AutoCatalog.MultiClassification Method
Definition
Important
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Create a list of SweepableEstimator for multiclass classification.
public Microsoft.ML.AutoML.SweepablePipeline MultiClassification (string labelColumnName = "Label", string featureColumnName = "Features", string exampleWeightColumnName = default, bool useFastForest = true, bool useLgbm = true, bool useFastTree = true, bool useLbfgsMaximumEntrophy = true, bool useLbfgsLogisticRegression = true, bool useSdcaMaximumEntrophy = true, bool useSdcaLogisticRegression = true, Microsoft.ML.AutoML.CodeGen.FastTreeOption fastTreeOption = default, Microsoft.ML.AutoML.CodeGen.LgbmOption lgbmOption = default, Microsoft.ML.AutoML.CodeGen.FastForestOption fastForestOption = default, Microsoft.ML.AutoML.CodeGen.LbfgsOption lbfgsMaximumEntrophyOption = default, Microsoft.ML.AutoML.CodeGen.LbfgsOption lbfgsLogisticRegressionOption = default, Microsoft.ML.AutoML.CodeGen.SdcaOption sdcaMaximumEntrophyOption = default, Microsoft.ML.AutoML.CodeGen.SdcaOption sdcaLogisticRegressionOption = default, Microsoft.ML.SearchSpace.SearchSpace<Microsoft.ML.AutoML.CodeGen.FastTreeOption> fastTreeSearchSpace = default, Microsoft.ML.SearchSpace.SearchSpace<Microsoft.ML.AutoML.CodeGen.LgbmOption> lgbmSearchSpace = default, Microsoft.ML.SearchSpace.SearchSpace<Microsoft.ML.AutoML.CodeGen.FastForestOption> fastForestSearchSpace = default, Microsoft.ML.SearchSpace.SearchSpace<Microsoft.ML.AutoML.CodeGen.LbfgsOption> lbfgsMaximumEntrophySearchSpace = default, Microsoft.ML.SearchSpace.SearchSpace<Microsoft.ML.AutoML.CodeGen.LbfgsOption> lbfgsLogisticRegressionSearchSpace = default, Microsoft.ML.SearchSpace.SearchSpace<Microsoft.ML.AutoML.CodeGen.SdcaOption> sdcaMaximumEntorphySearchSpace = default, Microsoft.ML.SearchSpace.SearchSpace<Microsoft.ML.AutoML.CodeGen.SdcaOption> sdcaLogisticRegressionSearchSpace = default);member this.MultiClassification : string * string * string * bool * bool * bool * bool * bool * bool * bool * Microsoft.ML.AutoML.CodeGen.FastTreeOption * Microsoft.ML.AutoML.CodeGen.LgbmOption * Microsoft.ML.AutoML.CodeGen.FastForestOption * Microsoft.ML.AutoML.CodeGen.LbfgsOption * Microsoft.ML.AutoML.CodeGen.LbfgsOption * Microsoft.ML.AutoML.CodeGen.SdcaOption * Microsoft.ML.AutoML.CodeGen.SdcaOption * Microsoft.ML.SearchSpace.SearchSpace<Microsoft.ML.AutoML.CodeGen.FastTreeOption> * Microsoft.ML.SearchSpace.SearchSpace<Microsoft.ML.AutoML.CodeGen.LgbmOption> * Microsoft.ML.SearchSpace.SearchSpace<Microsoft.ML.AutoML.CodeGen.FastForestOption> * Microsoft.ML.SearchSpace.SearchSpace<Microsoft.ML.AutoML.CodeGen.LbfgsOption> * Microsoft.ML.SearchSpace.SearchSpace<Microsoft.ML.AutoML.CodeGen.LbfgsOption> * Microsoft.ML.SearchSpace.SearchSpace<Microsoft.ML.AutoML.CodeGen.SdcaOption> * Microsoft.ML.SearchSpace.SearchSpace<Microsoft.ML.AutoML.CodeGen.SdcaOption> -> Microsoft.ML.AutoML.SweepablePipelinePublic Function MultiClassification (Optional labelColumnName As String = "Label", Optional featureColumnName As String = "Features", Optional exampleWeightColumnName As String = Nothing, Optional useFastForest As Boolean = true, Optional useLgbm As Boolean = true, Optional useFastTree As Boolean = true, Optional useLbfgsMaximumEntrophy As Boolean = true, Optional useLbfgsLogisticRegression As Boolean = true, Optional useSdcaMaximumEntrophy As Boolean = true, Optional useSdcaLogisticRegression As Boolean = true, Optional fastTreeOption As FastTreeOption = Nothing, Optional lgbmOption As LgbmOption = Nothing, Optional fastForestOption As FastForestOption = Nothing, Optional lbfgsMaximumEntrophyOption As LbfgsOption = Nothing, Optional lbfgsLogisticRegressionOption As LbfgsOption = Nothing, Optional