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dotnet/xml/Microsoft.Extensions.ML/ServiceCollectionExtensions.xml

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@@ -92,8 +92,8 @@
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</TypeParameter>
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</TypeParameters>
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<Parameters>
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<Parameter Name="services" Type="Microsoft.Extensions.DependencyInjection.IServiceCollection" RefType="this" Index="0" FrameworkAlternate="ml-dotnet;ml-dotnet-1.5.0;ml-dotnet-1.6.0;ml-dotnet-1.7.0;ml-dotnet-2.0.0" />
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<Parameter Name="implementationFactory" Type="System.Func&lt;System.IServiceProvider,Microsoft.Extensions.ML.PredictionEnginePool&lt;TData,TPrediction&gt;&gt;" Index="1" FrameworkAlternate="ml-dotnet;ml-dotnet-1.5.0;ml-dotnet-1.6.0;ml-dotnet-1.7.0;ml-dotnet-2.0.0" />
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<Parameter Name="services" Type="Microsoft.Extensions.DependencyInjection.IServiceCollection" RefType="this" Index="0" FrameworkAlternate="ml-dotnet;ml-dotnet-1.5.0;ml-dotnet-1.6.0;ml-dotnet-1.7.0" />
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<Parameter Name="implementationFactory" Type="System.Func&lt;System.IServiceProvider,Microsoft.Extensions.ML.PredictionEnginePool&lt;TData,TPrediction&gt;&gt;" Index="1" FrameworkAlternate="ml-dotnet;ml-dotnet-1.5.0;ml-dotnet-1.6.0;ml-dotnet-1.7.0" />
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</Parameters>
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<Docs>
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<typeparam name="TData">To be added.</typeparam>
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<ReturnType>Microsoft.Extensions.DependencyInjection.IServiceCollection</ReturnType>
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</ReturnValue>
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<Parameters>
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<Parameter Name="services" Type="Microsoft.Extensions.DependencyInjection.IServiceCollection" RefType="this" Index="0" FrameworkAlternate="ml-dotnet;ml-dotnet-1.5.0;ml-dotnet-1.6.0;ml-dotnet-1.7.0;ml-dotnet-2.0.0" />
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<Parameter Name="services" Type="Microsoft.Extensions.DependencyInjection.IServiceCollection" RefType="this" Index="0" FrameworkAlternate="ml-dotnet;ml-dotnet-1.5.0;ml-dotnet-1.6.0;ml-dotnet-1.7.0" />
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</Parameters>
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<Docs>
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<param name="services">

dotnet/xml/Microsoft.ML.Calibrators/NaiveCalibratorEstimator.xml

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<Interfaces />
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<Docs>
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<summary>
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The naive binning-based calibrator estimator.
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The naive binning-based calbirator estimator.
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</summary>
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<remarks>
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It divides the range of the outputs into equally sized bins. In each bin,

