AutoCatalog.Regression Method
Definition
Important
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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.SweepablePipelinePublic 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 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.
- 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.