diff --git a/Directory.Build.targets b/Directory.Build.targets
index 5e6446add9..3a01551bf0 100644
--- a/Directory.Build.targets
+++ b/Directory.Build.targets
@@ -21,6 +21,14 @@
       </NativeAssemblyReference>
     </ItemGroup>
 
+    <ItemGroup>
+      <NativeAssemblyReferenceWithMajorVersion Include="@(NativeAssemblyReference->HasMetadata('MajorVersion'))">
+          <!-- Tensorflow has a different naming scheme for v1.14.0. Those binaries need to be copied along with the standard names -->
+          <AssemblyPathWithMajorVersion Condition="'$(OS)' != 'Windows_NT'">$(NativeOutputPath)$(LibPrefix)%(NativeAssemblyReference.Identity)$(LibExtension).%(NativeAssemblyReference.MajorVersion)</AssemblyPathWithMajorVersion>
+          <AssemblyPathWithMajorVersion Condition="$([MSBuild]::IsOSPlatform('osx'))">$(NativeOutputPath)$(LibPrefix)%(NativeAssemblyReference.Identity).%(NativeAssemblyReference.MajorVersion)$(LibExtension)</AssemblyPathWithMajorVersion>
+      </NativeAssemblyReferenceWithMajorVersion>
+    </ItemGroup>
+      
     <Copy SourceFiles = "@(NativeAssemblyReference->'%(FullAssemblyPath)')"
           DestinationFolder="$(OutputPath)"
           OverwriteReadOnlyFiles="$(OverwriteReadOnlyFiles)"
@@ -30,7 +38,19 @@
           UseSymboliclinksIfPossible="$(CreateSymbolicLinksForPublishFilesIfPossible)">
       <Output TaskParameter="DestinationFiles" ItemName="FileWrites"/>
     </Copy>
-    
+
+    <!-- Optionally copy the native binaries that have a version number attended (Only tensorflow right now) -->
+    <Copy Condition="'$(OS)' != 'Windows_NT'"
+          SourceFiles = "@(NativeAssemblyReferenceWithMajorVersion->'%(AssemblyPathWithMajorVersion)')"
+          DestinationFolder="$(OutputPath)"
+          OverwriteReadOnlyFiles="$(OverwriteReadOnlyFiles)"
+          Retries="$(CopyRetryCount)"
+          RetryDelayMilliseconds="$(CopyRetryDelayMilliseconds)"
+          UseHardlinksIfPossible="$(CreateHardLinksForPublishFilesIfPossible)"
+          UseSymboliclinksIfPossible="$(CreateSymbolicLinksForPublishFilesIfPossible)">
+      <Output TaskParameter="DestinationFiles" ItemName="FileWrites"/>
+    </Copy>
+      
   </Target>
   
   <Import Project="$(ToolsDir)/versioning.targets" Condition="Exists('$(ToolsDir)/versioning.targets')" />
diff --git a/build/Dependencies.props b/build/Dependencies.props
index d63101377e..1c40e8a499 100644
--- a/build/Dependencies.props
+++ b/build/Dependencies.props
@@ -21,7 +21,8 @@
     <SystemDrawingCommonPackageVersion>4.5.0</SystemDrawingCommonPackageVersion>
     <SystemIOFileSystemAccessControl>4.5.0</SystemIOFileSystemAccessControl>
     <SystemSecurityPrincipalWindows>4.5.0</SystemSecurityPrincipalWindows>
-    <TensorFlowVersion>1.13.1</TensorFlowVersion>
+    <TensorFlowVersion>1.14.0</TensorFlowVersion>
+    <TensorFlowMajorVersion>1</TensorFlowMajorVersion>
   </PropertyGroup>
 
   <!-- Code Analyzer Dependencies -->
diff --git a/src/Microsoft.ML.DnnAnalyzer/Microsoft.ML.DnnAnalyzer/Microsoft.ML.DnnAnalyzer.csproj b/src/Microsoft.ML.DnnAnalyzer/Microsoft.ML.DnnAnalyzer/Microsoft.ML.DnnAnalyzer.csproj
index 44aa3ec001..ad4c12fdc1 100644
--- a/src/Microsoft.ML.DnnAnalyzer/Microsoft.ML.DnnAnalyzer/Microsoft.ML.DnnAnalyzer.csproj
+++ b/src/Microsoft.ML.DnnAnalyzer/Microsoft.ML.DnnAnalyzer/Microsoft.ML.DnnAnalyzer.csproj
@@ -13,8 +13,12 @@
 