dotnet/xml/Microsoft.ML.Data/CompositeDataLoader`2.xml

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@@ -1,9 +1,9 @@
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<Type Name="CompositeDataLoader&lt;TSource,TLastTransformer&gt;" FullName="Microsoft.ML.Data.CompositeDataLoader&lt;TSource,TLastTransformer&gt;">
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<TypeSignature Language="C#" Value="public sealed class CompositeDataLoader&lt;TSource,TLastTransformer&gt; : IDisposable, Microsoft.ML.IDataLoader&lt;TSource&gt; where TLastTransformer : class, ITransformer" FrameworkAlternate="ml-dotnet;ml-dotnet-1.5.0;ml-dotnet-1.6.0;ml-dotnet-1.7.0;ml-dotnet-2.0.0" />
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<TypeSignature Language="ILAsm" Value=".class public auto ansi sealed beforefieldinit CompositeDataLoader`2&lt;TSource, class (class Microsoft.ML.ITransformer) TLastTransformer&gt; extends System.Object implements class Microsoft.ML.ICanSaveModel, class Microsoft.ML.IDataLoader`1&lt;!TSource&gt;, class System.IDisposable" FrameworkAlternate="ml-dotnet;ml-dotnet-1.5.0;ml-dotnet-1.6.0;ml-dotnet-1.7.0;ml-dotnet-2.0.0" />
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<TypeSignature Language="C#" Value="public sealed class CompositeDataLoader&lt;TSource,TLastTransformer&gt; : IDisposable, Microsoft.ML.IDataLoader&lt;TSource&gt; where TLastTransformer : class, ITransformer" FrameworkAlternate="ml-dotnet;ml-dotnet-1.5.0;ml-dotnet-1.6.0;ml-dotnet-1.7.0" />
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<TypeSignature Language="ILAsm" Value=".class public auto ansi sealed beforefieldinit CompositeDataLoader`2&lt;TSource, class (class Microsoft.ML.ITransformer) TLastTransformer&gt; extends System.Object implements class Microsoft.ML.ICanSaveModel, class Microsoft.ML.IDataLoader`1&lt;!TSource&gt;, class System.IDisposable" FrameworkAlternate="ml-dotnet;ml-dotnet-1.5.0;ml-dotnet-1.6.0;ml-dotnet-1.7.0" />
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<TypeSignature Language="DocId" Value="T:Microsoft.ML.Data.CompositeDataLoader`2" />
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<TypeSignature Language="VB.NET" Value="Public NotInheritable Class CompositeDataLoader(Of TSource, TLastTransformer)&#xA;Implements IDataLoader(Of TSource), IDisposable" FrameworkAlternate="ml-dotnet;ml-dotnet-1.5.0;ml-dotnet-1.6.0;ml-dotnet-1.7.0;ml-dotnet-2.0.0" />
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<TypeSignature Language="F#" Value="type CompositeDataLoader&lt;'Source, 'LastTransformer (requires 'LastTransformer : null and 'LastTransformer :&gt; ITransformer)&gt; = class&#xA; interface IDataLoader&lt;'Source&gt;&#xA; interface ICanSaveModel&#xA; interface IDisposable" FrameworkAlternate="ml-dotnet;ml-dotnet-1.5.0;ml-dotnet-1.6.0;ml-dotnet-1.7.0;ml-dotnet-2.0.0" />
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<TypeSignature Language="VB.NET" Value="Public NotInheritable Class CompositeDataLoader(Of TSource, TLastTransformer)&#xA;Implements IDataLoader(Of TSource), IDisposable" FrameworkAlternate="ml-dotnet;ml-dotnet-1.5.0;ml-dotnet-1.6.0;ml-dotnet-1.7.0" />
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<TypeSignature Language="F#" Value="type CompositeDataLoader&lt;'Source, 'LastTransformer (requires 'LastTransformer : null and 'LastTransformer :&gt; ITransformer)&gt; = class&#xA; interface IDataLoader&lt;'Source&gt;&#xA; interface ICanSaveModel&#xA; interface IDisposable" FrameworkAlternate="ml-dotnet;ml-dotnet-1.5.0;ml-dotnet-1.6.0;ml-dotnet-1.7.0" />
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<TypeSignature Language="C#" Value="public sealed class CompositeDataLoader&lt;TSource,TLastTransformer&gt; : Microsoft.ML.IDataLoader&lt;TSource&gt; where TLastTransformer : class, ITransformer" FrameworkAlternate="ml-dotnet-1.0.0;ml-dotnet-1.1.0;ml-dotnet-1.2.0;ml-dotnet-1.3.1;ml-dotnet-1.4.0" />
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<TypeSignature Language="ILAsm" Value=".class public auto ansi sealed beforefieldinit CompositeDataLoader`2&lt;TSource, class (class Microsoft.ML.ITransformer) TLastTransformer&gt; extends System.Object implements class Microsoft.ML.ICanSaveModel, class Microsoft.ML.IDataLoader`1&lt;!TSource&gt;" FrameworkAlternate="ml-dotnet-1.0.0;ml-dotnet-1.1.0;ml-dotnet-1.2.0;ml-dotnet-1.3.1;ml-dotnet-1.4.0" />
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<TypeSignature Language="VB.NET" Value="Public NotInheritable Class CompositeDataLoader(Of TSource, TLastTransformer)&#xA;Implements IDataLoader(Of TSource)" FrameworkAlternate="ml-dotnet-1.0.0;ml-dotnet-1.1.0;ml-dotnet-1.2.0;ml-dotnet-1.3.1;ml-dotnet-1.4.0" />
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<Interface>
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<InterfaceName>Microsoft.ML.IDataLoader&lt;TSource&gt;</InterfaceName>
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</Interface>
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<Interface FrameworkAlternate="ml-dotnet;ml-dotnet-1.5.0;ml-dotnet-1.6.0;ml-dotnet-1.7.0;ml-dotnet-2.0.0">
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<Interface FrameworkAlternate="ml-dotnet;ml-dotnet-1.5.0;ml-dotnet-1.6.0;ml-dotnet-1.7.0">
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<InterfaceName>System.IDisposable</InterfaceName>
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</Interface>
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</Interfaces>

