AutoCatalog.BinaryClassification 方法
定义
重要
一些信息与预发行产品相关,相应产品在发行之前可能会进行重大修改。 对于此处提供的信息,Microsoft 不作任何明示或暗示的担保。
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。