diff --git a/dotnet/xml/ns-Microsoft.ML.Calibrators.xml b/dotnet/xml/ns-Microsoft.ML.Calibrators.xml index 42bb60839..6c8057d50 100644 --- a/dotnet/xml/ns-Microsoft.ML.Calibrators.xml +++ b/dotnet/xml/ns-Microsoft.ML.Calibrators.xml @@ -1,8 +1,10 @@ - Namespace containing estimators and transformers that take as input the output scores of binary classifiers, - and calibrate them to produce a probability distribution. + Namespace containing components for binary classification calibration. + + These components calculate probabilities from scores, for binary classifiers. + diff --git a/dotnet/xml/ns-Microsoft.ML.Data.xml b/dotnet/xml/ns-Microsoft.ML.Data.xml index 34f77e7c2..976d7dbfb 100644 --- a/dotnet/xml/ns-Microsoft.ML.Data.xml +++ b/dotnet/xml/ns-Microsoft.ML.Data.xml @@ -1,5 +1,7 @@ - Namespace containing data loading, data definition and data saving capabilities. + + Namespace containing data loading and saving, data schema definitions, and model training metrics components. + diff --git a/dotnet/xml/ns-Microsoft.ML.Runtime.xml b/dotnet/xml/ns-Microsoft.ML.Runtime.xml index 1a1d55066..647a07bb2 100644 --- a/dotnet/xml/ns-Microsoft.ML.Runtime.xml +++ b/dotnet/xml/ns-Microsoft.ML.Runtime.xml @@ -1,6 +1,7 @@ - To be added. - To be added. + + Namespace containing types needed by the ML.NET runtime. + diff --git a/dotnet/xml/ns-Microsoft.ML.SamplesUtils.xml b/dotnet/xml/ns-Microsoft.ML.SamplesUtils.xml index bc6619d73..e0013530a 100644 --- a/dotnet/xml/ns-Microsoft.ML.SamplesUtils.xml +++ b/dotnet/xml/ns-Microsoft.ML.SamplesUtils.xml @@ -1,8 +1,10 @@ - Namespace containing utilities to download and featurize datasets for the API reference samples. - It is part of the Microsoft.ML.SampleUtils nuget package. + Namespace containing utilities to download and featurize datasets for the API reference samples. + + Included in the Microsoft.ML.SampleUtils nuget package. + diff --git a/dotnet/xml/ns-Microsoft.ML.Trainers.FastTree.xml b/dotnet/xml/ns-Microsoft.ML.Trainers.FastTree.xml index 667a44cb3..97948f761 100644 --- a/dotnet/xml/ns-Microsoft.ML.Trainers.FastTree.xml +++ b/dotnet/xml/ns-Microsoft.ML.Trainers.FastTree.xml @@ -1,5 +1,5 @@ - Namespace containing estimators, model parameters and other utilities related to the Fast Tree group of trainers. + Namespace containing trainers, model parameters, and utilities for Fast Tree algorithms. diff --git a/dotnet/xml/ns-Microsoft.ML.Trainers.LightGbm.xml b/dotnet/xml/ns-Microsoft.ML.Trainers.LightGbm.xml index 8af084e27..c9227c064 100644 --- a/dotnet/xml/ns-Microsoft.ML.Trainers.LightGbm.xml +++ b/dotnet/xml/ns-Microsoft.ML.Trainers.LightGbm.xml @@ -1,7 +1,10 @@ - Namespace containing the various LightGBM trainers. - This namespace is contained in the Microsoft.ML.LightGBM nuget package. + + Namespace containing trainers, model parameters, and utilities for LightGBM algorithms. + + Included in the Microsoft.ML.LightGbm nuget package. + diff --git a/dotnet/xml/ns-Microsoft.ML.Trainers.Recommender.xml b/dotnet/xml/ns-Microsoft.ML.Trainers.Recommender.xml index cbe27d789..52a2d2ffe 100644 --- a/dotnet/xml/ns-Microsoft.ML.Trainers.Recommender.xml +++ b/dotnet/xml/ns-Microsoft.ML.Trainers.Recommender.xml @@ -1,7 +1,7 @@ - Namespace containing estimators and transformers to perform recommendation. + Namespace containing trainers, model parameters, and utilities for recommendation. diff --git