diff --git a/csharp/OnnxRuntime.CSharp.proj b/csharp/OnnxRuntime.CSharp.proj
index 01ed2eb326..a5058e9c07 100644
--- a/csharp/OnnxRuntime.CSharp.proj
+++ b/csharp/OnnxRuntime.CSharp.proj
@@ -138,5 +138,5 @@ CMake creates a target to this project
       <Output TaskParameter="ConsoleOutput" PropertyName="OutputOfExec" />
     </Exec>
   </Target>
-  
+
 </Project>
diff --git a/csharp/src/Microsoft.AI.MachineLearning.Interop/.gitignore b/csharp/src/Microsoft.AI.MachineLearning.Interop/.gitignore
new file mode 100644
index 0000000000..f128932de7
--- /dev/null
+++ b/csharp/src/Microsoft.AI.MachineLearning.Interop/.gitignore
@@ -0,0 +1 @@
+Generated Files 
\ No newline at end of file
diff --git a/csharp/src/Microsoft.AI.MachineLearning.Interop/Microsoft.AI.MachineLearning.Interop.csproj b/csharp/src/Microsoft.AI.MachineLearning.Interop/Microsoft.AI.MachineLearning.Interop.csproj
new file mode 100644
index 0000000000..0eae08f67e
--- /dev/null
+++ b/csharp/src/Microsoft.AI.MachineLearning.Interop/Microsoft.AI.MachineLearning.Interop.csproj
@@ -0,0 +1,48 @@
+<Project Sdk="Microsoft.NET.Sdk">
+
+  <PropertyGroup>
+    <ProjectName>Microsoft.AI.MachineLearning.Interop</ProjectName>
+    <TargetFramework>netstandard2.0</TargetFramework>
+    <AllowUnsafeBlocks>true</AllowUnsafeBlocks>
+    
+    <Platform>Any CPU</Platform>
+    <Configuration Condition=" '$(Configuration)' == '' ">Debug</Configuration>
+ 
+    <OnnxRuntimeBuildDirectory Condition="'$(OnnxRuntimeBuildDirectory)'==''">..\..\..\build\Windows</OnnxRuntimeBuildDirectory>
+    <BuildOutputDir>$(OnnxRuntimeBuildDirectory)\$(Configuration)\$(Configuration)</BuildOutputDir>
+    <WindowsAIInteropOutputDir>$(BuildOutputDir)\Microsoft.AI.MachineLearning.Interop</WindowsAIInteropOutputDir>
+    <OutputPath>$(WindowsAIInteropOutputDir)</OutputPath>
+  </PropertyGroup>
+
+  <ItemGroup>
+    <PackageReference Include="Microsoft.Windows.CsWinRT" Version="0.1.0-prerelease.200512.7" targetFramework="net46" />
+    <PackageReference Include="Microsoft.Windows.SDK.NET" Version="10.0.18362.3-preview" />
+  </ItemGroup>
+
+  <ItemGroup>
+    <Folder Include="Generated Files\" />
+  </ItemGroup>
+
+  <Target Name="GenerateProjection" BeforeTargets="DispatchToInnerBuilds;Build;CoreCompile">
+    <ConvertToAbsolutePath Paths="$(OnnxRuntimeBuildDirectory)">
+      <Output TaskParameter="AbsolutePaths" PropertyName="OnnxRuntimeBuildDirectoryAbs"/>
+    </ConvertToAbsolutePath>
+
+    <ItemGroup>
+      <WindowsAIsWinMDs Include="$(OnnxRuntimeBuildDirectoryAbs)\$(Configuration)\Microsoft.AI.MachineLearning.winmd" />
+    </ItemGroup>
+
+    <PropertyGroup>
+      <CsWinRTCommand>$(CsWinRTPath)cswinrt.exe -verbose -in local -in @(WindowsAIsWinMDs->'"%(FullPath)"', ' ') -out "$(ProjectDir)Generated Files" -include Microsoft.AI.MachineLearning</CsWinRTCommand>
+    </PropertyGroup>
+
+    <Message Text="Generating $(ProjectName) CS projection sources with command:"/>
+    <Message Text="$(CsWinRTCommand)"/>
+    <Exec Command="$(CsWinRTCommand)" />
+    
+    <ItemGroup>
+      <Compile Include="$(ProjectDir)Generated Files/*.cs" Exclude="@(Compile)" />
+    </ItemGroup>
+  </Target>
+
+</Project>
\ No newline at end of file
diff --git a/csharp/src/Microsoft.AI.MachineLearning.Interop/Microsoft.AI.MachineLearning.targets b/csharp/src/Microsoft.AI.MachineLearning.Interop/Microsoft.AI.MachineLearning.targets
new file mode 100644
index 0000000000..0c38e34e04
--- /dev/null
+++ b/csharp/src/Microsoft.AI.MachineLearning.Interop/Microsoft.AI.MachineLearning.targets
