Trait

org.apache.spark.ml.h2o.algos

H2OGLMParams

Related Doc: package algos

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trait H2OGLMParams extends H2OAlgoParams[GLMParameters]

Parameters for Spark's API exposing underlying H2O model.

Linear Supertypes
H2OAlgoParams[GLMParameters], Logging, H2OAlgoParamsHelper[GLMParameters], Params, Serializable, Serializable, Identifiable, AnyRef, Any
Known Subclasses
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Inherited
  1. H2OGLMParams
  2. H2OAlgoParams
  3. Logging
  4. H2OAlgoParamsHelper
  5. Params
  6. Serializable
  7. Serializable
  8. Identifiable
  9. AnyRef
  10. Any
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Visibility
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Type Members

  1. type H2O_SCHEMA = GLMParametersV3

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    Definition Classes
    H2OGLMParamsH2OAlgoParamsHelper

Abstract Value Members

  1. abstract def copy(extra: ParamMap): Params

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    Definition Classes
    Params
  2. abstract val uid: String

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    Definition Classes
    Identifiable

Concrete Value Members

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

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    Definition Classes
    AnyRef → Any
  2. final def ##(): Int

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    Definition Classes
    AnyRef → Any
  3. final def $[T](param: Param[T]): T

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    Attributes
    protected
    Definition Classes
    Params
  4. final def ==(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any
  5. def H2ODistributionParam(name: String): H2ODistributionParam

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    Definition Classes
    H2OAlgoParams
  6. final val allStringColumnsToCategorical: BooleanParam

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    Definition Classes
    H2OAlgoParams
  7. final val alpha: NullableDoubleArrayParam

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  8. final def asInstanceOf[T0]: T0

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    Definition Classes
    Any
  9. final val betaEpsilon: DoubleParam

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

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    Definition Classes
    H2OAlgoParamsHelper
  11. def booleanParam(name: String, doc: String): BooleanParam

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    Definition Classes
    H2OAlgoParamsHelper
  12. final def clear(param: Param[_]): H2OGLMParams.this.type

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    Definition Classes
    Params
  13. def clone(): AnyRef

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    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  14. final val columnsToCategorical: StringArrayParam

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    Definition Classes
    H2OAlgoParams
  15. final val computePValues: BooleanParam

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  16. final val convertUnknownCategoricalLevelsToNa: BooleanParam

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    Definition Classes
    H2OAlgoParams
  17. def copyValues[T <: Params](to: T, extra: ParamMap): T

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

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    Attributes
    protected
    Definition Classes
    Params
  19. final val distribution: H2ODistributionParam

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    Definition Classes
    H2OAlgoParams
  20. def doubleArrayParam(name: String, doc: Option[String] = None): DoubleArrayParam

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    Definition Classes
    H2OAlgoParamsHelper
  21. def doubleArrayParam(name: String, doc: String): DoubleArrayParam

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    Definition Classes
    H2OAlgoParamsHelper
  22. def doubleParam(name: String, doc: Option[String] = None): DoubleParam

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    Definition Classes
    H2OAlgoParamsHelper
  23. def doubleParam(name: String, doc: String): DoubleParam

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    Definition Classes
    H2OAlgoParamsHelper
  24. final val earlyStopping: BooleanParam

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

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

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    Definition Classes
    AnyRef → Any
  27. final val exactLambdas: BooleanParam

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

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    Definition Classes
    Params
  29. def explainParams(): String

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

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

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    Definition Classes
    Params
  32. final val family: H2OGLMFamilyParam

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  33. final val featuresCols: StringArrayParam

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    Definition Classes
    H2OAlgoParams
  34. def finalize(): Unit

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    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  35. def floatParam(name: String, doc: Option[String] = None): FloatParam

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    Definition Classes
    H2OAlgoParamsHelper
  36. def floatParam(name: String, doc: String): FloatParam

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    Definition Classes
    H2OAlgoParamsHelper
  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
    H2OAlgoParams
  39. def getAlpha(): Array[Double]

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  40. def getBetaEpsilon(): Double

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

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

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    Definition Classes
    H2OAlgoParams
  43. def getComputePValues(): Boolean

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  44. def getConvertUnknownCategoricalLevelsToNa(): Boolean

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    Definition Classes
    H2OAlgoParams
  45. final def getDefault[T](param: Param[T]): Option[T]

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    Definition Classes
    Params
  46. def getDistribution(): DistributionFamily

