Class/Object

ai.h2o.sparkling.ml.algos

H2ODeepLearning

Related Docs: object H2ODeepLearning | package algos

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class H2ODeepLearning extends H2OSupervisedAlgorithm[DeepLearning, DeepLearningModel, DeepLearningParameters] with H2ODeepLearningParams

H2O DeepLearning algorithm exposed via Spark ML pipelines.

Linear Supertypes
H2ODeepLearningParams, H2OSupervisedAlgorithm[DeepLearning, DeepLearningModel, DeepLearningParameters], H2OAlgoSupervisedParams[DeepLearningParameters], H2OCommonSupervisedParams, H2OSupervisedMOJOParams, H2OAlgorithm[DeepLearning, DeepLearningModel, DeepLearningParameters], H2OAlgoCommonParams[DeepLearningParameters], H2OAlgoParamsHelper[DeepLearningParameters], DefaultParamsWritable, MLWritable, H2OAlgoCommonUtils, H2OCommonParams, H2OMOJOAlgoSharedParams, Logging, Estimator[H2OMOJOModel], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Known Subclasses
H2ODeepLearning
Ordering
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  2. By Inheritance
Inherited
  1. H2ODeepLearning
  2. H2ODeepLearningParams
  3. H2OSupervisedAlgorithm
  4. H2OAlgoSupervisedParams
  5. H2OCommonSupervisedParams
  6. H2OSupervisedMOJOParams
  7. H2OAlgorithm
  8. H2OAlgoCommonParams
  9. H2OAlgoParamsHelper
  10. DefaultParamsWritable
  11. MLWritable
  12. H2OAlgoCommonUtils
  13. H2OCommonParams
  14. H2OMOJOAlgoSharedParams
  15. Logging
  16. Estimator
  17. PipelineStage
  18. Logging
  19. Params
  20. Serializable
  21. Serializable
  22. Identifiable
  23. AnyRef
  24. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new H2ODeepLearning()

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  2. new H2ODeepLearning(uid: String)

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Type Members

  1. type H2O_SCHEMA = DeepLearningParametersV3

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    Definition Classes
    H2ODeepLearningParams → H2OAlgoParamsHelper

Value Members

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

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    Definition Classes
    AnyRef → Any

  2. final def ##(): Int

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    Definition Classes
    AnyRef → Any

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Definition Classes
    AnyRef → Any

  5. final val allStringColumnsToCategorical: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  6. final def asInstanceOf[T0]: T0

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    Definition Classes
    Any

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  9. final def clear(param: Param[_]): H2ODeepLearning.this.type

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    Definition Classes
    Params

  10. def clone(): AnyRef

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

  11. final val columnsToCategorical: StringArrayParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  12. final val convertInvalidNumbersToNa: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

  13. final val convertUnknownCategoricalLevelsToNa: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

  14. def copy(extra: ParamMap): H2ODeepLearning.this.type

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    Definition Classes
    H2OAlgorithm → Estimator → PipelineStage → Params

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

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    Attributes
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    Definition Classes
    Params

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

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    Attributes
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    Params

  17. final val detailedPredictionCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
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    H2OAlgoParamsHelper

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

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    Definition Classes
    AnyRef

  23. def equals(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

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

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    Definition Classes
    Params

  25. def explainParams(): String

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    Definition Classes
    Params

  26. final def extractParamMap(): ParamMap

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  28. final val featuresCols: StringArrayParam

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    Attributes
    protected
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    H2OMOJOAlgoSharedParams

  29. def finalize(): Unit

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

  30. def fit(dataset: Dataset[_]): H2OSupervisedMOJOModel

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    Definition Classes
    H2OSupervisedAlgorithm → H2OAlgorithm → Estimator

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

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

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

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

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

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

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

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  36. final val foldCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    Params

  38. def getAllStringColumnsToCategorical(): Boolean

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    AnyRef → Any

  40. def getColumnsToCategorical(): Array[String]

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    Definition Classes
    H2OCommonParams

