├── .github └── PULL_REQUEST_TEMPLATE.md ├── .gitignore ├── .openpublishing.publish.config.json ├── CODE-OF-CONDUCT.md ├── LICENSE ├── LICENSE-CODE ├── README.md ├── ThirdPartyNotices └── dotnet ├── breadcrumb └── toc.yml ├── docfx.json └── xml ├── FrameworksIndex ├── ml-dotnet-1.0.0.xml ├── ml-dotnet-1.1.0.xml ├── ml-dotnet-1.2.0.xml ├── ml-dotnet-1.3.1.xml ├── ml-dotnet-1.4.0.xml ├── ml-dotnet-1.5.0.xml ├── ml-dotnet-1.6.0.xml ├── ml-dotnet-1.7.0.xml ├── ml-dotnet-2.0.0.xml ├── ml-dotnet-3.0.0.xml ├── ml-dotnet-preview.xml └── ml-dotnet.xml ├── Microsoft.Data.Analysis ├── ArrowStringDataFrameColumn.xml ├── BooleanDataFrameColumn.xml ├── ByteDataFrameColumn.xml ├── CharDataFrameColumn.xml ├── DataFrame.xml ├── DataFrameColumn+GetBufferLengthAtIndex.xml ├── DataFrameColumn+GetBufferSortIndex.xml ├── DataFrameColumn+GetValueAndBufferSortIndexAtBuffer`1.xml ├── DataFrameColumn.xml ├── DataFrameColumnCollection.xml ├── DataFrameJoinExtensions.xml ├── DataFrameRow.xml ├── DataFrameRowCollection.xml ├── DateTimeDataFrameColumn.xml ├── DecimalDataFrameColumn.xml ├── DoubleDataFrameColumn.xml ├── DropNullOptions.xml ├── Extensions.xml ├── GroupBy.xml ├── GroupBy`1.xml ├── Int16DataFrameColumn.xml ├── Int32DataFrameColumn.xml ├── Int64DataFrameColumn.xml ├── JoinAlgorithm.xml ├── PrimitiveDataFrameColumn`1.xml ├── SByteDataFrameColumn.xml ├── SingleDataFrameColumn.xml ├── StringDataFrameColumn.xml ├── UInt16DataFrameColumn.xml ├── UInt32DataFrameColumn.xml ├── UInt64DataFrameColumn.xml └── VBufferDataFrameColumn`1.xml ├── Microsoft.Extensions.ML ├── BuilderExtensions.xml ├── MLOptions.xml ├── ModelLoader.xml ├── ModelReloadToken.xml ├── PredictionEnginePoolBuilder`2.xml ├── PredictionEnginePoolExtensions.xml ├── PredictionEnginePoolOptions`2.xml ├── PredictionEnginePool`2.xml └── ServiceCollectionExtensions.xml ├── Microsoft.ML.AutoML.CodeGen ├── ApplyOnnxModelOption.xml ├── ConcatOption.xml ├── ConvertTypeOption.xml ├── DnnFeaturizerImageOption.xml ├── EstimatorType.xml ├── EstimatorTypeExtension.xml ├── ExtractPixelsOption.xml ├── FastForestOption.xml ├── FastTreeOption.xml ├── FeaturizeTextOption.xml ├── ImageClassificationOption.xml ├── LbfgsOption.xml ├── LgbmOption.xml ├── LoadImageOption.xml ├── MapKeyToValueOption.xml ├── MapValueToKeyOption.xml ├── MatrixFactorizationOption.xml ├── NaiveOption.xml ├── NamedEntityRecognitionOption.xml ├── NormalizeMinMaxOption.xml ├── NormalizeTextOption.xml ├── ObjectDetectionOption.xml ├── OneHotOption.xml ├── QuestionAnsweringOption.xml ├── ReplaceMissingValueOption.xml ├── ResizeImageOption.xml ├── SdcaOption.xml ├── SentenceSimilarityOption.xml ├── SsaOption.xml └── TextClassificationOption.xml ├── Microsoft.ML.AutoML ├── ArrayMath.xml ├── AutoCatalog.xml ├── AutoMLExperiment+AutoMLExperimentSettings.xml ├── AutoMLExperiment.xml ├── AutoMLExperimentExtension.xml ├── BinaryClassificationExperiment.xml ├── BinaryClassificationMetric.xml ├── BinaryClassificationTrainer.xml ├── BinaryExperimentSettings.xml ├── CacheBeforeTrainer.xml ├── ColumnInferenceResults.xml ├── ColumnInformation.xml ├── CrossValidationExperimentResult`1.xml ├── CrossValidationRunDetail`1.xml ├── DefaultPerformanceMonitor.xml ├── Entity.xml ├── Estimator.xml ├── ExperimentBase`2.xml ├── ExperimentResult`1.xml ├── ExperimentSettings.xml ├── FairnessTrialResult.xml ├── ICrossValidateDatasetManager.xml ├── IDatasetManager.xml ├── IEvaluateMetricManager.xml ├── IMetricManager.xml ├── IMonitor.xml ├── IPerformanceMonitor.xml ├── ISweepable.xml ├── ISweepable`1.xml ├── ITrainValidateDatasetManager.xml ├── ITrialRunner.xml ├── ITuner.xml ├── InferenceException.xml ├── InferenceExceptionType.xml ├── MLContextExtension.xml ├── MulticlassClassificationExperiment.xml ├── MulticlassClassificationMetric.xml ├── MulticlassClassificationTrainer.xml ├── MulticlassExperimentSettings.xml ├── RankingExperiment.xml ├── RankingExperimentResultExtensions.xml ├── RankingExperimentSettings.xml ├── RankingMetric.xml ├── RankingTrainer.xml ├── RecommendationExperiment.xml ├── RecommendationExperimentSettings.xml ├── RecommendationTrainer.xml ├── RegressionExperiment.xml ├── RegressionExperimentResultExtensions.xml ├── RegressionExperimentSettings.xml ├── RegressionMetric.xml ├── RegressionTrainer.xml ├── RunDetail.xml ├── RunDetail`1.xml ├── SweepableEstimator.xml ├── SweepableExtension.xml ├── SweepablePipeline.xml ├── TrainResult`1.xml ├── TrialPerformanceMetrics.xml ├── TrialResult.xml └── TrialSettings.xml ├── Microsoft.ML.Calibrators ├── CalibratedModelParametersBase.xml ├── CalibratedModelParametersBase`2.xml ├── CalibratorEstimatorBase`1.xml ├── CalibratorTransformer`1.xml ├── FixedPlattCalibratorEstimator.xml ├── ICalibrator.xml ├── IsotonicCalibrator.xml ├── IsotonicCalibratorEstimator.xml ├── IsotonicCalibratorTransformer.xml ├── NaiveCalibrator.xml ├── NaiveCalibratorEstimator.xml ├── NaiveCalibratorTransformer.xml ├── PlattCalibrator.xml ├── PlattCalibratorEstimator.xml └── PlattCalibratorTransformer.xml ├── Microsoft.ML.CodeGenerator.CodeGenerator └── IWritable.xml ├── Microsoft.ML.CodeGenerator └── ICSharpFile.xml ├── Microsoft.ML.Data ├── AnomalyDetectionMetrics.xml ├── AnomalyPredictionTransformer`1.xml ├── BinaryClassificationMetrics.xml ├── BinaryClassificationMetricsStatistics.xml ├── BinaryPrecisionRecallDataPoint.xml ├── BinaryPredictionTransformer`1.xml ├── BooleanDataViewType.xml ├── CalibratedBinaryClassificationMetrics.xml ├── ClusteringMetrics.xml ├── ClusteringPredictionTransformer`1.xml ├── ColumnConcatenatingTransformer.xml ├── ColumnCursorExtensions.xml ├── ColumnNameAttribute.xml ├── CompositeDataLoader`2.xml ├── CompositeLoaderEstimator`2.xml ├── ConfusionMatrix.xml ├── DataDebuggerPreview+ColumnInfo.xml ├── DataDebuggerPreview+RowInfo.xml ├── DataDebuggerPreview.xml ├── DataKind.xml ├── DataViewRowId.xml ├── DataViewType.xml ├── DataViewTypeAttribute.xml ├── DataViewTypeManager.xml ├── DatabaseLoader+Column.xml ├── DatabaseLoader+Options.xml ├── DatabaseLoader+Range.xml ├── DatabaseLoader.xml ├── DatabaseSource.xml ├── DateTimeDataViewType.xml ├── DateTimeOffsetDataViewType.xml ├── EstimatorChain`1.xml ├── FileHandleSource.xml ├── IFileHandle.xml ├── IMultiStreamSource.xml ├── IRowToRowMapper.xml ├── ImageLoadingEstimator.xml ├── ImageLoadingTransformer.xml ├── KeyCount.xml ├── KeyDataViewType.xml ├── KeyTypeAttribute.xml ├── LoadColumnAttribute.xml ├── LoadColumnNameAttribute.xml ├── MLImage.xml ├── MLPixelFormat.xml ├── MetricStatistics.xml ├── MultiFileSource.xml ├── MulticlassClassificationMetrics.xml ├── MulticlassClassificationMetricsStatistics.xml ├── MulticlassPredictionTransformer`1.xml ├── NoColumnAttribute.xml ├── NumberDataViewType.xml ├── OneToOneTransformerBase.xml ├── PredictionTransformerBase`1.xml ├── PrimitiveDataViewType.xml ├── RankingEvaluatorOptions.xml ├── RankingMetrics.xml ├── RankingMetricsStatistics.xml ├── RankingPredictionTransformer`1.xml ├── RegressionMetrics.xml ├── RegressionMetricsStatistics.xml ├── RegressionPredictionTransformer`1.xml ├── RowIdDataViewType.xml ├── RowToRowTransformerBase.xml ├── SchemaAnnotationsExtensions.xml ├── SchemaDefinition+Column.xml ├── SchemaDefinition+Direction.xml ├── SchemaDefinition.xml ├── SimpleFileHandle.xml ├── SingleFeaturePredictionTransformerBase`1.xml ├── StructuredDataViewType.xml ├── SvmLightLoader.xml ├── SvmLightLoaderSaverCatalog.xml ├── TextDataViewType.xml ├── TextLoader+Column.xml ├── TextLoader+Options.xml ├── TextLoader+Range.xml ├── TextLoader.xml ├── TimeSpanDataViewType.xml ├── TransformerChain`1.xml ├── TransformerScope.xml ├── TrivialEstimator`1.xml ├── VBufferEditor.xml ├── VBufferEditor`1.xml ├── VBuffer`1.xml ├── VectorDataViewType.xml └── VectorTypeAttribute.xml ├── Microsoft.ML.Experimental ├── MLContextExtensions.xml └── OneToOneTransformerBaseExtensions.xml ├── Microsoft.ML.Runtime ├── ChannelMessage.xml ├── ChannelMessageKind.xml ├── ComponentCatalog.xml ├── IChannel.xml ├── IChannelProvider.xml ├── IComponentFactory.xml ├── IComponentFactory`1.xml ├── IComponentFactory`2.xml ├── IComponentFactory`3.xml ├── IComponentFactory`4.xml ├── IExceptionContext.xml ├── IHost.xml ├── IHostEnvironment.xml ├── IPipe`1.xml ├── IProgressChannel.xml ├── IProgressChannelProvider.xml ├── IProgressEntry.xml ├── MessageSensitivity.xml └── ProgressHeader.xml ├── Microsoft.ML.SamplesUtils ├── DatasetUtils+BinaryLabelFloatFeatureVectorFloatWeightSample.xml ├── DatasetUtils+CalibratedBinaryClassifierOutput.xml ├── DatasetUtils+FloatLabelFloatFeatureVectorSample.xml ├── DatasetUtils+FloatLabelFloatFeatureVectorUlongGroupIdSample.xml ├── DatasetUtils+MulticlassClassificationExample.xml ├── DatasetUtils+NonCalibratedBinaryClassifierOutput.xml └── DatasetUtils.xml ├── Microsoft.ML.SearchSpace.Option ├── ChoiceOption.xml ├── NestOption.xml ├── OptionBase.xml ├── SearchSpace.xml ├── UniformDoubleOption.xml ├── UniformIntOption.xml ├── UniformNumericOption.xml └── UniformSingleOption.xml ├── Microsoft.ML.SearchSpace ├── BooleanChoiceAttribute.xml ├── ChoiceAttribute.xml ├── NestOptionAttribute.xml ├── Parameter.xml ├── ParameterType.xml ├── RangeAttribute.xml ├── SearchSpace.xml └── SearchSpace`1.xml ├── Microsoft.ML.TimeSeries ├── AggregateType.xml ├── AnomalyDirection.xml ├── MetricSlice.xml ├── RootCause.xml ├── RootCauseItem.xml ├── RootCauseLocalizationInput.xml ├── SrCnnDeseasonalityMode.xml ├── SrCnnDetectMode.xml ├── SrCnnEntireAnomalyDetectorOptions.xml └── TimeSeriesPoint.xml ├── Microsoft.ML.Tokenizers ├── AddedToken.xml ├── BertOptions.xml ├── BertTokenizer.xml ├── BitVector.xml ├── Bpe.xml ├── BpeDecoder.xml ├── BpeTokenizer.xml ├── BpeTrainer.xml ├── CodeGenTokenizer.xml ├── DawgBuilder.xml ├── EncodeResults`1.xml ├── EncodeSettings.xml ├── EncodedToken.xml ├── EnglishRoberta.xml ├── EnglishRobertaTokenizer.xml ├── LlamaTokenizer.xml ├── LowerCaseNormalizer.xml ├── Model.xml ├── NormalizedString.xml ├── Normalizer.xml ├── Phi2Tokenizer.xml ├── PreTokenizer.xml ├── Progress.xml ├── ProgressState.xml ├── RegexPreTokenizer.xml ├── ReportProgress.xml ├── RobertaPreTokenizer.xml ├── SentencePieceNormalizer.xml ├── SentencePieceTokenizer.xml ├── Split.xml ├── TiktokenTokenizer.xml ├── Token.xml ├── Tokenizer.xml ├── TokenizerDecoder.xml ├── TokenizerResult.xml ├── Trainer.xml ├── UpperCaseNormalizer.xml ├── WhiteSpace.xml ├── WordPieceOptions.xml └── WordPieceTokenizer.xml ├── Microsoft.ML.TorchSharp.AutoFormerV2 ├── Anchors.xml ├── Attention.xml ├── AutoFormerV2.xml ├── AutoFormerV2Backbone.xml ├── AutoFormerV2Block.xml ├── BasicLayer.xml ├── Conv2dBN.xml ├── ConvLayer.xml ├── ConvModule.xml ├── FPN.xml ├── MBConv.xml ├── MLP.xml ├── ObjectDetectionMetrics.xml ├── ObjectDetectionTrainer+Options.xml ├── ObjectDetectionTrainer.xml ├── ObjectDetectionTransformer.xml ├── PatchEmbed.xml ├── PatchMerging.xml └── RetinaHead.xml ├── Microsoft.ML.TorchSharp.Loss └── FocalLoss.xml ├── Microsoft.ML.TorchSharp.NasBert.Models ├── NasBertEncoder.xml └── TransformerEncoder.xml ├── Microsoft.ML.TorchSharp.NasBert.Modules ├── GeLUFast.xml ├── IIncrementalState.xml └── IncrementalState.xml ├── Microsoft.ML.TorchSharp.NasBert ├── BertArchitecture.xml ├── BertTaskType.xml ├── NasBertTrainer+NasBertOptions.xml ├── NasBertTrainer.xml ├── NasBertTrainer`2.xml ├── NasBertTransformer.xml ├── NasBertTransformer`2.xml ├── NerTrainer+NerOptions.xml ├── NerTrainer.xml ├── NerTransformer.xml ├── SentenceSimilarityTrainer+SentenceSimilarityOptions.xml ├── SentenceSimilarityTrainer.xml ├── SentenceSimilarityTransformer.xml ├── TextClassificationTrainer+TextClassificationOptions.xml ├── TextClassificationTrainer.xml └── TextClassificationTransformer.xml ├── Microsoft.ML.TorchSharp.Roberta ├── QATrainer+Options.xml ├── QATrainer.xml └── QATransformer.xml ├── Microsoft.ML.TorchSharp.Utils └── DefaultDictionary`2.xml ├── Microsoft.ML.TorchSharp ├── TorchSharpBaseTrainer+Options.xml ├── TorchSharpBaseTrainer.xml ├── TorchSharpBaseTrainer`2.xml ├── TorchSharpBaseTransformer.xml ├── TorchSharpBaseTransformer`2.xml └── TorchSharpCatalog.xml ├── Microsoft.ML.Trainers.FastTree ├── BoostedTreeOptions+OptimizationAlgorithmType.xml ├── BoostedTreeOptions.xml ├── BoostingFastTreeTrainerBase`3.xml ├── Bundle.xml ├── ConsecutiveGeneralityLossRule.xml ├── EarlyStoppingMetric.xml ├── EarlyStoppingRankingMetric.xml ├── EarlyStoppingRule.xml ├── EarlyStoppingRuleBase.xml ├── FastForestBinaryFeaturizationEstimator+Options.xml ├── FastForestBinaryFeaturizationEstimator.xml ├── FastForestBinaryModelParameters.xml ├── FastForestBinaryTrainer+Options.xml ├── FastForestBinaryTrainer.xml ├── FastForestOptionsBase.xml ├── FastForestRegressionFeaturizationEstimator+Options.xml ├── FastForestRegressionFeaturizationEstimator.xml ├── FastForestRegressionModelParameters.xml ├── FastForestRegressionTrainer+Options.xml ├── FastForestRegressionTrainer.xml ├── FastTreeBinaryFeaturizationEstimator+Options.xml ├── FastTreeBinaryFeaturizationEstimator.xml ├── FastTreeBinaryModelParameters.xml ├── FastTreeBinaryTrainer+Options.xml ├── FastTreeBinaryTrainer.xml ├── FastTreeRankingFeaturizationEstimator+Options.xml ├── FastTreeRankingFeaturizationEstimator.xml ├── FastTreeRankingModelParameters.xml ├── FastTreeRankingTrainer+Options.xml ├── FastTreeRankingTrainer.xml ├── FastTreeRegressionFeaturizationEstimator+Options.xml ├── FastTreeRegressionFeaturizationEstimator.xml ├── FastTreeRegressionModelParameters.xml ├── FastTreeRegressionTrainer+Options.xml ├── FastTreeRegressionTrainer.xml ├── FastTreeTrainerBase`3.xml ├── FastTreeTweedieFeaturizationEstimator+Options.xml ├── FastTreeTweedieFeaturizationEstimator.xml ├── FastTreeTweedieModelParameters.xml ├── FastTreeTweedieTrainer+Options.xml ├── FastTreeTweedieTrainer.xml ├── GamBinaryModelParameters.xml ├── GamBinaryTrainer+Options.xml ├── GamBinaryTrainer.xml ├── GamModelParametersBase.xml ├── GamRegressionModelParameters.xml ├── GamRegressionTrainer+Options.xml ├── GamRegressionTrainer.xml ├── GamTrainerBase`3+OptionsBase.xml ├── GamTrainerBase`3.xml ├── GeneralityLossRule.xml ├── GeneralityToProgressRatioRule.xml ├── LowProgressRule.xml ├── MovingWindowRule.xml ├── PretrainedTreeFeaturizationEstimator+Options.xml ├── PretrainedTreeFeaturizationEstimator.xml ├── QuantileRegressionTree.xml ├── QuantileRegressionTreeEnsemble.xml ├── RandomForestTrainerBase`3.xml ├── RegressionTree.xml ├── RegressionTreeBase.xml ├── RegressionTreeEnsemble.xml ├── TolerantEarlyStoppingRule.xml ├── TreeEnsembleFeaturizationEstimatorBase+OptionsBase.xml ├── TreeEnsembleFeaturizationEstimatorBase.xml ├── TreeEnsembleFeaturizationTransformer.xml ├── TreeEnsembleModelParameters.xml ├── TreeEnsembleModelParametersBasedOnQuantileRegressionTree.xml ├── TreeEnsembleModelParametersBasedOnRegressionTree.xml ├── TreeEnsemble`1.xml └── TreeOptions.xml ├── Microsoft.ML.Trainers.LightGbm ├── BoosterParameterBase+OptionsBase.xml ├── BoosterParameterBase.xml ├── DartBooster+Options.xml ├── DartBooster.xml ├── GossBooster+Options.xml ├── GossBooster.xml ├── GradientBooster+Options.xml ├── GradientBooster.xml ├── LightGbmBinaryModelParameters.xml ├── LightGbmBinaryTrainer+Options+EvaluateMetricType.xml ├── LightGbmBinaryTrainer+Options.xml ├── LightGbmBinaryTrainer.xml ├── LightGbmMulticlassTrainer+Options+EvaluateMetricType.xml ├── LightGbmMulticlassTrainer+Options.xml ├── LightGbmMulticlassTrainer.xml ├── LightGbmRankingModelParameters.xml ├── LightGbmRankingTrainer+Options+EvaluateMetricType.xml ├── LightGbmRankingTrainer+Options.xml ├── LightGbmRankingTrainer.xml ├── LightGbmRegressionModelParameters.xml ├── LightGbmRegressionTrainer+Options+EvaluateMetricType.xml ├── LightGbmRegressionTrainer+Options.xml ├── LightGbmRegressionTrainer.xml ├── LightGbmTrainerBase`4+OptionsBase.xml └── LightGbmTrainerBase`4.xml ├── Microsoft.ML.Trainers.Recommender ├── MatrixFactorizationModelParameters.xml └── MatrixFactorizationPredictionTransformer.xml ├── Microsoft.ML.Trainers ├── AveragedLinearOptions.xml ├── AveragedLinearTrainer`2.xml ├── AveragedPerceptronTrainer+Options.xml ├── AveragedPerceptronTrainer.xml ├── CoefficientStatistics.xml ├── ComputeLRTrainingStdThroughMkl.xml ├── ComputeLogisticRegressionStandardDeviation.xml ├── ExpLoss.xml ├── ExponentialLRDecay.xml ├── FeatureContributionCalculator.xml ├── FieldAwareFactorizationMachineModelParameters.xml ├── FieldAwareFactorizationMachinePredictionTransformer.xml ├── FieldAwareFactorizationMachineTrainer+Options.xml ├── FieldAwareFactorizationMachineTrainer.xml ├── HingeLoss.xml ├── ICalculateFeatureContribution.xml ├── IClassificationLoss.xml ├── ILossFunction`2.xml ├── IRegressionLoss.xml ├── IScalarLoss.xml ├── ISupportSdcaClassificationLoss.xml ├── ISupportSdcaLoss.xml ├── ISupportSdcaRegressionLoss.xml ├── ITrainerEstimator`2.xml ├── KMeansModelParameters.xml ├── KMeansTrainer+InitializationAlgorithm.xml ├── KMeansTrainer+Options.xml ├── KMeansTrainer.xml ├── LbfgsLogisticRegressionBinaryTrainer+Options.xml ├── LbfgsLogisticRegressionBinaryTrainer.xml ├── LbfgsMaximumEntropyMulticlassTrainer+Options.xml ├── LbfgsMaximumEntropyMulticlassTrainer.xml ├── LbfgsPoissonRegressionTrainer+Options.xml ├── LbfgsPoissonRegressionTrainer.xml ├── LbfgsTrainerBase`3+OptionsBase.xml ├── LbfgsTrainerBase`3.xml ├── LdSvmModelParameters.xml ├── LdSvmTrainer+Options.xml ├── LdSvmTrainer.xml ├── LearningRateScheduler.xml ├── LinearBinaryModelParameters.xml ├── LinearModelParameterStatistics.xml ├── LinearModelParameters.xml ├── LinearMulticlassModelParameters.xml ├── LinearMulticlassModelParametersBase.xml ├── LinearRegressionModelParameters.xml ├── LinearSvmTrainer+Options.xml ├── LinearSvmTrainer.xml ├── LinearTrainerBase`2.xml ├── LogLoss.xml ├── LsrDecay+LearningRateSchedulerItem.xml ├── LsrDecay.xml ├── MatrixFactorizationTrainer+LossFunctionType.xml ├── MatrixFactorizationTrainer+Options.xml ├── MatrixFactorizationTrainer.xml ├── MaximumEntropyModelParameters.xml ├── MetaMulticlassTrainer`2.xml ├── ModelParametersBase`1.xml ├── ModelStatisticsBase.xml ├── NaiveBayesMulticlassModelParameters.xml ├── NaiveBayesMulticlassTrainer.xml ├── OlsModelParameters.xml ├── OlsTrainer+Options.xml ├── OlsTrainer.xml ├── OneVersusAllModelParameters.xml ├── OneVersusAllTrainer.xml ├── OnlineGradientDescentTrainer+Options.xml ├── OnlineGradientDescentTrainer.xml ├── OnlineLinearOptions.xml ├── OnlineLinearTrainer`2.xml ├── PairwiseCouplingModelParameters.xml ├── PairwiseCouplingTrainer.xml ├── PcaModelParameters.xml ├── PoissonLoss.xml ├── PoissonRegressionModelParameters.xml ├── PolynomialLRDecay.xml ├── PriorModelParameters.xml ├── PriorTrainer.xml ├── RandomizedPcaTrainer+Options.xml ├── RandomizedPcaTrainer.xml ├── RegressionModelParameters.xml ├── SdcaBinaryTrainerBase`1+BinaryOptionsBase.xml ├── SdcaBinaryTrainerBase`1.xml ├── SdcaLogisticRegressionBinaryTrainer+Options.xml ├── SdcaLogisticRegressionBinaryTrainer.xml ├── SdcaMaximumEntropyMulticlassTrainer+Options.xml ├── SdcaMaximumEntropyMulticlassTrainer.xml ├── SdcaMulticlassTrainerBase`1+MulticlassOptions.xml ├── SdcaMulticlassTrainerBase`1.xml ├── SdcaNonCalibratedBinaryTrainer+Options.xml ├── SdcaNonCalibratedBinaryTrainer.xml ├── SdcaNonCalibratedMulticlassTrainer+Options.xml ├── SdcaNonCalibratedMulticlassTrainer.xml ├── SdcaRegressionTrainer+Options.xml ├── SdcaRegressionTrainer.xml ├── SdcaTrainerBase`3+OptionsBase.xml ├── SdcaTrainerBase`3.xml ├── SgdBinaryTrainerBase`1+OptionsBase.xml ├── SgdBinaryTrainerBase`1.xml ├── SgdCalibratedTrainer+Options.xml ├── SgdCalibratedTrainer.xml ├── SgdNonCalibratedTrainer+Options.xml ├── SgdNonCalibratedTrainer.xml ├── SmoothedHingeLoss.xml ├── SquaredLoss.xml ├── StochasticTrainerBase`2.xml ├── SymbolicSgdLogisticRegressionBinaryTrainer+Options.xml ├── SymbolicSgdLogisticRegressionBinaryTrainer.xml ├── TrainerEstimatorBaseWithGroupId`2.xml ├── TrainerEstimatorBase`2.xml ├── TrainerInputBase.xml ├── TrainerInputBaseWithGroupId.xml ├── TrainerInputBaseWithLabel.xml ├── TrainerInputBaseWithWeight.xml ├── TweedieLoss.xml └── UnsupervisedTrainerInputBaseWithWeight.xml ├── Microsoft.ML.Transforms.Image ├── ImageDataViewType.xml ├── ImageGrayscalingEstimator.xml ├── ImageGrayscalingTransformer.xml ├── ImagePixelExtractingEstimator+ColorBits.xml ├── ImagePixelExtractingEstimator+ColorsOrder.xml ├── ImagePixelExtractingEstimator.xml ├── ImagePixelExtractingTransformer.xml ├── ImageResizingEstimator+Anchor.xml ├── ImageResizingEstimator+ResizingKind.xml ├── ImageResizingEstimator.xml ├── ImageResizingTransformer.xml ├── ImageTypeAttribute.xml ├── VectorToImageConvertingEstimator.xml └── VectorToImageConvertingTransformer.xml ├── Microsoft.ML.Transforms.Onnx ├── DnnImageFeaturizerEstimator.xml ├── DnnImageFeaturizerInput.xml ├── DnnImageModelSelector.xml ├── OnnxMapType.xml ├── OnnxMapTypeAttribute.xml ├── OnnxOptions.xml ├── OnnxScoringEstimator.xml ├── OnnxSequenceType.xml ├── OnnxSequenceTypeAttribute.xml ├── OnnxSessionOptions+CreateOnnxSessionOptions.xml ├── OnnxSessionOptions.xml ├── OnnxSessionOptionsExtensions.xml └── OnnxTransformer.xml ├── Microsoft.ML.Transforms.Text ├── CustomStopWordsRemovingEstimator+Options.xml ├── CustomStopWordsRemovingEstimator.xml ├── CustomStopWordsRemovingTransformer.xml ├── IStopWordsRemoverOptions.xml ├── LatentDirichletAllocationEstimator.xml ├── LatentDirichletAllocationTransformer+ModelParameters+ItemScore.xml ├── LatentDirichletAllocationTransformer+ModelParameters+WordItemScore.xml ├── LatentDirichletAllocationTransformer+ModelParameters.xml ├── LatentDirichletAllocationTransformer.xml ├── NgramExtractingEstimator+WeightingCriteria.xml ├── NgramExtractingEstimator.xml ├── NgramExtractingTransformer.xml ├── NgramHashingEstimator.xml ├── NgramHashingTransformer.xml ├── StopWordsRemovingEstimator+Language.xml ├── StopWordsRemovingEstimator+Options.xml ├── StopWordsRemovingEstimator.xml ├── StopWordsRemovingTransformer.xml ├── TextFeaturizingEstimator+Language.xml ├── TextFeaturizingEstimator+NormFunction.xml ├── TextFeaturizingEstimator+Options.xml ├── TextFeaturizingEstimator.xml ├── TextNormalizingEstimator+CaseMode.xml ├── TextNormalizingEstimator.xml ├── TextNormalizingTransformer.xml ├── TokenizingByCharactersEstimator.xml ├── TokenizingByCharactersTransformer.xml ├── WordBagEstimator+Options.xml ├── WordBagEstimator.xml ├── WordEmbeddingEstimator+PretrainedModelKind.xml ├── WordEmbeddingEstimator.xml ├── WordEmbeddingTransformer.xml ├── WordHashBagEstimator.xml ├── WordTokenizingEstimator.xml └── WordTokenizingTransformer.xml ├── Microsoft.ML.Transforms.TimeSeries ├── AnomalySide.xml ├── ErrorFunction.xml ├── GrowthRatio.xml ├── IidAnomalyDetectionBaseWrapper.xml ├── IidChangePointDetector.xml ├── IidChangePointEstimator.xml ├── IidSpikeDetector.xml ├── IidSpikeEstimator.xml ├── MartingaleType.xml ├── PredictionFunctionExtensions.xml ├── RankSelectionMethod.xml ├── SrCnnAnomalyDetectionBase.xml ├── SrCnnAnomalyDetector.xml ├── SrCnnAnomalyEstimator.xml ├── SsaAnomalyDetectionBaseWrapper.xml ├── SsaChangePointDetector.xml ├── SsaChangePointEstimator.xml ├── SsaForecastingBaseWrapper.xml ├── SsaForecastingEstimator.xml ├── SsaForecastingTransformer.xml ├── SsaSpikeDetector.xml ├── SsaSpikeEstimator.xml └── TimeSeriesPredictionEngine`2.xml ├── Microsoft.ML.Transforms ├── ApproximatedKernelMappingEstimator.xml ├── ApproximatedKernelTransformer.xml ├── ColumnConcatenatingEstimator.xml ├── ColumnCopyingEstimator.xml ├── ColumnCopyingTransformer.xml ├── ColumnSelectingEstimator.xml ├── ColumnSelectingTransformer.xml ├── CountFeatureSelectingEstimator.xml ├── CustomMappingEstimator`2.xml ├── CustomMappingFactoryAttributeAttribute.xml ├── CustomMappingFactory`2.xml ├── CustomMappingTransformer`2.xml ├── ErrId.xml ├── ExpressionEstimator.xml ├── ExpressionTransformer.xml ├── FeatureContributionCalculatingEstimator.xml ├── FeatureContributionCalculatingTransformer.xml ├── GaussianKernel.xml ├── GlobalContrastNormalizingEstimator.xml ├── HashingEstimator+ColumnOptions.xml ├── HashingEstimator.xml ├── HashingTransformer.xml ├── IFunctionProvider.xml ├── KernelBase.xml ├── KeyToBinaryVectorMappingEstimator.xml ├── KeyToBinaryVectorMappingTransformer.xml ├── KeyToValueMappingEstimator.xml ├── KeyToValueMappingTransformer.xml ├── KeyToVectorMappingEstimator.xml ├── KeyToVectorMappingTransformer.xml ├── LaplacianKernel.xml ├── LpNormNormalizingEstimator.xml ├── LpNormNormalizingEstimatorBase+NormFunction.xml ├── LpNormNormalizingEstimatorBase.xml ├── LpNormNormalizingTransformer.xml ├── MissingValueIndicatorEstimator.xml ├── MissingValueIndicatorTransformer.xml ├── MissingValueReplacingEstimator+ReplacementMode.xml ├── MissingValueReplacingEstimator.xml ├── MissingValueReplacingTransformer.xml ├── MutualInformationFeatureSelectingEstimator.xml ├── NormalizingEstimator.xml ├── NormalizingTransformer+AffineNormalizerModelParameters`1.xml ├── NormalizingTransformer+BinNormalizerModelParameters`1.xml ├── NormalizingTransformer+CdfNormalizerModelParameters`1.xml ├── NormalizingTransformer+NormalizerModelParametersBase.xml ├── NormalizingTransformer.xml ├── OneHotEncodingEstimator+OutputKind.xml ├── OneHotEncodingEstimator.xml ├── OneHotEncodingTransformer.xml ├── OneHotHashEncodingEstimator.xml ├── OneHotHashEncodingTransformer.xml ├── PrincipalComponentAnalysisTransformer.xml ├── PrincipalComponentAnalyzer.xml ├── SignatureFunctionProvider.xml ├── StatefulCustomMappingEstimator`3.xml ├── StatefulCustomMappingFactory`3.xml ├── StatefulCustomMappingTransformer`3.xml ├── TensorFlowEstimator.xml ├── TensorFlowModel.xml ├── TensorFlowTransformer.xml ├── TransformInputBase.xml ├── TypeConvertingEstimator.xml ├── TypeConvertingTransformer.xml ├── ValueMappingEstimator.xml ├── ValueMappingEstimator`2.xml ├── ValueMappingTransformer.xml ├── ValueToKeyMappingEstimator+KeyOrdinality.xml ├── ValueToKeyMappingEstimator.xml ├── ValueToKeyMappingTransformer.xml ├── VectorWhiteningEstimator.xml ├── VectorWhiteningTransformer.xml └── WhiteningKind.xml ├── Microsoft.ML.Vision ├── ImageClassificationModelParameters.xml ├── ImageClassificationTrainer+Architecture.xml ├── ImageClassificationTrainer+BottleneckMetrics.xml ├── ImageClassificationTrainer+EarlyStopping.xml ├── ImageClassificationTrainer+EarlyStoppingMetric.xml ├── ImageClassificationTrainer+ImageClassificationMetrics+Dataset.xml ├── ImageClassificationTrainer+ImageClassificationMetrics.xml ├── ImageClassificationTrainer+Options.xml ├── ImageClassificationTrainer+TrainMetrics.xml └── ImageClassificationTrainer.xml ├── Microsoft.ML ├── AlexNetExtension.xml ├── AnomalyDetectionCatalog+AnomalyDetectionTrainers.xml ├── AnomalyDetectionCatalog.xml ├── BinaryClassificationCatalog+BinaryClassificationTrainers.xml ├── BinaryClassificationCatalog+CalibratorsCatalog.xml ├── BinaryClassificationCatalog.xml ├── BinaryLoaderSaverCatalog.xml ├── CategoricalCatalog.xml ├── ClusteringCatalog+ClusteringTrainers.xml ├── ClusteringCatalog.xml ├── ConversionsCatalog.xml ├── ConversionsExtensionsCatalog.xml ├── CustomMappingCatalog.xml ├── DataLoaderExtensions.xml ├── DataOperationsCatalog+TrainTestData.xml ├── DataOperationsCatalog.xml ├── DataViewRow.xml ├── DataViewRowCursor.xml ├── DataViewSchema+Annotations+Builder.xml ├── DataViewSchema+Annotations.xml ├── DataViewSchema+Builder.xml ├── DataViewSchema+Column.xml ├── DataViewSchema+DetachedColumn.xml ├── DataViewSchema.xml ├── DatabaseLoaderCatalog.xml ├── DebuggerExtensions.xml ├── ExplainabilityCatalog.xml ├── ExpressionCatalog.xml ├── ExtensionBaseAttribute.xml ├── ExtensionsCatalog.xml ├── FactorizationMachineExtensions.xml ├── FeatureSelectionCatalog.xml ├── ForecastingCatalog+Forecasters.xml ├── ForecastingCatalog.xml ├── ICanSaveModel.xml ├── IDataLoaderEstimator`2.xml ├── IDataLoader`1.xml ├── IDataView.xml ├── IDataViewExtensions.xml ├── IEstimator`1.xml ├── IPredictionTransformer`1.xml ├── ISingleFeaturePredictionTransformer`1.xml ├── ITransformer.xml ├── ImageEstimatorsCatalog.xml ├── InputOutputColumnPair.xml ├── KMeansClusteringExtensions.xml ├── KernelExpansionCatalog.xml ├── LearningPipelineExtensions.xml ├── LightGbmExtensions.xml ├── LoggingEventArgs.xml ├── MLContext.xml ├── MklComponentsCatalog.xml ├── ModelOperationsCatalog.xml ├── ModelSaveContext.xml ├── MulticlassClassificationCatalog+MulticlassClassificationTrainers.xml ├── MulticlassClassificationCatalog.xml ├── NormalizationCatalog.xml ├── OnnxCatalog.xml ├── OnnxExportExtensions.xml ├── PcaCatalog.xml ├── PermutationFeatureImportanceExtensions.xml ├── PredictionEngineBase`2.xml ├── PredictionEngineOptions.xml ├── PredictionEngine`2.xml ├── RankingCatalog+RankingTrainers.xml ├── RankingCatalog.xml ├── RecommendationCatalog+RecommendationTrainers.xml ├── RecommendationCatalog.xml ├── RecommenderCatalog.xml ├── RegressionCatalog+RegressionTrainers.xml ├── RegressionCatalog.xml ├── ResNet101Extension.xml ├── ResNet18Extension.xml ├── ResNet50Extension.xml ├── SchemaShape+Column+VectorKind.xml ├── SchemaShape+Column.xml ├── SchemaShape.xml ├── StandardTrainersCatalog.xml ├── TensorflowCatalog.xml ├── TextCatalog.xml ├── TextLoaderSaverCatalog.xml ├── TimeSeriesCatalog.xml ├── TrainCatalogBase+CatalogInstantiatorBase.xml ├── TrainCatalogBase+CrossValidationResult`1.xml ├── TrainCatalogBase.xml ├── TrainerInfo.xml ├── TransformExtensionsCatalog.xml ├── TransformsCatalog+CategoricalTransforms.xml ├── TransformsCatalog+ConversionTransforms.xml ├── TransformsCatalog+FeatureSelectionTransforms.xml ├── TransformsCatalog+TextTransforms.xml ├── TransformsCatalog.xml ├── TreeExtensions.xml ├── ValueGetter`1.xml └── VisionCatalog.xml ├── PackageInformation ├── ml-dotnet-1.0.0.json ├── ml-dotnet-1.1.0.json ├── ml-dotnet-1.2.0.json ├── ml-dotnet-1.3.1.json ├── ml-dotnet-1.4.0.json ├── ml-dotnet-1.5.0.json ├── ml-dotnet-1.6.0.json ├── ml-dotnet-1.7.0.json ├── ml-dotnet-2.0.0.json ├── ml-dotnet-3.0.0.json ├── ml-dotnet-preview.json └── ml-dotnet.json ├── SourceLinkInformation ├── ml-dotnet-1.7.0 │ └── Microsoft.ML.Mkl.Components.json ├── ml-dotnet-3.0.0 │ ├── Microsoft.Data.Analysis.json │ ├── Microsoft.Extensions.ML.json │ ├── Microsoft.ML.AutoML.json │ ├── Microsoft.ML.CodeGenerator.json │ ├── Microsoft.ML.Core.json │ ├── Microsoft.ML.Data.json │ ├── Microsoft.ML.DataView.json │ ├── Microsoft.ML.DnnImageFeaturizer.AlexNet.json │ ├── Microsoft.ML.DnnImageFeaturizer.ResNet101.json │ ├── Microsoft.ML.DnnImageFeaturizer.ResNet18.json │ ├── Microsoft.ML.DnnImageFeaturizer.ResNet50.json │ ├── Microsoft.ML.Experimental.json │ ├── Microsoft.ML.FastTree.json │ ├── Microsoft.ML.ImageAnalytics.json │ ├── Microsoft.ML.KMeansClustering.json │ ├── Microsoft.ML.LightGbm.json │ ├── Microsoft.ML.Mkl.Components.json │ ├── Microsoft.ML.OnnxConverter.json │ ├── Microsoft.ML.OnnxTransformer.json │ ├── Microsoft.ML.PCA.json │ ├── Microsoft.ML.Recommender.json │ ├── Microsoft.ML.SamplesUtils.json │ ├── Microsoft.ML.SearchSpace.json │ ├── Microsoft.ML.StandardTrainers.json │ ├── Microsoft.ML.TensorFlow.json │ ├── Microsoft.ML.TimeSeries.json │ ├── Microsoft.ML.Tokenizers.json │ ├── Microsoft.ML.TorchSharp.json │ ├── Microsoft.ML.Transforms.json │ └── Microsoft.ML.Vision.json ├── ml-dotnet-preview │ ├── Microsoft.Data.Analysis.json │ ├── Microsoft.Extensions.ML.json │ ├── Microsoft.ML.AutoML.json │ ├── Microsoft.ML.CodeGenerator.json │ ├── Microsoft.ML.Core.json │ ├── Microsoft.ML.Data.json │ ├── Microsoft.ML.DataView.json │ ├── Microsoft.ML.DnnImageFeaturizer.AlexNet.json │ ├── Microsoft.ML.DnnImageFeaturizer.ResNet101.json │ ├── Microsoft.ML.DnnImageFeaturizer.ResNet18.json │ ├── Microsoft.ML.DnnImageFeaturizer.ResNet50.json │ ├── Microsoft.ML.Experimental.json │ ├── Microsoft.ML.FastTree.json │ ├── Microsoft.ML.ImageAnalytics.json │ ├── Microsoft.ML.KMeansClustering.json │ ├── Microsoft.ML.LightGbm.json │ ├── Microsoft.ML.Mkl.Components.json │ ├── Microsoft.ML.OnnxConverter.json │ ├── Microsoft.ML.OnnxTransformer.json │ ├── Microsoft.ML.PCA.json │ ├── Microsoft.ML.Recommender.json │ ├── Microsoft.ML.SamplesUtils.json │ ├── Microsoft.ML.SearchSpace.json │ ├── Microsoft.ML.StandardTrainers.json │ ├── Microsoft.ML.TensorFlow.json │ ├── Microsoft.ML.TimeSeries.json │ ├── Microsoft.ML.Tokenizers.json │ ├── Microsoft.ML.TorchSharp.json │ ├── Microsoft.ML.Transforms.json │ └── Microsoft.ML.Vision.json └── ml-dotnet │ ├── Microsoft.Data.Analysis.json │ ├── Microsoft.Extensions.ML.json │ ├── Microsoft.ML.AutoML.json │ ├── Microsoft.ML.CodeGenerator.json │ ├── Microsoft.ML.Core.json │ ├── Microsoft.ML.Data.json │ ├── Microsoft.ML.DataView.json │ ├── Microsoft.ML.DnnImageFeaturizer.AlexNet.json │ ├── Microsoft.ML.DnnImageFeaturizer.ResNet101.json │ ├── Microsoft.ML.DnnImageFeaturizer.ResNet18.json │ ├── Microsoft.ML.DnnImageFeaturizer.ResNet50.json │ ├── Microsoft.ML.Experimental.json │ ├── Microsoft.ML.FastTree.json │ ├── Microsoft.ML.ImageAnalytics.json │ ├── Microsoft.ML.KMeansClustering.json │ ├── Microsoft.ML.LightGbm.json │ ├── Microsoft.ML.Mkl.Components.json │ ├── Microsoft.ML.OnnxConverter.json │ ├── Microsoft.ML.OnnxTransformer.json │ ├── Microsoft.ML.PCA.json │ ├── Microsoft.ML.Recommender.json │ ├── Microsoft.ML.SamplesUtils.json │ ├── Microsoft.ML.SearchSpace.json │ ├── Microsoft.ML.StandardTrainers.json │ ├── Microsoft.ML.TensorFlow.json │ ├── Microsoft.ML.TimeSeries.json │ ├── Microsoft.ML.Tokenizers.json │ ├── Microsoft.ML.TorchSharp.json │ ├── Microsoft.ML.Transforms.json │ └── Microsoft.ML.Vision.json ├── _filter.xml ├── index.xml ├── ns-.xml ├── ns-Microsoft.Data.Analysis.xml ├── ns-Microsoft.Extensions.ML.xml ├── ns-Microsoft.ML.AutoML.CodeGen.xml ├── ns-Microsoft.ML.AutoML.xml ├── ns-Microsoft.ML.Calibrators.xml 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