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    Definition Classes
    H2OAlgoParams
  47. def getDoc(doc: Option[String], fieldName: String): String

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  48. def getEarlyStopping(): Boolean

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  49. def getExactLambdas(): Boolean

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  50. def getFamily(): Family

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  51. def getFeaturesCols(): Array[String]

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    Definition Classes
    H2OAlgoParams
  52. def getGradientEpsilon(): Double

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  53. def getH2ODoc(fieldName: String): String

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  54. def getInteractionPairs(): Array[(String, String)]

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  55. def getInteractions(): Array[String]

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  56. def getIntercept(): Boolean

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  57. def getKeepCrossValidationFoldAssignment(): Boolean

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    Definition Classes
    H2OAlgoParams
  58. def getKeepCrossValidationPredictions(): Boolean

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    Definition Classes
    H2OAlgoParams
  59. def getLambda(): Array[Double]

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  60. def getLambdaMinRatio(): Double

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  61. def getLambdaSearch(): Boolean

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  62. def getLink(): Link

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  63. def getMaxIterations(): Int

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  64. def getMissingValuesHandling(): MissingValuesHandling

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  65. def getNfolds(): Int

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    Definition Classes
    H2OAlgoParams
  66. def getNlambdas(): Int

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  67. def getNonNegative(): Boolean

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  68. def getObjReg(): Double

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  69. def getObjectiveEpsilon(): Double

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

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    Definition Classes
    Params
  71. def getParallelizeCrossValidation(): Boolean

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    Definition Classes
    H2OAlgoParams
  72. def getParam(paramName: String): Param[Any]

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    Definition Classes
    Params
  73. def getParams: GLMParameters

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    Definition Classes
    H2OAlgoParamsHelper
  74. def getPredictionCol(): String

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    Definition Classes
    H2OAlgoParams
  75. def getPrior(): Double

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  76. def getRemoteCollinearColumns(): Boolean

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  77. def getSeed(): Long

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    Definition Classes
    H2OAlgoParams
  78. def getSolver(): Solver

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  79. def getStandardize(): Boolean

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  80. def getTrainRatio(): Double

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    Definition Classes
    H2OAlgoParams
  81. def getTweedieLinkPower(): Double

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  82. def getTweedieVariancePower(): Double

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  83. final val gradientEpsilon: DoubleParam

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

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

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    Definition Classes
    Params
  86. def hashCode(): Int

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    Definition Classes
    AnyRef → Any
  87. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean

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    Attributes
    protected
    Definition Classes
    Logging
  88. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  89. def intArrayParam(name: String, doc: Option[String] = None): IntArrayParam

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    Definition Classes
    H2OAlgoParamsHelper
  90. def intArrayParam(name: String, doc: String): IntArrayParam

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    Definition Classes
    H2OAlgoParamsHelper
  91. def intParam(name: String, doc: Option[String] = None): IntParam

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    Definition Classes
    H2OAlgoParamsHelper
  92. def intParam(name: String, doc: String): IntParam

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    Definition Classes
    H2OAlgoParamsHelper
  93. final val interactionPairs: H2OGLMStringPairArrayParam

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  94. final val interactions: NullableStringArrayParam

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  95. final val intercept: BooleanParam

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

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

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    Definition Classes
    Any
  98. final def isSet(param: Param[_]): Boolean

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    Definition Classes
    Params
  99. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging
  100. final val keepCrossValidationFoldAssignment: BooleanParam

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    Definition Classes
    H2OAlgoParams
  101. final val keepCrossValidationPredictions: BooleanParam

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    Definition Classes
    H2OAlgoParams
  102. final val lambdaMinRatio: DoubleParam

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  103. final val lambdaSearch: BooleanParam

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  104. final val lambda_: NullableDoubleArrayParam

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  105. final val link: H2OGLMLinkParam

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  106. def log: Logger

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

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

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

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    Attributes
    protected
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    Logging
  110. def logError(msg: ⇒ String): Unit

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

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    Attributes
    protected
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    Logging
  112. def logInfo(msg: ⇒ String): Unit

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    Attributes
    protected
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    Logging
  113. def logName: String

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

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    Attributes
    protected
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    Logging
  115. def logTrace(msg: ⇒ String): Unit

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

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

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    Attributes
    protected
    Definition Classes
    Logging
  118. def longParam(name: String, doc: Option[String] = None): LongParam