  41. def getConvertInvalidNumbersToNa(): Boolean

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    Definition Classes
    H2OMOJOAlgoSharedParams

  42. def getConvertUnknownCategoricalLevelsToNa(): Boolean

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    Definition Classes
    H2OMOJOAlgoSharedParams

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

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    Definition Classes
    Params

  44. def getDetailedPredictionCol(): String

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    Definition Classes
    H2OMOJOAlgoSharedParams

  45. def getDistribution(): String

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    Definition Classes
    H2OAlgoCommonParams

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  47. def getEpochs(): Double

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    Definition Classes
    H2ODeepLearningParams

  48. def getExcludedCols(): Seq[String]

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    Attributes
    protected
    Definition Classes
    H2OCommonSupervisedParams → H2OCommonParams

  49. def getFeaturesCols(): Array[String]

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    Definition Classes
    H2OCommonParams → H2OMOJOAlgoSharedParams

  50. def getFoldCol(): String

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    Definition Classes
    H2OCommonParams

  51. def getH2ODoc(fieldName: String): String

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper

  52. def getHidden(): Array[Int]

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    Definition Classes
    H2ODeepLearningParams

  53. def getKeepCrossValidationFoldAssignment(): Boolean

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    Definition Classes
    H2OAlgoCommonParams

  54. def getKeepCrossValidationPredictions(): Boolean

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    Definition Classes
    H2OAlgoCommonParams

  55. def getL1(): Double

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    Definition Classes
    H2ODeepLearningParams

  56. def getL2(): Double

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    Definition Classes
    H2ODeepLearningParams

  57. def getLabelCol(): String

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    Definition Classes
    H2OCommonSupervisedParams

  58. def getModelId(): String

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    Definition Classes
    H2OAlgoCommonParams

  59. def getNamedMojoOutputColumns(): Boolean

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    Definition Classes
    H2OMOJOAlgoSharedParams

  60. def getNfolds(): Int

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    Definition Classes
    H2OCommonParams

  61. def getOffsetCol(): String

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    Definition Classes
    H2OSupervisedMOJOParams

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

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    Definition Classes
    Params

  63. def getParallelizeCrossValidation(): Boolean

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    Definition Classes
    H2OAlgoCommonParams

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

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    Definition Classes
    Params

  65. def getPredictionCol(): String

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    Definition Classes
    H2OMOJOAlgoSharedParams

  66. def getReproducible(): Boolean

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    Definition Classes
    H2ODeepLearningParams

  67. def getSeed(): Long

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    Definition Classes
    H2OCommonParams

  68. def getSplitRatio(): Double

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    Definition Classes
    H2OCommonParams

  69. def getWeightCol(): String

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    Definition Classes
    H2OCommonParams

  70. def getWithDetailedPredictionCol(): Boolean

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    Definition Classes
    H2OMOJOAlgoSharedParams

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

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    Definition Classes
    Params

  72. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params

  73. def hashCode(): Int

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    Definition Classes
    AnyRef → Any

  74. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
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    H2OAlgoParamsHelper

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

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    Attributes
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    H2OAlgoParamsHelper

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

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    Definition Classes
    Params

  80. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any

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

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    Definition Classes
    Params

  82. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging

  83. final val labelCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OCommonSupervisedParams

  84. def log: Logger

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    Attributes
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    Definition Classes
    Logging

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

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    Attributes
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    Logging

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

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    Attributes
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    Logging

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

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    Attributes
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    Logging

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

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    Logging

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

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    Attributes
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    Logging

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

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    Attributes
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    Logging

  91. def logName: String

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    Logging

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

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    Attributes
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    Logging

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

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    Attributes
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    Definition Classes
    Logging

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

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    Attributes
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    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  98. final val modelId: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoCommonParams

  99. final val namedMojoOutputColumns: Param[Boolean]

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

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

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    Definition Classes
    AnyRef

  101. final val nfolds: IntParam

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    Attributes
    protected
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    H2OCommonParams