   <!-- TensorFlow is 64-bit only -->
   <ItemGroup Condition="'$(NativeTargetArchitecture)' == 'x64'">
-    <NativeAssemblyReference Include="tensorflow" />
-    <NativeAssemblyReference Condition="'$(OS)' != 'Windows_NT'" Include="tensorflow_framework" />
+    <NativeAssemblyReference Include="tensorflow">
+      <MajorVersion>$(TensorFlowMajorVersion)</MajorVersion>
+    </NativeAssemblyReference>
+    <NativeAssemblyReference Condition="'$(OS)' != 'Windows_NT'" Include="tensorflow_framework">
+      <MajorVersion>$(TensorFlowMajorVersion)</MajorVersion>
+    </NativeAssemblyReference>
   </ItemGroup>
 
 </Project>
diff --git a/src/Redist/Microsoft.ML.TensorFlow.Redist/Microsoft.ML.TensorFlow.Redist.proj b/src/Redist/Microsoft.ML.TensorFlow.Redist/Microsoft.ML.TensorFlow.Redist.proj
index 3a847b65af..d310404bcb 100644
--- a/src/Redist/Microsoft.ML.TensorFlow.Redist/Microsoft.ML.TensorFlow.Redist.proj
+++ b/src/Redist/Microsoft.ML.TensorFlow.Redist/Microsoft.ML.TensorFlow.Redist.proj
@@ -7,10 +7,27 @@
   
   <ItemGroup>
     <TensorFlowConfig Include="windows" FileExtension=".zip" FilesFromArchive="lib\tensorflow.dll;include\tensorflow\c\LICENSE" Runtime="win-x64"/>
-    <TensorFlowConfig Include="linux" FileExtension=".tar.gz" FilesFromArchive="lib\libtensorflow.so;lib\libtensorflow_framework.so;include\tensorflow\c\LICENSE" Runtime="linux-x64" />
-    <TensorFlowConfig Include="darwin" FileExtension=".tar.gz" FilesFromArchive="lib\libtensorflow.so;lib\libtensorflow_framework.so;include\tensorflow\c\LICENSE" Runtime="osx-x64" />
-
-    <AdditionalDownloadFile Include="https://raw.githubusercontent.com/tensorflow/tensorflow/master/LICENSE" DownloadFile="$(IntermediateOutputPath)LICENSE" />
+    <TensorFlowConfig Include="linux" FileExtension=".tar.gz"
+                      FilesFromArchive="lib\libtensorflow.so;
+                                        lib\libtensorflow.so.$(TensorFlowMajorVersion);
+                                        lib\libtensorflow.so.$(TensorFlowVersion);
+                                        lib\libtensorflow_framework.so;
+                                        lib\libtensorflow_framework.so.$(TensorFlowMajorVersion);
+                                        lib\libtensorflow_framework.so.$(TensorFlowVersion);
+                                        include\tensorflow\c\LICENSE"
+                    Runtime="linux-x64" />
+    <TensorFlowConfig Include="darwin" FileExtension=".tar.gz"
+                      FilesFromArchive="lib\libtensorflow.dylib;
+                                        lib\libtensorflow.$(TensorFlowMajorVersion).dylib;
+                                        lib\libtensorflow.$(TensorFlowVersion).dylib;
+                                        lib\libtensorflow_framework.dylib;
+                                        lib\libtensorflow_framework.$(TensorFlowMajorVersion).dylib;
+                                        lib\libtensorflow_framework.$(TensorFlowVersion).dylib;
+                                        include\tensorflow\c\LICENSE"
+                        Runtime="osx-x64" />
+
+
+      <AdditionalDownloadFile Include="https://raw.githubusercontent.com/tensorflow/tensorflow/master/LICENSE" DownloadFile="$(IntermediateOutputPath)LICENSE" />
   </ItemGroup>
 
   <Target Name="PrepareArchives">
@@ -93,8 +110,6 @@
       <!-- batch rather than transform so that we can split FilesFromArchive metadata -->
       <_fileFromArchive Include="%(TensorFlowArchive.FilesFromArchive)" ExtractDirectory="%(TensorFlowArchive.ExtractDirectory)" Runtime="%(TensorFlowArchive.Runtime)" />
       <_fileFromArchive DestinationFile="%(FileName)%(Extension)"/>
-      <!-- rename the .so to .dylib since CORECLR's DLLImport convention requires dylib -->
-      <_fileFromArchive Condition="'%(Runtime)' == 'osx-x64' AND '%(Extension)' == '.so'" DestinationFile="%(FileName).dylib" />
       <_fileFromArchive PackagePath="runtimes\%(_fileFromArchive.Runtime)\native\%(_fileFromArchive.DestinationFile)" />
 
       <!-- LICENSE from the package is actually THIRD_PARTY_NOTICES-->
@@ -120,9 +135,6 @@
     <Copy SourceFiles="@(FilesFromArchive)"
           DestinationFiles="@(FilesFromArchive->'%(TargetPath)')" />
 