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    Definition Classes
    H2OAlgoParamsHelper
  119. def longParam(name: String, doc: String): LongParam

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    Definition Classes
    H2OAlgoParamsHelper
  120. final val maxIterations: IntParam

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  121. final val missingValuesHandling: H2OGLMMissingValuesHandlingParam

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

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    Definition Classes
    AnyRef
  123. final val nfolds: IntParam

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    Definition Classes
    H2OAlgoParams
  124. final val nlambdas: IntParam

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  125. final val nonNegative: BooleanParam

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  126. final def notify(): Unit

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

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    Definition Classes
    AnyRef
  128. def nullableDoubleArrayParam(name: String, doc: Option[String] = None): NullableDoubleArrayParam

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    Definition Classes
    H2OAlgoParamsHelper
  129. def nullableDoubleArrayParam(name: String, doc: String): NullableDoubleArrayParam

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    Definition Classes
    H2OAlgoParamsHelper
  130. def nullableStringArrayParam(name: String, doc: Option[String] = None): NullableStringArrayParam

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    Definition Classes
    H2OAlgoParamsHelper
  131. def nullableStringArrayParam(name: String, doc: String): NullableStringArrayParam

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    Definition Classes
    H2OAlgoParamsHelper
  132. final val objReg: DoubleParam

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  133. final val objectiveEpsilon: DoubleParam

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  134. final val parallelizeCrossValidation: BooleanParam

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    Definition Classes
    H2OAlgoParams
  135. def param[T](name: String, doc: Option[String] = None): Param[T]

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    Definition Classes
    H2OAlgoParamsHelper
  136. def param[T](name: String, doc: String): Param[T]

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    Definition Classes
    H2OAlgoParamsHelper
  137. def paramTag: ClassTag[GLMParameters]

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    Attributes
    protected
    Definition Classes
    H2OGLMParamsH2OAlgoParamsHelper
  138. var parameters: GLMParameters

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  139. lazy val params: Array[Param[_]]

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    Definition Classes
    Params
  140. final val predictionCol: Param[String]

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    Definition Classes
    H2OAlgoParams
  141. final val prior: DoubleParam

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  142. final val ratio: DoubleParam

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    Definition Classes
    H2OAlgoParams
  143. final val removeCollinearColumns: BooleanParam

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  144. def schemaTag: ClassTag[H2O_SCHEMA]

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    Attributes
    protected
    Definition Classes
    H2OGLMParamsH2OAlgoParamsHelper
  145. final val seed: LongParam

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    Definition Classes
    H2OAlgoParams
  146. final def set(paramPair: ParamPair[_]): H2OGLMParams.this.type

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    Attributes
    protected
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    Params
  147. final def set(param: String, value: Any): H2OGLMParams.this.type

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    Attributes
    protected
    Definition Classes
    Params
  148. final def set[T](param: Param[T], value: T): H2OGLMParams.this.type

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    Definition Classes
    Params
  149. def setAllStringColumnsToCategorical(transform: Boolean): H2OGLMParams.this.type

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    Definition Classes
    H2OAlgoParams
  150. def setAlpha(value: Array[Double]): H2OGLMParams.this.type

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  151. def setBetaEpsilon(value: Double): H2OGLMParams.this.type

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  152. def setColumnsToCategorical(columns: Array[String]): H2OGLMParams.this.type

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    Definition Classes
    H2OAlgoParams
  153. def setColumnsToCategorical(first: String, others: String*): H2OGLMParams.this.type

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    Definition Classes
    H2OAlgoParams
  154. def setComputePValues(value: Boolean): H2OGLMParams.this.type

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  155. def setConvertUnknownCategoricalLevelsToNa(value: Boolean): H2OGLMParams.this.type

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    Definition Classes
    H2OAlgoParams
  156. final def setDefault(paramPairs: ParamPair[_]*): H2OGLMParams.this.type

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    Attributes
    protected
    Definition Classes
    Params
  157. final def setDefault[T](param: Param[T], value: T): H2OGLMParams.this.type

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    Attributes
    protected
    Definition Classes
    Params
  158. def setDistribution(value: DistributionFamily): H2OGLMParams.this.type

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    Definition Classes
    H2OAlgoParams
  159. def setEarlyStopping(value: Boolean): H2OGLMParams.this.type

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  160. def setExactLambdas(value: Boolean): H2OGLMParams.this.type