  102. final def notify(): Unit

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    Definition Classes
    AnyRef

  103. final def notifyAll(): Unit

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    Definition Classes
    AnyRef

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

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    Attributes
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    H2OAlgoParamsHelper

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

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    Attributes
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    H2OAlgoParamsHelper

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

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    Attributes
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    H2OAlgoParamsHelper

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

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    Attributes
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    H2OAlgoParamsHelper

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

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    Attributes
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    H2OAlgoParamsHelper

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

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    Attributes
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    H2OAlgoParamsHelper

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

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    Attributes
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    H2OAlgoParamsHelper

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

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    Attributes
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    H2OAlgoParamsHelper

  112. final val offsetCol: NullableStringParam

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    Attributes
    protected
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    H2OSupervisedMOJOParams

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  115. def paramTag: ClassTag[DeepLearningParameters]

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    Attributes
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    H2ODeepLearningParams → H2OAlgoParamsHelper

  116. var parameters: DeepLearningParameters

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    Params

  118. def preProcessBeforeFit(trainFrame: Frame): Unit

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    Attributes
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    Definition Classes
    H2OSupervisedAlgorithm → H2OAlgorithm

  119. final val predictionCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoCommonUtils

  121. def save(path: String): Unit

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

  122. def schemaTag: ClassTag[H2O_SCHEMA]

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    Attributes
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    H2ODeepLearningParams → H2OAlgoParamsHelper

  123. final val seed: LongParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  124. final def set(paramPair: ParamPair[_]): H2ODeepLearning.this.type

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    Attributes
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    Params

  125. final def set(param: String, value: Any): H2ODeepLearning.this.type

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    Attributes
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    Params

  126. final def set[T](param: Param[T], value: T): H2ODeepLearning.this.type

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    Definition Classes
    Params

  127. def setAllStringColumnsToCategorical(value: Boolean): H2ODeepLearning.this.type

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    Definition Classes
    H2OCommonParams

  128. def setColumnsToCategorical(columns: Array[String]): H2ODeepLearning.this.type

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    Definition Classes
    H2OCommonParams

  129. def setColumnsToCategorical(first: String, others: String*): H2ODeepLearning.this.type

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    Definition Classes
    H2OCommonParams

  130. def setConvertInvalidNumbersToNa(value: Boolean): H2ODeepLearning.this.type

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    Definition Classes
    H2OCommonParams

  131. def setConvertUnknownCategoricalLevelsToNa(value: Boolean): H2ODeepLearning.this.type

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    Definition Classes
    H2OCommonParams

  132. final def setDefault(paramPairs: ParamPair[_]*): H2ODeepLearning.this.type

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    Attributes
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    Params

  133. final def setDefault[T](param: Param[T], value: T): H2ODeepLearning.this.type

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    Attributes
    protected
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    Params

  134. def setDetailedPredictionCol(columnName: String): H2ODeepLearning.this.type

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    Definition Classes
    H2OCommonParams

  135. def setDistribution(value: String): H2ODeepLearning.this.type

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    Definition Classes
    H2OAlgoCommonParams

  136. def setDistribution(value: DistributionFamily): H2ODeepLearning.this.type

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

  137. def setEpochs(value: Double): H2ODeepLearning.this.type

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    Definition Classes
    H2ODeepLearningParams

  138. def setFeaturesCol(first: String): H2ODeepLearning.this.type

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    Definition Classes
    H2OCommonParams

  139. def setFeaturesCols(columnNames: Array[String]): H2ODeepLearning.this.type

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    Definition Classes
    H2OCommonParams

  140. def setFeaturesCols(first: String, others: String*): H2ODeepLearning.this.type

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    Definition Classes
    H2OCommonParams

  141. def setFoldCol(columnName: String): H2ODeepLearning.this.type

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    Definition Classes
    H2OCommonParams

  142. def setHidden(value: Array[Int]): H2ODeepLearning.this.type

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    Definition Classes
    H2ODeepLearningParams

