diff --git a/Directory.Build.props b/Directory.Build.props
index 174aad1ca2..f3c968c48b 100644
--- a/Directory.Build.props
+++ b/Directory.Build.props
@@ -6,6 +6,7 @@
 
   <PropertyGroup>
     <Configuration Condition="'$(Configuration)'==''">Debug</Configuration>
+    <Configurations>Debug;Release;Debug-Intrinsics;Release-Intrinsics</Configurations>
     <Platform Condition="'$(Platform)'==''">AnyCPU</Platform>
     <NativeTargetArchitecture Condition="'$(NativeTargetArchitecture)' == ''">x64</NativeTargetArchitecture>
     <PlatformConfig>$(Platform).$(Configuration)</PlatformConfig>
@@ -106,6 +107,16 @@
     <UseIntrinsics Condition="'$(UseIntrinsics)' == ''">$(Configuration.EndsWith('-Intrinsics'))</UseIntrinsics>
   </PropertyGroup>
 
+  <!-- Need to explicitly set these properties for the -Intrinsics configurations becuase they are typically based off 'Debug' or 'Release' configs -->
+  <!-- Taken from https://github.com/dotnet/sdk/blob/073c98b92c81066c6c2e17c3674adbb6e833409a/src/Tasks/Microsoft.NET.Build.Tasks/targets/Microsoft.NET.Sdk.props#L41-L47 -->
+  <PropertyGroup Condition="'$(Configuration)' == 'Debug-Intrinsics'">
+    <DebugSymbols>true</DebugSymbols>
+    <Optimize>false</Optimize>
+  </PropertyGroup>
+  <PropertyGroup Condition="'$(Configuration)' == 'Release-Intrinsics'">
+    <Optimize>true</Optimize>
+  </PropertyGroup>
+
   <PropertyGroup>
     <CustomAfterMicrosoftCommonTargets>$(RepoRoot)build\AfterCommonTargets.targets</CustomAfterMicrosoftCommonTargets>
   </PropertyGroup>
diff --git a/Microsoft.ML.sln b/Microsoft.ML.sln
index 1b12394544..2c7d3ead98 100644
--- a/Microsoft.ML.sln
+++ b/Microsoft.ML.sln
@@ -133,20 +133,20 @@ Global
 	GlobalSection(ProjectConfigurationPlatforms) = postSolution
 		{A6CA6CC6-5D7C-4D7F-A0F5-35E14B383B0A}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
 		{A6CA6CC6-5D7C-4D7F-A0F5-35E14B383B0A}.Debug|Any CPU.Build.0 = Debug|Any CPU
-		{A6CA6CC6-5D7C-4D7F-A0F5-35E14B383B0A}.Debug-Intrinsics|Any CPU.ActiveCfg = Debug|Any CPU
-		{A6CA6CC6-5D7C-4D7F-A0F5-35E14B383B0A}.Debug-Intrinsics|Any CPU.Build.0 = Debug|Any CPU
+		{A6CA6CC6-5D7C-4D7F-A0F5-35E14B383B0A}.Debug-Intrinsics|Any CPU.ActiveCfg = Debug-Intrinsics|Any CPU
+		{A6CA6CC6-5D7C-4D7F-A0F5-35E14B383B0A}.Debug-Intrinsics|Any CPU.Build.0 = Debug-Intrinsics|Any CPU
 		{A6CA6CC6-5D7C-4D7F-A0F5-35E14B383B0A}.Release|Any CPU.ActiveCfg = Release|Any CPU
 		{A6CA6CC6-5D7C-4D7F-A0F5-35E14B383B0A}.Release|Any CPU.Build.0 = Release|Any CPU
-		{A6CA6CC6-5D7C-4D7F-A0F5-35E14B383B0A}.Release-Intrinsics|Any CPU.ActiveCfg = Release|Any CPU
-		{A6CA6CC6-5D7C-4D7F-A0F5-35E14B383B0A}.Release-Intrinsics|Any CPU.Build.0 = Release|Any CPU
+		{A6CA6CC6-5D7C-4D7F-A0F5-35E14B383B0A}.Release-Intrinsics|Any CPU.ActiveCfg = Release-Intrinsics|Any CPU
+		{A6CA6CC6-5D7C-4D7F-A0F5-35E14B383B0A}.Release-Intrinsics|Any CPU.Build.0 = Release-Intrinsics|Any CPU
 		{EC743D1D-7691-43B7-B9B0-5F2F7018A8F6}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