-    <!-- fix up the renamed libtensorflow, this can only run on mac -->
-    <Exec Condition="'%(FilesFromArchive.Runtime)' == 'osx-x64' AND '%(FilesFromArchive.FileName)' == 'libtensorflow'"
-          Command="install_name_tool -change @rpath/libtensorflow_framework.so @rpath/libtensorflow_framework.dylib &quot;%(FilesFromArchive.TargetPath)&quot;" />
   </Target>
 
   <!-- Define Build to do the work of downloading and copying assets -->
diff --git a/src/Redist/Microsoft.ML.TensorFlow.Redist/libtensorflow-cpu-darwin-x86_64-1.13.1.tar.gz.sha b/src/Redist/Microsoft.ML.TensorFlow.Redist/libtensorflow-cpu-darwin-x86_64-1.13.1.tar.gz.sha
deleted file mode 100644
index b6cfa6d7b8..0000000000
--- a/src/Redist/Microsoft.ML.TensorFlow.Redist/libtensorflow-cpu-darwin-x86_64-1.13.1.tar.gz.sha
+++ /dev/null
@@ -1 +0,0 @@
-9D748CF9FA3A18BC9456CF3F4E44DE519403FB542A85D1916BB9B1E3AFD90139258936C780E78488721D0872A365BE07CB97A53A6C851BEE5362D5221AE17BF3
\ No newline at end of file
diff --git a/src/Redist/Microsoft.ML.TensorFlow.Redist/libtensorflow-cpu-darwin-x86_64-1.14.0.tar.gz.sha b/src/Redist/Microsoft.ML.TensorFlow.Redist/libtensorflow-cpu-darwin-x86_64-1.14.0.tar.gz.sha
new file mode 100644
index 0000000000..951c4556e5
--- /dev/null
+++ b/src/Redist/Microsoft.ML.TensorFlow.Redist/libtensorflow-cpu-darwin-x86_64-1.14.0.tar.gz.sha
@@ -0,0 +1 @@
+7002EF701BD23C5EF5FF94192E935F0DDF960A21BE2531CEE158586830C00E0BA889900F7F6E8AB568BEE0ACF1F5A6A246BB43D11C4109E9DC782B46377D8142
\ No newline at end of file
diff --git a/src/Redist/Microsoft.ML.TensorFlow.Redist/libtensorflow-cpu-linux-x86_64-1.13.1.tar.gz.sha b/src/Redist/Microsoft.ML.TensorFlow.Redist/libtensorflow-cpu-linux-x86_64-1.13.1.tar.gz.sha
deleted file mode 100644
index 55c2e50b2a..0000000000
--- a/src/Redist/Microsoft.ML.TensorFlow.Redist/libtensorflow-cpu-linux-x86_64-1.13.1.tar.gz.sha
+++ /dev/null
@@ -1 +0,0 @@
-A09EA6EF85BAEF567AE33538D0FEF648317AC4357A6C4C2AF4890E2C60E16A73014645118FFE3A5A56E03E0C941B7770AB7342532EBF07066784A72443970AE7
\ No newline at end of file
diff --git a/src/Redist/Microsoft.ML.TensorFlow.Redist/libtensorflow-cpu-linux-x86_64-1.14.0.tar.gz.sha b/src/Redist/Microsoft.ML.TensorFlow.Redist/libtensorflow-cpu-linux-x86_64-1.14.0.tar.gz.sha
new file mode 100644
index 0000000000..784640a022
--- /dev/null
+++ b/src/Redist/Microsoft.ML.TensorFlow.Redist/libtensorflow-cpu-linux-x86_64-1.14.0.tar.gz.sha
@@ -0,0 +1 @@
+E3F6D0309117E9E45780ECF8BC4D0268B3FC9F12E3E38FFE58496789330A4ACD2DC8FF721F3B8900357F6155F8A54000E45B99495F823486B558E8B42532392D
\ No newline at end of file
diff --git a/src/Redist/Microsoft.ML.TensorFlow.Redist/libtensorflow-cpu-windows-x86_64-1.13.1.zip.sha b/src/Redist/Microsoft.ML.TensorFlow.Redist/libtensorflow-cpu-windows-x86_64-1.13.1.zip.sha
deleted file mode 100644
index 018d84782a..0000000000
--- a/src/Redist/Microsoft.ML.TensorFlow.Redist/libtensorflow-cpu-windows-x86_64-1.13.1.zip.sha
+++ /dev/null
@@ -1 +0,0 @@
-301762731DFCFFABEC7C5ED95453CC27E56B10E06B3EB4CB83B1F552A5345D00E087F65B9FC99D74219016B4C53CC70A7FFC13C29C1D10FC8EEEFA6B18896144
\ No newline at end of file
diff --git a/src/Redist/Microsoft.ML.TensorFlow.Redist/libtensorflow-cpu-windows-x86_64-1.14.0.zip.sha b/src/Redist/Microsoft.ML.TensorFlow.Redist/libtensorflow-cpu-windows-x86_64-1.14.0.zip.sha
new file mode 100644
index 0000000000..b7d6402c45
--- /dev/null
+++ b/src/Redist/Microsoft.ML.TensorFlow.Redist/libtensorflow-cpu-windows-x86_64-1.14.0.zip.sha
@@ -0,0 +1 @@
+59A2B80B441439B851202358CE4A65BA0DDDB319A8A29E87B135DCD9954BC5B0628F2C0C8E72D6942EA3CDCE172805C2BD5421815B3D0210B62BC0936DC59A08
\ No newline at end of file
diff --git a/test/Microsoft.ML.Core.Tests/Microsoft.ML.Core.Tests.csproj b/test/Microsoft.ML.Core.Tests/Microsoft.ML.Core.Tests.csproj
index 889cca84c0..deb41b5c4a 100644
--- a/test/Microsoft.ML.Core.Tests/Microsoft.ML.Core.Tests.csproj
+++ b/test/Microsoft.ML.Core.Tests/Microsoft.ML.Core.Tests.csproj
@@ -38,8 +38,12 @@
 