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  161. def setFamily(value: Family): H2OGLMParams.this.type

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  162. def setFeaturesCol(first: String): H2OGLMParams.this.type

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    Definition Classes
    H2OAlgoParams
  163. def setFeaturesCols(cols: Array[String]): H2OGLMParams.this.type

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    Definition Classes
    H2OAlgoParams
  164. def setFeaturesCols(first: String, others: String*): H2OGLMParams.this.type

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    Definition Classes
    H2OAlgoParams
  165. def setGradientEpsilon(value: Double): H2OGLMParams.this.type

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  166. def setInteractionPairs(value: Array[(String, String)]): H2OGLMParams.this.type

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  167. def setInteractions(value: Array[String]): H2OGLMParams.this.type

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  168. def setIntercept(value: Boolean): H2OGLMParams.this.type

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  169. def setKeepCrossValidationFoldAssignment(value: Boolean): H2OGLMParams.this.type

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    Definition Classes
    H2OAlgoParams
  170. def setKeepCrossValidationPredictions(value: Boolean): H2OGLMParams.this.type

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    Definition Classes
    H2OAlgoParams
  171. def setLambda(value: Array[Double]): H2OGLMParams.this.type

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  172. def setLambdaMinRatio(value: Double): H2OGLMParams.this.type

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  173. def setLambdaSearch(value: Boolean): H2OGLMParams.this.type

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  174. def setLink(value: Link): H2OGLMParams.this.type

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  175. def setMaxIterations(value: Int): H2OGLMParams.this.type

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  176. def setMissingValuesHandling(value: MissingValuesHandling): H2OGLMParams.this.type

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  177. def setNfolds(value: Int): H2OGLMParams.this.type

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    Definition Classes
    H2OAlgoParams
  178. def setNlambdas(value: Int): H2OGLMParams.this.type

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  179. def setNonNegative(value: Boolean): H2OGLMParams.this.type

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  180. def setObjReg(value: Double): H2OGLMParams.this.type

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  181. def setObjectiveEpsilon(value: Double): H2OGLMParams.this.type

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  182. def setParallelizeCrossValidation(value: Boolean): H2OGLMParams.this.type

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    Definition Classes
    H2OAlgoParams
  183. def setParams(params: GLMParameters): Unit

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    Definition Classes
    H2OAlgoParamsHelper
  184. def setPredictionCol(value: String): H2OGLMParams.this.type

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    Definition Classes
    H2OAlgoParams
  185. def setPrior(value: Double): H2OGLMParams.this.type

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  186. def setRemoteCollinearColumns(value: Boolean): H2OGLMParams.this.type

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  187. def setSeed(value: Long): H2OGLMParams.this.type

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    Definition Classes
    H2OAlgoParams
  188. def setSolver(value: Solver): H2OGLMParams.this.type

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  189. def setStandardize(value: Boolean): H2OGLMParams.this.type

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  190. def setTrainRatio(value: Double): H2OGLMParams.this.type

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    Definition Classes
    H2OAlgoParams
  191. def setTweedieLinkPower(value: Double): H2OGLMParams.this.type

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  192. def setTweedieVariancePower(value: Double): H2OGLMParams.this.type

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  193. final val solver: H2OGLMSolverParam

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  194. final val standardize: BooleanParam

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

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    Definition Classes
    H2OAlgoParamsHelper
  196. def stringArrayParam(name: String, doc: String): StringArrayParam

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    Definition Classes
    H2OAlgoParamsHelper
  197. def stringParam(name: String, doc: Option[String] = None): Param[String]

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    Definition Classes
    H2OAlgoParamsHelper
  198. def stringParam(name: String, doc: String): Param[String]

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    Definition Classes
    H2OAlgoParamsHelper
  199. final def synchronized[T0](arg0: ⇒ T0): T0

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    Definition Classes
    AnyRef
  200. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any
  201. final val tweedieLinkPower: DoubleParam

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  202. final val tweedieVariancePower: DoubleParam

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  203. 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
    H2OGLMParamsH2OAlgoParams
  204. final def wait(): Unit

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

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

Inherited from H2OAlgoParams[GLMParameters]

Inherited from Logging

Inherited from H2OAlgoParamsHelper[GLMParameters]

Inherited from Params

Inherited from Serializable

Inherited from Serializable

Inherited from Identifiable

Inherited from AnyRef

Inherited from Any

getParam

setParam

Ungrouped