  143. def setKeepCrossValidationFoldAssignment(value: Boolean): H2ODeepLearning.this.type

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    Definition Classes
    H2OAlgoCommonParams

  144. def setKeepCrossValidationPredictions(value: Boolean): H2ODeepLearning.this.type

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    Definition Classes
    H2OAlgoCommonParams

  145. def setL1(value: Double): H2ODeepLearning.this.type

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    Definition Classes
    H2ODeepLearningParams

  146. def setL2(value: Double): H2ODeepLearning.this.type

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    Definition Classes
    H2ODeepLearningParams

  147. def setLabelCol(columnName: String): H2ODeepLearning.this.type

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    Definition Classes
    H2OCommonSupervisedParams

  148. def setModelId(id: String): H2ODeepLearning.this.type

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    Definition Classes
    H2OAlgoCommonParams

  149. def setNamedMojoOutputColumns(value: Boolean): H2ODeepLearning.this.type

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    Definition Classes
    H2OCommonParams

  150. def setNfolds(value: Int): H2ODeepLearning.this.type

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    Definition Classes
    H2OCommonParams

  151. def setOffsetCol(columnName: String): H2ODeepLearning.this.type

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    Definition Classes
    H2OCommonSupervisedParams

  152. def setParallelizeCrossValidation(value: Boolean): H2ODeepLearning.this.type

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    Definition Classes
    H2OAlgoCommonParams

  153. def setPredictionCol(columnName: String): H2ODeepLearning.this.type

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    Definition Classes
    H2OCommonParams

  154. def setReproducible(value: Boolean): H2ODeepLearning.this.type

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    Definition Classes
    H2ODeepLearningParams

  155. def setSeed(value: Long): H2ODeepLearning.this.type

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    Definition Classes
    H2OCommonParams

  156. def setSplitRatio(ratio: Double): H2ODeepLearning.this.type

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    Definition Classes
    H2OCommonParams

  157. def setWeightCol(columnName: String): H2ODeepLearning.this.type

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    Definition Classes
    H2OCommonParams

  158. def setWithDetailedPredictionCol(enabled: Boolean): H2ODeepLearning.this.type

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    Definition Classes
    H2OCommonParams

  159. final val splitRatio: DoubleParam

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    Attributes
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    Definition Classes
    H2OCommonParams

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

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper

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

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    Attributes
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    H2OAlgoParamsHelper

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

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    AnyRef

  165. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any

  166. def transformSchema(schema: StructType): StructType

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

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

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()

  168. val uid: String

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    Definition Classes
    H2ODeepLearning → Identifiable

  169. 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
    H2ODeepLearningParams → H2OAlgoSupervisedParams → H2OAlgoCommonParams

  170. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  173. final val weightCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  174. final val withDetailedPredictionCol: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

  175. def write: MLWriter

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    Definition Classes
    DefaultParamsWritable → MLWritable

Inherited from H2ODeepLearningParams

Inherited from H2OSupervisedAlgorithm[DeepLearning, DeepLearningModel, DeepLearningParameters]

Inherited from H2OAlgoSupervisedParams[DeepLearningParameters]

Inherited from H2OCommonSupervisedParams

Inherited from H2OSupervisedMOJOParams

Inherited from H2OAlgorithm[DeepLearning, DeepLearningModel, DeepLearningParameters]

Inherited from H2OAlgoCommonParams[DeepLearningParameters]

Inherited from H2OAlgoParamsHelper[DeepLearningParameters]

Inherited from DefaultParamsWritable

Inherited from MLWritable

Inherited from H2OAlgoCommonUtils

Inherited from H2OCommonParams

Inherited from H2OMOJOAlgoSharedParams

Inherited from Logging

Inherited from Estimator[H2OMOJOModel]

Inherited from PipelineStage

Inherited from Logging

Inherited from Params

Inherited from Serializable

Inherited from Serializable

Inherited from Identifiable

Inherited from AnyRef

Inherited from Any

Ungrouped