   <!-- TensorFlow is 64-bit only -->
   <ItemGroup Condition="'$(NativeTargetArchitecture)' == 'x64'">
-    <NativeAssemblyReference Include="tensorflow" />
-    <NativeAssemblyReference Condition="'$(OS)' != 'Windows_NT'" Include="tensorflow_framework" />
+    <NativeAssemblyReference Include="tensorflow">
+      <MajorVersion>$(TensorFlowMajorVersion)</MajorVersion>
+    </NativeAssemblyReference>
+    <NativeAssemblyReference Condition="'$(OS)' != 'Windows_NT'" Include="tensorflow_framework">
+      <MajorVersion>$(TensorFlowMajorVersion)</MajorVersion>
+    </NativeAssemblyReference>
   </ItemGroup>
 
 </Project>
diff --git a/test/Microsoft.ML.Functional.Tests/Microsoft.ML.Functional.Tests.csproj b/test/Microsoft.ML.Functional.Tests/Microsoft.ML.Functional.Tests.csproj
index c1c7af9263..abb06dcc4a 100644
--- a/test/Microsoft.ML.Functional.Tests/Microsoft.ML.Functional.Tests.csproj
+++ b/test/Microsoft.ML.Functional.Tests/Microsoft.ML.Functional.Tests.csproj
@@ -44,8 +44,12 @@
 
   <!-- TensorFlow is 64-bit only -->
   <ItemGroup Condition="'$(NativeTargetArchitecture)' == 'x64'">
-    <NativeAssemblyReference Include="tensorflow" />
-    <NativeAssemblyReference Condition="'$(OS)' != 'Windows_NT'" Include="tensorflow_framework" />
+    <NativeAssemblyReference Include="tensorflow">
+      <MajorVersion>$(TensorFlowMajorVersion)</MajorVersion>
+    </NativeAssemblyReference>
+    <NativeAssemblyReference Condition="'$(OS)' != 'Windows_NT'" Include="tensorflow_framework">
+      <MajorVersion>$(TensorFlowMajorVersion)</MajorVersion>
+    </NativeAssemblyReference>
   </ItemGroup>
   <ItemGroup>
     <PackageReference Include="Microsoft.ML.TensorFlow.TestModels" Version="$(MicrosoftMLTensorFlowTestModelsVersion)" />
diff --git a/test/Microsoft.ML.Tests/Microsoft.ML.Tests.csproj b/test/Microsoft.ML.Tests/Microsoft.ML.Tests.csproj
index 8f6dd9fb9b..c499c63a34 100644
--- a/test/Microsoft.ML.Tests/Microsoft.ML.Tests.csproj
+++ b/test/Microsoft.ML.Tests/Microsoft.ML.Tests.csproj
@@ -45,8 +45,12 @@
 
   <!-- TensorFlow is 64-bit only -->
   <ItemGroup Condition="'$(NativeTargetArchitecture)' == 'x64'">
-    <NativeAssemblyReference Include="tensorflow" />
-    <NativeAssemblyReference Condition="'$(OS)' != 'Windows_NT'" Include="tensorflow_framework" />
+    <NativeAssemblyReference Include="tensorflow">
+      <MajorVersion>$(TensorFlowMajorVersion)</MajorVersion>
+    </NativeAssemblyReference>
+    <NativeAssemblyReference Condition="'$(OS)' != 'Windows_NT'" Include="tensorflow_framework">
+      <MajorVersion>$(TensorFlowMajorVersion)</MajorVersion>
+    </NativeAssemblyReference>
   </ItemGroup>
   <ItemGroup>
     <PackageReference Include="Microsoft.ML.TensorFlow.TestModels" Version="$(MicrosoftMLTensorFlowTestModelsVersion)" />