AutoCatalog.Regression Method

Definition

Namespace:

Microsoft.ML.AutoML

Assembly:

Microsoft.ML.AutoML.dll

Package:

Microsoft.ML.AutoML v0.21.1

Create a list of SweepableEstimator for regression.

public Microsoft.ML.AutoML.SweepablePipeline Regression (string labelColumnName = "Label", string featureColumnName = "Features", string exampleWeightColumnName = default, bool useFastForest = true, bool useLgbm = true, bool useFastTree = true, bool useLbfgsPoissonRegression = true, bool useSdca = 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 lbfgsPoissonRegressionOption = default, Microsoft.ML.AutoML.CodeGen.SdcaOption sdcaOption = 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> lbfgsPoissonRegressionSearchSpace = default, Microsoft.ML.SearchSpace.SearchSpace<Microsoft.ML.AutoML.CodeGen.SdcaOption> sdcaSearchSpace = default);

member this.Regression : string * string * string * 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.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.SdcaOption> -> Microsoft.ML.AutoML.SweepablePipeline

Public Function Regression (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 useLbfgsPoissonRegression As Boolean = true, Optional useSdca As Boolean = true, Optional fastTreeOption As FastTreeOption = Nothing, Optional lgbmOption As LgbmOption = Nothing, Optional fastForestOption As FastForestOption = Nothing, Optional lbfgsPoissonRegressionOption As LbfgsOption = Nothing, Optional sdcaOption 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 lbfgsPoissonRegressionSearchSpace As SearchSpace(Of LbfgsOption) = Nothing, Optional sdcaSearchSpace As SearchSpace(Of SdcaOption) = Nothing) As SweepablePipeline

Parameters

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.

useLbfgsPoissonRegression

Boolean

true if use LbfgsPoissonRegressionTrainer as available trainer.

useSdca

Boolean

true if use SdcaRegressionTrainer 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.

lbfgsPoissonRegressionOption

LbfgsOption

if provided, use it as initial option for lbfgsPoissonRegressionSearchSpace, otherwise the default option will be used.

sdcaOption

SdcaOption

if provided, use it as initial option for sdcaSearchSpace, 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.

lbfgsPoissonRegressionSearchSpace

SearchSpace<LbfgsOption>

if provided, use it as search space for LbfgsPoissonRegressionTrainer, otherwise the default search space will be used.

sdcaSearchSpace

SearchSpace<SdcaOption>

if provided, use it as search space for sdca, otherwise the default search space will be used.

Returns

SweepablePipeline