 		{EC743D1D-7691-43B7-B9B0-5F2F7018A8F6}.Debug|Any CPU.Build.0 = Debug|Any CPU
-		{EC743D1D-7691-43B7-B9B0-5F2F7018A8F6}.Debug-Intrinsics|Any CPU.ActiveCfg = Debug|Any CPU
-		{EC743D1D-7691-43B7-B9B0-5F2F7018A8F6}.Debug-Intrinsics|Any CPU.Build.0 = Debug|Any CPU
+		{EC743D1D-7691-43B7-B9B0-5F2F7018A8F6}.Debug-Intrinsics|Any CPU.ActiveCfg = Debug-Intrinsics|Any CPU
+		{EC743D1D-7691-43B7-B9B0-5F2F7018A8F6}.Debug-Intrinsics|Any CPU.Build.0 = Debug-Intrinsics|Any CPU
 		{EC743D1D-7691-43B7-B9B0-5F2F7018A8F6}.Release|Any CPU.ActiveCfg = Release|Any CPU
 		{EC743D1D-7691-43B7-B9B0-5F2F7018A8F6}.Release|Any CPU.Build.0 = Release|Any CPU
-		{EC743D1D-7691-43B7-B9B0-5F2F7018A8F6}.Release-Intrinsics|Any CPU.ActiveCfg = Release|Any CPU
-		{EC743D1D-7691-43B7-B9B0-5F2F7018A8F6}.Release-Intrinsics|Any CPU.Build.0 = Release|Any CPU
+		{EC743D1D-7691-43B7-B9B0-5F2F7018A8F6}.Release-Intrinsics|Any CPU.ActiveCfg = Release-Intrinsics|Any CPU
+		{EC743D1D-7691-43B7-B9B0-5F2F7018A8F6}.Release-Intrinsics|Any CPU.Build.0 = Release-Intrinsics|Any CPU
 		{46F2F967-C23F-4076-858D-33F7DA9BD2DA}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
 		{46F2F967-C23F-4076-858D-33F7DA9BD2DA}.Debug|Any CPU.Build.0 = Debug|Any CPU
 		{46F2F967-C23F-4076-858D-33F7DA9BD2DA}.Debug-Intrinsics|Any CPU.ActiveCfg = Debug-Intrinsics|Any CPU
@@ -157,308 +157,308 @@ Global
 		{46F2F967-C23F-4076-858D-33F7DA9BD2DA}.Release-Intrinsics|Any CPU.Build.0 = Release-Intrinsics|Any CPU
 		{2D7391C9-8254-4B8F-BF26-FADAF8F02F44}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
 		{2D7391C9-8254-4B8F-BF26-FADAF8F02F44}.Debug|Any CPU.Build.0 = Debug|Any CPU
-		{2D7391C9-8254-4B8F-BF26-FADAF8F02F44}.Debug-Intrinsics|Any CPU.ActiveCfg = Debug|Any CPU
-		{2D7391C9-8254-4B8F-BF26-FADAF8F02F44}.Debug-Intrinsics|Any CPU.Build.0 = Debug|Any CPU
+		{2D7391C9-8254-4B8F-BF26-FADAF8F02F44}.Debug-Intrinsics|Any CPU.ActiveCfg = Debug-Intrinsics|Any CPU
+		{2D7391C9-8254-4B8F-BF26-FADAF8F02F44}.Debug-Intrinsics|Any CPU.Build.0 = Debug-Intrinsics|Any CPU
 		{2D7391C9-8254-4B8F-BF26-FADAF8F02F44}.Release|Any CPU.ActiveCfg = Release|Any CPU
 		{2D7391C9-8254-4B8F-BF26-FADAF8F02F44}.Release|Any CPU.Build.0 = Release|Any CPU
-		{2D7391C9-8254-4B8F-BF26-FADAF8F02F44}.Release-Intrinsics|Any CPU.ActiveCfg = Release|Any CPU
-		{2D7391C9-8254-4B8F-BF26-FADAF8F02F44}.Release-Intrinsics|Any CPU.Build.0 = Release|Any CPU
+		{2D7391C9-8254-4B8F-BF26-FADAF8F02F44}.Release-Intrinsics|Any CPU.ActiveCfg = Release-Intrinsics|Any CPU
+		{2D7391C9-8254-4B8F-BF26-FADAF8F02F44}.Release-Intrinsics|Any CPU.Build.0 = Release-Intrinsics|Any CPU
 		{E278EC99-E6EE-49FE-92E6-0A309A478D98}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
 		{E278EC99-E6EE-49FE-92E6-0A309A478D98}.Debug|Any CPU.Build.0 = Debug|Any CPU
-		{E278EC99-E6EE-49FE-92E6-0A309A478D98}.Debug-Intrinsics|Any CPU.ActiveCfg = Debug|Any CPU
-		{E278EC99-E6EE-49FE-92E6-0A309A478D98}.Debug-Intrinsics|Any CPU.Build.0 = Debug|Any CPU