dotnet/xml/Microsoft.ML.Data/DataViewTypeManager.xml

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<ReturnType>System.Void</ReturnType>
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</ReturnValue>
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<Parameters>
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<Parameter Name="dataViewType" Type="Microsoft.ML.Data.DataViewType" Index="0" FrameworkAlternate="ml-dotnet;ml-dotnet-1.4.0;ml-dotnet-1.5.0;ml-dotnet-1.6.0;ml-dotnet-1.7.0;ml-dotnet-2.0.0" />
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<Parameter Name="type" Type="System.Type" Index="1" FrameworkAlternate="ml-dotnet;ml-dotnet-1.4.0;ml-dotnet-1.5.0;ml-dotnet-1.6.0;ml-dotnet-1.7.0;ml-dotnet-2.0.0" />
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<Parameter Name="typeAttribute" Type="Microsoft.ML.Data.DataViewTypeAttribute" Index="2" FrameworkAlternate="ml-dotnet;ml-dotnet-1.4.0;ml-dotnet-1.5.0;ml-dotnet-1.6.0;ml-dotnet-1.7.0;ml-dotnet-2.0.0" />
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<Parameter Name="dataViewType" Type="Microsoft.ML.Data.DataViewType" Index="0" FrameworkAlternate="ml-dotnet;ml-dotnet-1.4.0;ml-dotnet-1.5.0;ml-dotnet-1.6.0;ml-dotnet-1.7.0" />
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<Parameter Name="type" Type="System.Type" Index="1" FrameworkAlternate="ml-dotnet;ml-dotnet-1.4.0;ml-dotnet-1.5.0;ml-dotnet-1.6.0;ml-dotnet-1.7.0" />
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<Parameter Name="typeAttribute" Type="Microsoft.ML.Data.DataViewTypeAttribute" Index="2" FrameworkAlternate="ml-dotnet;ml-dotnet-1.4.0;ml-dotnet-1.5.0;ml-dotnet-1.6.0;ml-dotnet-1.7.0" />
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</Parameters>
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<Docs>
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<param name="type">Native type in C#.</param>
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<param name="dataViewType">The corresponding type of <paramref name="type" /> in ML.NET's type system.</param>
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<param name="type">Native type in C#.</param>
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<param name="typeAttribute">The <see cref="T:Microsoft.ML.Data.DataViewTypeAttribute" /> attached to <paramref name="type" />.</param>
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<summary>
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This function tells that <paramref name="dataViewType" /> should be representation of data in <paramref name="type" /> in
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</Docs>
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</Member>
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<Member MemberName="Register">
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<MemberSignature Language="C#" Value="public static void Register (Microsoft.ML.Data.DataViewType dataViewType, Type type, System.Collections.Generic.IEnumerable&lt;Attribute&gt; typeAttributes);" FrameworkAlternate="ml-dotnet;ml-dotnet-1.4.0;ml-dotnet-1.5.0;ml-dotnet-1.6.0;ml-dotnet-1.7.0;ml-dotnet-2.0.0" />
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<MemberSignature Language="C#" Value="public static void Register (Microsoft.ML.Data.DataViewType dataViewType, Type type, System.Collections.Generic.IEnumerable&lt;Attribute&gt; typeAttributes);" FrameworkAlternate="ml-dotnet;ml-dotnet-1.4.0;ml-dotnet-1.5.0;ml-dotnet-1.6.0;ml-dotnet-1.7.0" />
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<MemberSignature Language="ILAsm" Value=".method public static hidebysig void Register(class Microsoft.ML.Data.DataViewType dataViewType, class System.Type type, class System.Collections.Generic.IEnumerable`1&lt;class System.Attribute&gt; typeAttributes) cil managed" />
