AutoCatalog.BinaryClassification 方法

定义

为二元分类创建 的列表 SweepableEstimator

public Microsoft.ML.AutoML.SweepablePipeline BinaryClassification(string labelColumnName = "Label", string featureColumnName = "Features", string exampleWeightColumnName = default, bool useFastForest = true, bool useLgbm = true, bool useFastTree = true, bool useLbfgsLogisticRegression = 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 lbfgsLogisticRegressionOption = 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> lbfgsLogisticRegressionSearchSpace = default, Microsoft.ML.SearchSpace.SearchSpace<Microsoft.ML.AutoML.CodeGen.SdcaOption> sdcaLogisticRegressionSearchSpace = default);
public Microsoft.ML.AutoML.SweepablePipeline BinaryClassification(string labelColumnName = "Label", string featureColumnName = "Features", string exampleWeightColumnName = default, bool useFastForest = true, bool useLgbm = true, bool useFastTree = true, bool useLbfgs = 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 lbfgsOption = 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> lbfgsSearchSpace = default, Microsoft.ML.SearchSpace.SearchSpace<Microsoft.ML.AutoML.CodeGen.SdcaOption> sdcaSearchSpace = default);
member this.BinaryClassification : 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
member this.BinaryClassification : 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 BinaryClassification (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 useLbfgsLogisticRegression As Boolean = true, Optional useSdcaLogisticRegression As Boolean = true, Optional fastTreeOption As FastTreeOption = Nothing, Optional lgbmOption As LgbmOption = Nothing, Optional fastForestOption As FastForestOption = Nothing, Optional lbfgsLogisticRegressionOption As LbfgsOption = 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 lbfgsLogisticRegressionSearchSpace As SearchSpace(Of LbfgsOption) = Nothing, Optional sdcaLogisticRegressionSearchSpace As SearchSpace(Of SdcaOption) = Nothing) As SweepablePipeline
Public Function BinaryClassification (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 useLbfgs As Boolean = true, Optional useSdca As Boolean = true, Optional fastTreeOption As FastTreeOption = Nothing, Optional lgbmOption As LgbmOption = Nothing, Optional fastForestOption As FastForestOption = Nothing, Optional lbfgsOption 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 lbfgsSearchSpace As SearchSpace(Of LbfgsOption) = Nothing, Optional sdcaSearchSpace As SearchSpace(Of SdcaOption) = Nothing) As SweepablePipeline

参数

labelColumnName
String

标签列名。

featureColumnName
String

功能列名称。

exampleWeightColumnName
String

示例权重列名称。

useFastForest
Boolean

如果使用快速林作为可用的培训师,则为 true。

useLgbm
Boolean

如果使用 lgbm 作为可用的培训师,则为 true。

useFastTree
Boolean

如果使用快速树作为可用培训师,则为 true。

useLbfgsLogisticRegressionuseLbfgs
Boolean

如果用作 LbfgsLogisticRegressionBinaryTrainer 可用的培训师,则为 true。

useSdcaLogisticRegressionuseSdca
Boolean

如果用作 SdcaLogisticRegressionBinaryTrainer 可用的培训师,则为 true。

fastTreeOption
FastTreeOption

如果提供,请使用它作为快速树的初始选项,否则将使用默认选项。

lgbmOption
LgbmOption

如果提供,请使用它作为 lgbm 的初始选项,否则将使用默认选项。

fastForestOption
FastForestOption

如果提供,请使用它作为快速林的初始选项,否则将使用默认选项。

lbfgsLogisticRegressionOptionlbfgsOption
LbfgsOption

如果提供,请使用它作为 的初始选项, lbfgsLogisticRegressionSearchSpace否则将使用默认选项。

sdcaLogisticRegressionOptionsdcaOption
SdcaOption

如果提供,请使用它作为 的初始选项, sdcaLogisticRegressionSearchSpace否则将使用默认选项。

fastTreeSearchSpace
SearchSpace<FastTreeOption>

如果提供,请使用它作为快速树的搜索空间,否则将使用默认搜索空间。

lgbmSearchSpace
SearchSpace<LgbmOption>

如果提供,请使用它作为 lgbm 的搜索空间,否则将使用默认搜索空间。

fastForestSearchSpace
SearchSpace<FastForestOption>

如果提供,请将其用作快速林的搜索空间,否则将使用默认搜索空间。

lbfgsLogisticRegressionSearchSpacelbfgsSearchSpace
SearchSpace<LbfgsOption>

如果提供,请将其用作 的 LbfgsLogisticRegressionBinaryTrainer搜索空间,否则将使用默认搜索空间。

sdcaLogisticRegressionSearchSpacesdcaSearchSpace
SearchSpace<SdcaOption>

如果提供,请将其用作 的 SdcaLogisticRegressionBinaryTrainer搜索空间,否则将使用默认搜索空间。

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