@@ -0,0 +1,32 @@
+<?xml version="1.0" encoding="utf-8"?>
+<Project ToolsVersion="4.0" xmlns="http://schemas.microsoft.com/developer/msbuild/2003">
+  <PropertyGroup>
+    <WindowsAI-Platform Condition="'$(PlatformTarget)' == 'x64' OR ('$(PlatformTarget)' == 'AnyCPU' AND '$(Prefer32Bit)' != 'true')">x64</WindowsAI-Platform>
+    <WindowsAI-Platform Condition="'$(PlatformTarget)' == 'x86' OR ('$(PlatformTarget)' == 'AnyCPU' AND '$(Prefer32Bit)' == 'true')">x86</WindowsAI-Platform>
+    <WindowsAI-Platform Condition="'$(WindowsAI-Platform)' == ''">$(PlatformTarget)</WindowsAI-Platform>
+  </PropertyGroup>
+
+  <PropertyGroup>
+    <WindowsAIBinary>$(MSBuildThisFileDirectory)..\..\runtimes\win-$(WindowsAI-Platform)\native\Microsoft.AI.MachineLearning.dll</WindowsAIBinary>
+    <OnnxRuntimeBinary>$(MSBuildThisFileDirectory)..\..\runtimes\win-$(WindowsAI-Platform)\native\onnxruntime.dll</OnnxRuntimeBinary>
+    <DirectMLBinary>$(MSBuildThisFileDirectory)..\..\runtimes\win-$(WindowsAI-Platform)\native\directml.dll</DirectMLBinary>
+  </PropertyGroup>
+
+  <PropertyGroup>
+    <MLBinaries>$(WindowsAIBinary);$(OnnxRuntimeBinary);$(DirectMLBinary)</MLBinaries>
+  </PropertyGroup>
+  <PropertyGroup Condition="'$(WindowsAI-Platform)' == x64 OR '$(WindowsAI-Platform)' == x86">
+    <MLBinaries>$(WindowsAIBinary);$(OnnxRuntimeBinary);$(DirectMLBinary)</MLBinaries>
+  </PropertyGroup>
+  <PropertyGroup Condition="'$(WindowsAI-Platform)' == arm OR '$(WindowsAI-Platform)' == arm64">
+    <MLBinaries>$(WindowsAIBinary);$(OnnxRuntimeBinary)</MLBinaries>
+  </PropertyGroup>
+
+  <Target Name="CopyMLBinaries" BeforeTargets="CoreBuild">
+    <PropertyGroup>
+      <WindowsAIBinplaceMessage>Binplacing WindowsAI binaries: {0} and {1}.</WindowsAIBinplaceMessage>
+    </PropertyGroup>
+    <Message Text="$([System.String]::Format('$(WindowsAIBinplaceMessage)', '$(WindowsAIBinary)', '$(OnnxRuntimeBinary)'))" />
+    <Copy SkipUnchangedFiles="True" SourceFiles="$(MLBinaries)" DestinationFolder="$(OutDir)" />
+  </Target>
+</Project>
diff --git a/csharp/src/Microsoft.ML.OnnxRuntime/Microsoft.AI.MachineLearning.Rules.Project.xml b/csharp/src/Microsoft.AI.MachineLearning/Microsoft.AI.MachineLearning.Rules.Project.xml
similarity index 100%
rename from csharp/src/Microsoft.ML.OnnxRuntime/Microsoft.AI.MachineLearning.Rules.Project.xml
rename to csharp/src/Microsoft.AI.MachineLearning/Microsoft.AI.MachineLearning.Rules.Project.xml
diff --git a/csharp/src/Microsoft.ML.OnnxRuntime/Microsoft.AI.MachineLearning.props b/csharp/src/Microsoft.AI.MachineLearning/Microsoft.AI.MachineLearning.props
similarity index 100%
rename from csharp/src/Microsoft.ML.OnnxRuntime/Microsoft.AI.MachineLearning.props
rename to csharp/src/Microsoft.AI.MachineLearning/Microsoft.AI.MachineLearning.props
diff --git a/csharp/src/Microsoft.ML.OnnxRuntime/Microsoft.AI.MachineLearning.targets b/csharp/src/Microsoft.AI.MachineLearning/Microsoft.AI.MachineLearning.targets
similarity index 100%
rename from csharp/src/Microsoft.ML.OnnxRuntime/Microsoft.AI.MachineLearning.targets
rename to csharp/src/Microsoft.AI.MachineLearning/Microsoft.AI.MachineLearning.targets
diff --git a/tools/ci_build/github/azure-pipelines/templates/windowsai-nuget-build.yml b/tools/ci_build/github/azure-pipelines/templates/windowsai-nuget-build.yml
index c96efd52c5..6a1d041f58 100644
--- a/tools/ci_build/github/azure-pipelines/templates/windowsai-nuget-build.yml
+++ b/tools/ci_build/github/azure-pipelines/templates/windowsai-nuget-build.yml