sdcaMaximumEntrophyOption As SdcaOption = Nothing, Optional sdcaLogisticRegressionOption As SdcaOption = Nothing, Optional fastTreeSearchSpace As SearchSpace(Of FastTreeOption) = Nothing, Optional lgbmSearchSpace As SearchSpace(Of LgbmOption) = Nothing, Optional fastForestSearchSpace As SearchSpace(Of FastForestOption) = Nothing, Optional lbfgsMaximumEntrophySearchSpace As SearchSpace(Of LbfgsOption) = Nothing, Optional lbfgsLogisticRegressionSearchSpace As SearchSpace(Of LbfgsOption) = Nothing, Optional sdcaMaximumEntorphySearchSpace As SearchSpace(Of SdcaOption) = Nothing, Optional sdcaLogisticRegressionSearchSpace As SearchSpace(Of SdcaOption) = Nothing) As SweepablePipelineParameters
- labelColumnName
- String
label column name.
- featureColumnName
- String
feature column name.
- exampleWeightColumnName
- String
example weight column name.
- useFastForest
- Boolean
true if use fast forest as available trainer.
- useLgbm
- Boolean
true if use lgbm as available trainer.
- useFastTree
- Boolean
true if use fast tree as available trainer.
- useLbfgsMaximumEntrophy
- Boolean
true if use LbfgsMaximumEntropyMulticlassTrainer as available trainer.
- useLbfgsLogisticRegression
- Boolean
true if use LbfgsLogisticRegressionBinaryTrainer as available trainer.
- useSdcaMaximumEntrophy
- Boolean
true if use SdcaMaximumEntropyMulticlassTrainer as available trainer.
- useSdcaLogisticRegression
- Boolean
true if use SdcaLogisticRegressionBinaryTrainer as available trainer.
- fastTreeOption
- FastTreeOption
if provided, use it as initial option for fast tree, otherwise the default option will be used.
- lgbmOption
- LgbmOption
if provided, use it as initial option for lgbm, otherwise the default option will be used.
- fastForestOption
- FastForestOption
if provided, use it as initial option for fast forest, otherwise the default option will be used.
- lbfgsMaximumEntrophyOption
- LbfgsOption
if provided, use it as initial option for lbfgsMaximumEntrophySearchSpace, otherwise the default option will be used.
- lbfgsLogisticRegressionOption
- LbfgsOption
if provided, use it as initial option for lbfgsLogisticRegressionSearchSpace, otherwise the default option will be used.
- sdcaMaximumEntrophyOption
- SdcaOption
if provided, use it as initial option for sdcaMaximumEntorphySearchSpace, otherwise the default option will be used.
- sdcaLogisticRegressionOption
- SdcaOption
if provided, use it as initial option for sdcaLogisticRegressionSearchSpace, otherwise the default option will be used.
- fastTreeSearchSpace
- SearchSpace<FastTreeOption>
if provided, use it as search space for fast tree, otherwise the default search space will be used.
- lgbmSearchSpace
- SearchSpace<LgbmOption>
if provided, use it as search space for lgbm, otherwise the default search space will be used.
- fastForestSearchSpace
- SearchSpace<FastForestOption>
if provided, use it as search space for fast forest, otherwise the default search space will be used.
- lbfgsMaximumEntrophySearchSpace
- SearchSpace<LbfgsOption>
if provided, use it as search space for LbfgsMaximumEntropyMulticlassTrainer, otherwise the default search space will be used.
- lbfgsLogisticRegressionSearchSpace
- SearchSpace<LbfgsOption>
if provided, use it as search space for LbfgsMaximumEntropyMulticlassTrainer, otherwise the default search space will be used.
- sdcaMaximumEntorphySearchSpace
- SearchSpace<SdcaOption>
if provided, use it as search space for Microsoft.ML.AutoML.CodeGen.SdcaMaximumEntropyMulti, otherwise the default search space will be used.
- sdcaLogisticRegressionSearchSpace
- SearchSpace<SdcaOption>
if provided, use it as search space for SdcaLogisticRegressionBinaryTrainer, otherwise the default search space will be used.