BinaryClassificationCatalog
BinaryClassificationTrainers
CalibratorsCatalog
Calibrators
Trainers
ChangeModelThreshold<TModel>(BinaryPredictionTransformer<TModel>, Single)
CrossValidate(IDataView, IEstimator<ITransformer>, Int32, String, String, Int32?)
CrossValidateNonCalibrated(IDataView, IEstimator<ITransformer>, Int32, String, String, Int32?)
Evaluate(IDataView, String, String, String, String)
EvaluateNonCalibrated(IDataView, String, String, String)
CrossValidate<TInShape, TOutShape, TTransformer>(BinaryClassificationCatalog, DataView<TInShape>, Estimator<TInShape, TOutShape, TTransformer>, Func<TOutShape, Scalar<Boolean>>, Int32, Func<TInShape, PipelineColumn>, Nullable<Int32>)
CrossValidateNonCalibrated<TInShape, TOutShape, TTransformer>(BinaryClassificationCatalog, DataView<TInShape>, Estimator<TInShape, TOutShape, TTransformer>, Func<TOutShape, Scalar<Boolean>>, Int32, Func<TInShape, PipelineColumn>, Nullable<Int32>)
Evaluate<T>(BinaryClassificationCatalog, DataView<T>, Func<T, Scalar<Boolean>>, Func<T, (Scalar<Single> score, Scalar<Boolean> predictedLabel)>)
Evaluate<T>(BinaryClassificationCatalog, DataView<T>, Func<T, Scalar<Boolean>>, Func<T, (Scalar<Single> score, Scalar<Single> probability, Scalar<Boolean> predictedLabel)>)
EvaluateWithPRCurve<T>(BinaryClassificationCatalog, DataView<T>, Func<T, Scalar<Boolean>>, Func<T, (Scalar<Single> score, Scalar<Boolean> predictedLabel)>, List<BinaryPrecisionRecallDataPoint>)
EvaluateWithPRCurve<T>(BinaryClassificationCatalog, DataView<T>, Func<T, Scalar<Boolean>>, Func<T, (Scalar<Single> score, Scalar<Single> probability, Scalar<Boolean> predictedLabel)>, List<BinaryPrecisionRecallDataPoint>)
PermutationFeatureImportance<TModel>(BinaryClassificationCatalog, ISingleFeaturePredictionTransformer<TModel>, IDataView, String, Boolean, Int32?, Int32)
PermutationFeatureImportanceNonCalibrated(BinaryClassificationCatalog, ITransformer, IDataView, String, Boolean, Int32?, Int32)
net10.0-windows7.0
namespace Microsoft.ML
{
public static class PermutationFeatureImportanceExtensions
{
public static ImmutableArray<BinaryClassificationMetricsStatistics> PermutationFeatureImportance<TModel>(this BinaryClassificationCatalog catalog, ISingleFeaturePredictionTransformer<TModel> predictionTransformer, IDataView data, string labelColumnName = "Label", bool useFeatureWeightFilter = false, int? numberOfExamplesToUse = default, int permutationCount = 1)
where TModel, class;
}
}
.NET | 5.06.07.08.09.010.0 |
---|---|
.NET Core | 2.02.12.23.03.1 |
.NET Framework | 4.6.14.6.24.74.7.14.7.24.84.8.1 |
.NET Standard | 2.02.1 |
Information specific to net10.0 | |
Platforms | This API is only available when you target a specific platform: |
Windows | 7.0 |
Information specific to net10.0-windows7.0 | |
Assembly | Microsoft.ML.Transforms , Version=1.0.0.0, PublicKeyToken=cc7b13ffcd2ddd51 |
Referencing | Your project needs a package reference to |
Package | Microsoft.ML (5.0.0-preview.1.25127.4) netstandard2.0 |
Platform Restrictions | This API is supported on all platforms. |
- Built-in API
- Package-provided API