@@ -135,6 +135,10 @@ steps:
         arguments: 'x64'
       modifyEnvironment: true
 
+  - script: msbuild Microsoft.AI.MachineLearning.Interop.csproj /p:Configuration=RelWithDebInfo /p:Platform="Any CPU" /p:OnnxRuntimeBuildDirectory=$(Build.BinariesDirectory) -restore
+    workingDirectory: '$(Build.SourcesDirectory)\csharp\src\Microsoft.AI.MachineLearning.Interop'
+    displayName: 'Build Microsoft.AI.MachineLearning.Interop.dll'
+
   # Esrp signing
   - template: win-esrp-dll.yml
     parameters:
diff --git a/tools/nuget/generate_nuspec_for_native_nuget.py b/tools/nuget/generate_nuspec_for_native_nuget.py
index dc52591343..7164db22d6 100644
--- a/tools/nuget/generate_nuspec_for_native_nuget.py
+++ b/tools/nuget/generate_nuspec_for_native_nuget.py
@@ -71,7 +71,24 @@ def generate_repo_url(list, repo_url, commit_id):
 
 
 def generate_dependencies(list, package_name, version):
-    if (package_name != 'Microsoft.AI.MachineLearning'):
+    if (package_name == 'Microsoft.AI.MachineLearning'):
+        list.append('<dependencies>')
+
+        # Support .Net Core
+        list.append('<group targetFramework="NETCOREAPP">')
+        list.append('<dependency id="Microsoft.Windows.SDK.NET"' + ' version="10.0.18362.3-preview"/>')
+        list.append('</group>')
+        # Support .Net Standard
+        list.append('<group targetFramework="NETSTANDARD">')
+        list.append('<dependency id="Microsoft.Windows.SDK.NET"' + ' version="10.0.18362.3-preview"/>')
+        list.append('</group>')
+        # Support .Net Framework
+        list.append('<group targetFramework="NETFRAMEWORK">')
+        list.append('<dependency id="Microsoft.Windows.SDK.NET"' + ' version="10.0.18362.3-preview"/>')
+        list.append('</group>')
+
+        list.append('</dependencies>')
+    else:
         list.append('<dependencies>')
         # Support .Net Core
         list.append('<group targetFramework="NETCOREAPP">')
@@ -167,7 +184,6 @@ def generate_files(list, args):
                           '" target="build\\native\\include" />')
 
     if includes_winml:
-        mlop_path = 'onnxruntime\\core\\providers\\dml\\dmlexecutionprovider\\inc\\mloperatorauthor.h'
         # Add microsoft.ai.machinelearning headers
         files_list.append('<file src=' + '"' + os.path.join(args.ort_build_path, args.build_config,
                                                             'microsoft.ai.machinelearning.h') +
@@ -178,14 +194,20 @@ def generate_files(list, args):
         files_list.append('<file src=' + '"' + os.path.join(args.ort_build_path, args.build_config,
                                                             'microsoft.ai.machinelearning.native.h') +
                           '" target="build\\native\\include\\Microsoft.AI.MachineLearning.Native.h" />')
+        # Add custom operator headers
+        mlop_path = 'onnxruntime\\core\\providers\\dml\\dmlexecutionprovider\\inc\\mloperatorauthor.h'
+        files_list.append('<file src=' + '"' + os.path.join(args.sources_path, mlop_path) +
+                          '" target="build\\native\\include" />')
         # Process microsoft.ai.machinelearning.winmd
         files_list.append('<file src=' + '"' + os.path.join(args.ort_build_path, args.build_config,
                                                             'microsoft.ai.machinelearning.winmd') +
                           '" target="lib\\uap10.0\\Microsoft.AI.MachineLearning.winmd" />')
-        # Add custom operator headers