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<MemberSignature Language="DocId" Value="M:Microsoft.ML.Data.DataViewTypeManager.Register(Microsoft.ML.Data.DataViewType,System.Type,System.Collections.Generic.IEnumerable{System.Attribute})" />
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<MemberSignature Language="VB.NET" Value="Public Shared Sub Register (dataViewType As DataViewType, type As Type, typeAttributes As IEnumerable(Of Attribute))" FrameworkAlternate="ml-dotnet;ml-dotnet-1.4.0;ml-dotnet-1.5.0;ml-dotnet-1.6.0;ml-dotnet-1.7.0;ml-dotnet-2.0.0" />
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<MemberSignature Language="VB.NET" Value="Public Shared Sub Register (dataViewType As DataViewType, type As Type, typeAttributes As IEnumerable(Of Attribute))" FrameworkAlternate="ml-dotnet;ml-dotnet-1.4.0;ml-dotnet-1.5.0;ml-dotnet-1.6.0;ml-dotnet-1.7.0" />
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<MemberSignature Language="F#" Value="static member Register : Microsoft.ML.Data.DataViewType * Type * seq&lt;Attribute&gt; -&gt; unit" Usage="Microsoft.ML.Data.DataViewTypeManager.Register (dataViewType, type, typeAttributes)" />
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<MemberSignature Language="C#" Value="public static void Register (Microsoft.ML.Data.DataViewType dataViewType, Type type, System.Collections.Generic.IEnumerable&lt;Attribute&gt; typeAttributes = default);" FrameworkAlternate="ml-dotnet-1.1.0;ml-dotnet-1.2.0;ml-dotnet-1.3.1" />
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<MemberSignature Language="VB.NET" Value="Public Shared Sub Register (dataViewType As DataViewType, type As Type, Optional typeAttributes As IEnumerable(Of Attribute) = Nothing)" FrameworkAlternate="ml-dotnet-1.1.0;ml-dotnet-1.2.0;ml-dotnet-1.3.1" />
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<AssemblyVersion>1.0.0.0</AssemblyVersion>
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</AssemblyInfo>
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<Attributes>
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<Attribute FrameworkAlternate="ml-dotnet;ml-dotnet-1.5.0;ml-dotnet-1.6.0;ml-dotnet-1.7.0;ml-dotnet-2.0.0">
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<Attribute FrameworkAlternate="ml-dotnet;ml-dotnet-1.5.0;ml-dotnet-1.6.0;ml-dotnet-1.7.0">
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<AttributeName Language="C#">[System.Obsolete("This API is deprecated, please use the new form of Register which takes in a single DataViewTypeAttribute instead.", false)]</AttributeName>
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<AttributeName Language="F#">[&lt;System.Obsolete("This API is deprecated, please use the new form of Register which takes in a single DataViewTypeAttribute instead.", false)&gt;]</AttributeName>
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</Attribute>
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<Parameter Name="typeAttributes" Type="System.Collections.Generic.IEnumerable&lt;System.Attribute&gt;" />
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</Parameters>
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<Docs>
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<param name="type">Native type in C#.</param>
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<param name="dataViewType">The corresponding type of <paramref name="type" /> in ML.NET's type system.</param>
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<param name="type">Native type in C#.</param>
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<param name="typeAttributes">The <see cref="T:System.Attribute" />s attached to <paramref name="type" />.</param>
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<summary>
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This function tells that <paramref name="dataViewType" /> should be representation of data in <paramref name="type" /> in

