 getH2ODoc(fieldName: String): String

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  61. def getHistogramType(): String

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    Definition Classes
    H2OAlgoSharedTreeParams

  62. def getKeepCrossValidationFoldAssignment(): Boolean

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    Definition Classes
    H2OAlgoCommonParams

  63. def getKeepCrossValidationPredictions(): Boolean

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    Definition Classes
    H2OAlgoCommonParams

  64. def getLabelCol(): String

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    Definition Classes
    H2OCommonSupervisedParams

  65. def getLearnRate(): Double

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    Definition Classes
    H2OGBMParams

  66. def getLearnRateAnnealing(): Double

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    Definition Classes
    H2OGBMParams

  67. def getMaxAbsLeafnodePred(): Double

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    Definition Classes
    H2OGBMParams

  68. def getMaxDepth(): Int

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    Definition Classes
    H2OAlgoSharedTreeParams

  69. def getMinRows(): Double

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    Definition Classes
    H2OAlgoSharedTreeParams

  70. def getMinSplitImprovement(): Double

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    Definition Classes
    H2OAlgoSharedTreeParams

  71. def getModelId(): String

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    Definition Classes
    H2OAlgoCommonParams

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

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    Definition Classes
    HasMonotoneConstraints

  73. def getMonotoneConstraintsAsKeyValuePairs(): Array[KeyValue]

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    Attributes
    protected
    Definition Classes
    HasMonotoneConstraints

  74. def getNamedMojoOutputColumns(): Boolean

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    Definition Classes
    H2OMOJOAlgoSharedParams

  75. def getNbins(): Int

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    Definition Classes
    H2OAlgoSharedTreeParams

  76. def getNbinsCats(): Int

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    Definition Classes
    H2OAlgoSharedTreeParams

  77. def getNbinsTopLevel(): Int

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    Definition Classes
    H2OAlgoSharedTreeParams

  78. def getNfolds(): Int

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    Definition Classes
    H2OCommonParams

  79. def getNtrees(): Int

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    Definition Classes
    H2OTreeBasedSupervisedMOJOParams

  80. def getOffsetCol(): String

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    Definition Classes
    H2OSupervisedMOJOParams

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

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    Definition Classes
    Params

  82. def getParallelizeCrossValidation(): Boolean

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    Definition Classes
    H2OAlgoCommonParams

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

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    Definition Classes
    Params

  84. def getPredNoiseBandwidth(): Double

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    Definition Classes
    H2OGBMParams

  85. def getPredictionCol(): String

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    Definition Classes
    H2OMOJOAlgoSharedParams

  86. def getQuantileAlpha(): Double

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    Definition Classes
    HasQuantileAlpha

  87. def getSampleRate(): Double

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    Definition Classes
    H2OAlgoSharedTreeParams

  88. def getSampleRatePerClass(): Array[Double]

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    Definition Classes
    H2OAlgoSharedTreeParams

  89. def getScoreTreeInterval(): Int

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    Definition Classes
    H2OAlgoSharedTreeParams

  90. def getSeed(): Long

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    Definition Classes
    H2OCommonParams

  91. def getSplitRatio(): Double

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    Definition Classes
    H2OCommonParams

  92. def getStoppingMetric(): String

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    Definition Classes
    HasStoppingCriteria

  93. def getStoppingRounds(): Int

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    Definition Classes
    HasStoppingCriteria

  94. def getStoppingTolerance(): Double

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    Definition Classes
    HasStoppingCriteria

  95. def getWeightCol(): String

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    Definition Classes
    H2OCommonParams

  96. def getWithDetailedPredictionCol(): Boolean

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    Definition Classes
    H2OMOJOAlgoSharedParams

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

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    Definition Classes
    Params

  98. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params

  99. def hashCode(): Int

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    Definition Classes
    AnyRef → Any

  100. final val histogramType: Param[String]

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    Definition Classes
    H2OAlgoSharedTreeParams

  101. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  102. 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

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

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    Definition Classes
    RestCommunication

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    Params

  109. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any

  110. def isPrimitiveType(value: Any): Boolean

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Definition Classes
    Params

  112. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging

  113. final val labelCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OCommonSupervisedParams

  114. def log: Logger

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

  121. def logName: String

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  128. final val maxDepth: IntParam

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    Definition Classes
    H2OAlgoSharedTreeParams

  129. final val minRows: DoubleParam

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    Definition Classes
    H2OAlgoSharedTreeParams

  130. final val minSplitImprovement: DoubleParam

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    Definition Classes
    H2OAlgoSharedTreeParams

  131. final val modelId: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoCommonParams

  132. final val namedMojoOutputColumns: Param[Boolean]

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

  133. final val nbins: IntParam

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    Definition Classes
    H2OAlgoSharedTreeParams