-        files_list.append('<file src=' + '"' +
-                          os.path.join(args.sources_path, mlop_path) +
-                          '" target="build\\native\\include" />')
+        interop_dll = 'Microsoft.AI.MachineLearning.Interop\\netstandard2.0\\Microsoft.AI.MachineLearning.Interop.dll'
+        files_list.append('<file src=' + '"' + os.path.join(args.native_build_path, interop_dll) +
+                          '" target="lib\\netstandard2.0\\Microsoft.AI.MachineLearning.Interop.dll" />')
+        interop_pdb = 'Microsoft.AI.MachineLearning.Interop\\netstandard2.0\\Microsoft.AI.MachineLearning.Interop.pdb'
+        files_list.append('<file src=' + '"' + os.path.join(args.native_build_path, interop_pdb) +
+                          '" target="lib\\netstandard2.0\\Microsoft.AI.MachineLearning.Interop.pdb" />')
 
     # Process runtimes
     # Process onnxruntime import lib, dll, and pdb
@@ -254,18 +276,24 @@ def generate_files(list, args):
 
     # Process props and targets files
     if is_windowsai_package:
-        # Process props file
-        windowsai_props = os.path.join(args.sources_path, 'csharp', 'src', 'Microsoft.ML.OnnxRuntime',
-                                       'Microsoft.AI.MachineLearning.props')
-        files_list.append('<file src=' + '"' + windowsai_props + '" target="build\\native" />')
-        # Process targets files
-        windowsai_targets = os.path.join(args.sources_path, 'csharp', 'src', 'Microsoft.ML.OnnxRuntime',
-                                         'Microsoft.AI.MachineLearning.targets')
-        files_list.append('<file src=' + '"' + windowsai_targets + '" target="build\\native" />')
-        # Process rules files
-        windowsai_rules = os.path.join(args.sources_path, 'csharp', 'src', 'Microsoft.ML.OnnxRuntime',
-                                       'Microsoft.AI.MachineLearning.Rules.Project.xml')
-        files_list.append('<file src=' + '"' + windowsai_rules + '" target="build\\native" />')
+        windowsai_src = 'Microsoft.AI.MachineLearning'
+        # Process native props
+        windowsai_props = 'Microsoft.AI.MachineLearning.props'
+        windowsai_native_props = os.path.join(args.sources_path, 'csharp', 'src', windowsai_src, windowsai_props)
+        files_list.append('<file src=' + '"' + windowsai_native_props + '" target="build\\native" />')
+        # Process native targets
+        windowsai_targets = 'Microsoft.AI.MachineLearning.targets'
+        windowsai_native_targets = os.path.join(args.sources_path, 'csharp', 'src', windowsai_src, windowsai_targets)
+        files_list.append('<file src=' + '"' + windowsai_native_targets + '" target="build\\native" />')
+        # Process native rules
+        windowsai_rules = 'Microsoft.AI.MachineLearning.Rules.Project.xml'
+        windowsai_native_rules = os.path.join(args.sources_path, 'csharp', 'src', windowsai_src, windowsai_rules)
+        files_list.append('<file src=' + '"' + windowsai_native_rules + '" target="build\\native" />')
+        # Process .net standard 2.0 targets
+        interop_src = 'Microsoft.AI.MachineLearning.Interop'
+        interop_targets = 'Microsoft.AI.MachineLearning.targets'
+        windowsai_net20_targets = os.path.join(args.sources_path, 'csharp', 'src', interop_src, interop_targets)
+        files_list.append('<file src=' + '"' + windowsai_net20_targets + '" target="build\\netstandard2.0" />')
 
     if is_cpu_package or is_cuda_gpu_package or is_dml_package or is_mklml_package:
         # Process props file