dotnet/xml/Microsoft.ML.Data/DatabaseLoader+Column.xml

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<AssemblyVersion>1.0.0.0</AssemblyVersion>
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</AssemblyInfo>
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<Attributes>
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<Attribute FrameworkAlternate="ml-dotnet;ml-dotnet-1.5.0;ml-dotnet-1.6.0;ml-dotnet-1.7.0;ml-dotnet-2.0.0">
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<Attribute FrameworkAlternate="ml-dotnet;ml-dotnet-1.5.0;ml-dotnet-1.6.0;ml-dotnet-1.7.0">
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<AttributeName Language="C#">[Microsoft.ML.CommandLine.Argument(Microsoft.ML.CommandLine.ArgumentType.LastOccurrenceWins, HelpText="For a key column, this defines the range of values", ShortName="key")]</AttributeName>
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<AttributeName Language="F#">[&lt;Microsoft.ML.CommandLine.Argument(Microsoft.ML.CommandLine.ArgumentType.LastOccurrenceWins, HelpText="For a key column, this defines the range of values", ShortName="key")&gt;]</AttributeName>
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</Attribute>
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<AssemblyVersion>1.0.0.0</AssemblyVersion>
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</AssemblyInfo>
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<Attributes>
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<Attribute FrameworkAlternate="ml-dotnet;ml-dotnet-1.5.0;ml-dotnet-1.6.0;ml-dotnet-1.7.0;ml-dotnet-2.0.0">
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<Attribute FrameworkAlternate="ml-dotnet;ml-dotnet-1.5.0;ml-dotnet-1.6.0;ml-dotnet-1.7.0">
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<AttributeName Language="C#">[Microsoft.ML.CommandLine.Argument(Microsoft.ML.CommandLine.ArgumentType.LastOccurrenceWins, HelpText="Source index range(s) of the column", ShortName="src")]</AttributeName>
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<AttributeName Language="F#">[&lt;Microsoft.ML.CommandLine.Argument(Microsoft.ML.CommandLine.ArgumentType.LastOccurrenceWins, HelpText="Source index range(s) of the column", ShortName="src")&gt;]</AttributeName>
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</Attribute>

dotnet/xml/Microsoft.ML.Data/DatabaseLoader+Options.xml

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<AssemblyVersion>1.0.0.0</AssemblyVersion>
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</AssemblyInfo>
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<Attributes>
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<Attribute FrameworkAlternate="ml-dotnet;ml-dotnet-1.5.0;ml-dotnet-1.6.0;ml-dotnet-1.7.0;ml-dotnet-2.0.0">
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<Attribute FrameworkAlternate="ml-dotnet;ml-dotnet-1.5.0;ml-dotnet-1.6.0;ml-dotnet-1.7.0">
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<AttributeName Language="C#">[Microsoft.ML.CommandLine.Argument(Microsoft.ML.CommandLine.ArgumentType.LastOccurrenceWins, HelpText="Column groups. Each group is specified as name:type:numeric-ranges, eg, col=Features:R4:1-17,26,35-40", Name="Column", ShortName="col", SortOrder=1)]</AttributeName>
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<AttributeName Language="F#">[&lt;Microsoft.ML.CommandLine.Argument(Microsoft.ML.CommandLine.ArgumentType.LastOccurrenceWins, HelpText="Column groups. Each group is specified as name:type:numeric-ranges, eg, col=Features:R4:1-17,26,35-40", Name="Column", ShortName="col", SortOrder=1)&gt;]</AttributeName>
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</Attribute>