a/dotnet/xml/ns-Microsoft.ML.Trainers.xml b/dotnet/xml/ns-Microsoft.ML.Trainers.xml index ab188c8dd..65e2ec218 100644 --- a/dotnet/xml/ns-Microsoft.ML.Trainers.xml +++ b/dotnet/xml/ns-Microsoft.ML.Trainers.xml @@ -1,7 +1,7 @@ - The namespace containing the algorithms used for training a - machine learning model. + + Namespace containing trainers, model parameters, and utilities. diff --git a/dotnet/xml/ns-Microsoft.ML.Transforms.Image.xml b/dotnet/xml/ns-Microsoft.ML.Transforms.Image.xml index bf363c65e..1d9e6c7ff 100644 --- a/dotnet/xml/ns-Microsoft.ML.Transforms.Image.xml +++ b/dotnet/xml/ns-Microsoft.ML.Transforms.Image.xml @@ -1,8 +1,10 @@ - Namespace containing image loading and transformation capabilities. - It is contained in the Microsoft.ML.ImageAnalytics nuget package. + Namespace containing image loading and transformation components. + + Contained in the Microsoft.ML.ImageAnalytics nuget package. + diff --git a/dotnet/xml/ns-Microsoft.ML.Transforms.Onnx.xml b/dotnet/xml/ns-Microsoft.ML.Transforms.Onnx.xml index 69715c9c8..fba587ef3 100644 --- a/dotnet/xml/ns-Microsoft.ML.Transforms.Onnx.xml +++ b/dotnet/xml/ns-Microsoft.ML.Transforms.Onnx.xml @@ -1,6 +1,7 @@ - To be added. - To be added. + + Namespace containing ONNX model loading and transformation components. + diff --git a/dotnet/xml/ns-Microsoft.ML.Transforms.TensorFlow.xml b/dotnet/xml/ns-Microsoft.ML.Transforms.TensorFlow.xml index 579c3c148..a03d9d5da 100644 --- a/dotnet/xml/ns-Microsoft.ML.Transforms.TensorFlow.xml +++ b/dotnet/xml/ns-Microsoft.ML.Transforms.TensorFlow.xml @@ -1,8 +1,7 @@ - The namespace containing the data transformations wrapping tensorflow - so it can be used as an estimator in ML.NET. + Namespace containing tensorflow model loading and transformation components. diff --git a/dotnet/xml/ns-Microsoft.ML.Transforms.Text.xml b/dotnet/xml/ns-Microsoft.ML.Transforms.Text.xml index 821290d82..4b82b43ef 100644 --- a/dotnet/xml/ns-Microsoft.ML.Transforms.Text.xml +++ b/dotnet/xml/ns-Microsoft.ML.Transforms.Text.xml @@ -1,5 +1,7 @@ - The namespace containing the various data transformations for text datasets. + + Namespace containing text data transformation components. + diff --git a/dotnet/xml/ns-Microsoft.ML.Transforms.TimeSeries.xml b/dotnet/xml/ns-Microsoft.ML.Transforms.TimeSeries.xml index 28b229784..d081522fa 100644 --- a/dotnet/xml/ns-Microsoft.ML.Transforms.TimeSeries.xml +++ b/dotnet/xml/ns-Microsoft.ML.Transforms.TimeSeries.xml @@ -1,7 +1,7 @@ - A set of time series transfomer, estimator and their utilities, - used for anomaly detection. + + Namespace containing time-series data transformation components. diff --git a/dotnet/xml/ns-Microsoft.ML.Transforms.xml b/dotnet/xml/ns-Microsoft.ML.Transforms.xml index 438d787a2..a27886726 100644 --- a/dotnet/xml/ns-Microsoft.ML.Transforms.xml +++ b/dotnet/xml/ns-Microsoft.ML.Transforms.xml @@ -1,6 +1,7 @@ - The namespace containing the various data transformations for text and numerical datasets. + + Namespace containing data transformation components. diff --git a/dotnet/xml/ns-Microsoft.ML.xml b/dotnet/xml/ns-Microsoft.ML.xml index 341fb4ddc..77a7ed869 100644 --- a/dotnet/xml/ns-Microsoft.ML.xml +++ b/dotnet/xml/ns-Microsoft.ML.xml @@ -1,5 +1,7 @@ - The main namespace for ML.NET + + The main namespace for ML.NET. Contains application and operation contexts, transformer and trainer catalogs, and components for data view processing. +