  134. final val nbinsCats: IntParam

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    Definition Classes
    H2OAlgoSharedTreeParams

  135. final val nbinsTopLevel: IntParam

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    Definition Classes
    H2OAlgoSharedTreeParams

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

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    Definition Classes
    AnyRef

  137. final val nfolds: IntParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  138. final def notify(): Unit

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    Definition Classes
    AnyRef

  139. final def notifyAll(): Unit

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    Definition Classes
    AnyRef

  140. final val ntrees: IntParam

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    Attributes
    protected
    Definition Classes
    H2OTreeBasedSupervisedMOJOParams

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  151. def paramTag: ClassTag[GBMParameters]

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    Attributes
    protected
    Definition Classes
    H2OGBMParams → H2OAlgoParamsHelper

  152. var parameters: GBMParameters

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    Params

  154. final val predictionCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoCommonUtils

  156. def prepareH2OTrainFrameForFitting(trainFrame: H2OFrame): Unit

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    Attributes
    protected
    Definition Classes
    H2OSupervisedAlgorithm → H2OAlgorithm

  157. 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

  158. 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

  159. 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

  160. final val sampleRate: DoubleParam

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    Definition Classes
    H2OAlgoSharedTreeParams

  161. final val sampleRatePerClass: NullableDoubleArrayParam

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    Definition Classes
    H2OAlgoSharedTreeParams

  162. def sanitize(colName: String): String

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    Definition Classes
    H2OAlgoCommonUtils

  163. def save(path: String): Unit

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

  164. def schemaTag: ClassTag[H2O_SCHEMA]

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    Attributes
    protected
    Definition Classes
    H2OGBMParams → H2OAlgoParamsHelper

  165. final val scoreTreeInterval: IntParam

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    Definition Classes
    H2OAlgoSharedTreeParams

  166. final val seed: LongParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Definition Classes
    Params

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

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

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

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    Definition Classes
    H2OAlgoSharedTreeParams

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

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    Definition Classes
    H2OGBMParams

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

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    Definition Classes
    H2OAlgoSharedTreeParams

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

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    Definition Classes
    H2OAlgoSharedTreeParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OAlgoCommonParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OAlgoSharedTreeParams

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

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    Definition Classes
    H2OAlgoCommonParams

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

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    Definition Classes
    H2OAlgoCommonParams

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

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    Definition Classes
    H2OCommonSupervisedParams

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

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    Definition Classes
    H2OGBMParams

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

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    Definition Classes
    H2OGBMParams

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

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    Definition Classes
    H2OGBMParams

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

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    Definition Classes
    H2OAlgoSharedTreeParams

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

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    Definition Classes
    H2OAlgoSharedTreeParams

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

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    Definition Classes
    H2OAlgoSharedTreeParams

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

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    Definition Classes
    H2OAlgoCommonParams

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

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    Definition Classes
    HasMonotoneConstraints

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OAlgoSharedTreeParams

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

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    Definition Classes
    H2OAlgoSharedTreeParams

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

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    Definition Classes
    H2OAlgoSharedTreeParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OAlgoSharedTreeParams

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

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    Definition Classes
    H2OCommonSupervisedParams

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

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    Definition Classes
    H2OAlgoCommonParams

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

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    Definition Classes
    H2OGBMParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    HasQuantileAlpha

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

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    Definition Classes
    H2OAlgoSharedTreeParams

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

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    Definition Classes
    H2OAlgoSharedTreeParams

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

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    Definition Classes
    H2OAlgoSharedTreeParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    HasStoppingCriteria

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

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    Definition Classes
    HasStoppingCriteria

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

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    Definition Classes
    HasStoppingCriteria

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

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    H2OCommonParams

  220. final val splitRatio: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  225. def stringify(value: Any): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

  229. def stringifyPrimitiveParam(value: Any): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Definition Classes
    AnyRef

  231. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any

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

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    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils

  233. def transformSchema(schema: StructType): StructType

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

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

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()

  235. val uid: String

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    Definition Classes
    H2OGBM → Identifiable

  236. 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

  237. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  240. final val weightCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  241. final val withDetailedPredictionCol: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

  242. 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 H2OAlgoParamsHelper[GBMParameters]

Inherited from DefaultParamsWritable

Inherited from MLWritable

Inherited from H2OAlgoCommonUtils

Inherited from EstimatorCommonUtils

Inherited from RestCommunication

Inherited from RestEncodingUtils

Inherited from H2OCommonParams

Inherited from H2OMOJOAlgoSharedParams

Inherited from Logging

Inherited from Estimator[H2OMOJOModel]

Inherited from PipelineStage

Inherited from Logging

Inherited from Params

Inherited from Serializable

Inherited from Serializable

Inherited from Identifiable

Inherited from AnyRef

Inherited from Any

Ungrouped