dotnet/xml/Microsoft.ML.Data/DatabaseSource.xml

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<AssemblyVersion>1.0.0.0</AssemblyVersion>
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</AssemblyInfo>
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<Parameters>
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<Parameter Name="providerFactory" Type="System.Data.Common.DbProviderFactory" Index="0" FrameworkAlternate="ml-dotnet;ml-dotnet-1.5.0;ml-dotnet-1.6.0;ml-dotnet-1.7.0;ml-dotnet-2.0.0" />
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<Parameter Name="connectionString" Type="System.String" Index="1" FrameworkAlternate="ml-dotnet;ml-dotnet-1.5.0;ml-dotnet-1.6.0;ml-dotnet-1.7.0;ml-dotnet-2.0.0" />
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<Parameter Name="commandText" Type="System.String" Index="2" FrameworkAlternate="ml-dotnet;ml-dotnet-1.5.0;ml-dotnet-1.6.0;ml-dotnet-1.7.0;ml-dotnet-2.0.0" />
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<Parameter Name="commandTimeoutInSeconds" Type="System.Int32" Index="3" FrameworkAlternate="ml-dotnet;ml-dotnet-1.5.0;ml-dotnet-1.6.0;ml-dotnet-1.7.0;ml-dotnet-2.0.0" />
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<Parameter Name="providerFactory" Type="System.Data.Common.DbProviderFactory" Index="0" FrameworkAlternate="ml-dotnet;ml-dotnet-1.5.0;ml-dotnet-1.6.0;ml-dotnet-1.7.0" />
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<Parameter Name="connectionString" Type="System.String" Index="1" FrameworkAlternate="ml-dotnet;ml-dotnet-1.5.0;ml-dotnet-1.6.0;ml-dotnet-1.7.0" />
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<Parameter Name="commandText" Type="System.String" Index="2" FrameworkAlternate="ml-dotnet;ml-dotnet-1.5.0;ml-dotnet-1.6.0;ml-dotnet-1.7.0" />
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<Parameter Name="commandTimeoutInSeconds" Type="System.Int32" Index="3" FrameworkAlternate="ml-dotnet;ml-dotnet-1.5.0;ml-dotnet-1.6.0;ml-dotnet-1.7.0" />
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</Parameters>
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<Docs>
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<param name="providerFactory">The factory used to create the <see cref="T:System.Data.Common.DbConnection" />..</param>

dotnet/xml/Microsoft.ML.Data/ImageLoadingEstimator.xml

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| -- | -- |
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| Does this estimator need to look at the data to train its parameters? | No |
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| Input column data type | [Text](<xref:Microsoft.ML.Data.TextDataViewType>) |
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| Output column data type | <xref:Microsoft.ML.Data.MLImage> |
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| Output column data type | <xref:System.Drawing.Bitmap> |
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| Required NuGet in addition to Microsoft.ML | Microsoft.ML.ImageAnalytics |
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| Exportable to ONNX | No |
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The resulting <xref:Microsoft.ML.Data.ImageLoadingTransformer> creates a new column, named as specified in the output column name parameters, and
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loads in it images specified in the input column.
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Loading is the first step of almost every pipeline that does image processing, and further analysis on images.
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The images to load need to be in the formats supported by <xref:Microsoft.ML.Data.MLImage> implementation.
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The images to load need to be in the formats supported by <xref:System.Drawing.Bitmap>.
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For end-to-end image processing pipelines, and scenarios in your applications, see the
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[examples](https://github.com/dotnet/machinelearning-samples/tree/main/samples/csharp/getting-started) in the machinelearning-samples github repository.</a>
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