+		{E278EC99-E6EE-49FE-92E6-0A309A478D98}.Debug-Intrinsics|Any CPU.ActiveCfg = Debug-Intrinsics|Any CPU
+		{E278EC99-E6EE-49FE-92E6-0A309A478D98}.Debug-Intrinsics|Any CPU.Build.0 = Debug-Intrinsics|Any CPU
 		{E278EC99-E6EE-49FE-92E6-0A309A478D98}.Release|Any CPU.ActiveCfg = Release|Any CPU
 		{E278EC99-E6EE-49FE-92E6-0A309A478D98}.Release|Any CPU.Build.0 = Release|Any CPU
-		{E278EC99-E6EE-49FE-92E6-0A309A478D98}.Release-Intrinsics|Any CPU.ActiveCfg = Release|Any CPU
-		{E278EC99-E6EE-49FE-92E6-0A309A478D98}.Release-Intrinsics|Any CPU.Build.0 = Release|Any CPU
+		{E278EC99-E6EE-49FE-92E6-0A309A478D98}.Release-Intrinsics|Any CPU.ActiveCfg = Release-Intrinsics|Any CPU
+		{E278EC99-E6EE-49FE-92E6-0A309A478D98}.Release-Intrinsics|Any CPU.Build.0 = Release-Intrinsics|Any CPU
 		{AD92D96B-0E96-4F22-8DCE-892E13B1F282}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
 		{AD92D96B-0E96-4F22-8DCE-892E13B1F282}.Debug|Any CPU.Build.0 = Debug|Any CPU
-		{AD92D96B-0E96-4F22-8DCE-892E13B1F282}.Debug-Intrinsics|Any CPU.ActiveCfg = Debug|Any CPU
-		{AD92D96B-0E96-4F22-8DCE-892E13B1F282}.Debug-Intrinsics|Any CPU.Build.0 = Debug|Any CPU
+		{AD92D96B-0E96-4F22-8DCE-892E13B1F282}.Debug-Intrinsics|Any CPU.ActiveCfg = Debug-Intrinsics|Any CPU
+		{AD92D96B-0E96-4F22-8DCE-892E13B1F282}.Debug-Intrinsics|Any CPU.Build.0 = Debug-Intrinsics|Any CPU
 		{AD92D96B-0E96-4F22-8DCE-892E13B1F282}.Release|Any CPU.ActiveCfg = Release|Any CPU
 		{AD92D96B-0E96-4F22-8DCE-892E13B1F282}.Release|Any CPU.Build.0 = Release|Any CPU
-		{AD92D96B-0E96-4F22-8DCE-892E13B1F282}.Release-Intrinsics|Any CPU.ActiveCfg = Release|Any CPU
-		{AD92D96B-0E96-4F22-8DCE-892E13B1F282}.Release-Intrinsics|Any CPU.Build.0 = Release|Any CPU
+		{AD92D96B-0E96-4F22-8DCE-892E13B1F282}.Release-Intrinsics|Any CPU.ActiveCfg = Release-Intrinsics|Any CPU
+		{AD92D96B-0E96-4F22-8DCE-892E13B1F282}.Release-Intrinsics|Any CPU.Build.0 = Release-Intrinsics|Any CPU
 		{65D0603E-B96C-4DFC-BDD1-705891B88C18}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
 		{65D0603E-B96C-4DFC-BDD1-705891B88C18}.Debug|Any CPU.Build.0 = Debug|Any CPU
-		{65D0603E-B96C-4DFC-BDD1-705891B88C18}.Debug-Intrinsics|Any CPU.ActiveCfg = Debug|Any CPU
-		{65D0603E-B96C-4DFC-BDD1-705891B88C18}.Debug-Intrinsics|Any CPU.Build.0 = Debug|Any CPU
+		{65D0603E-B96C-4DFC-BDD1-705891B88C18}.Debug-Intrinsics|Any CPU.ActiveCfg = Debug-Intrinsics|Any CPU
+		{65D0603E-B96C-4DFC-BDD1-705891B88C18}.Debug-Intrinsics|Any CPU.Build.0 = Debug-Intrinsics|Any CPU
 		{65D0603E-B96C-4DFC-BDD1-705891B88C18}.Release|Any CPU.ActiveCfg = Release|Any CPU
 		{65D0603E-B96C-4DFC-BDD1-705891B88C18}.Release|Any CPU.Build.0 = Release|Any CPU
-		{65D0603E-B96C-4DFC-BDD1-705891B88C18}.Release-Intrinsics|Any CPU.ActiveCfg = Release|Any CPU
-		{65D0603E-B96C-4DFC-BDD1-705891B88C18}.Release-Intrinsics|Any CPU.Build.0 = Release|Any CPU
+		{65D0603E-B96C-4DFC-BDD1-705891B88C18}.Release-Intrinsics|Any CPU.ActiveCfg = Release-Intrinsics|Any CPU
+		{65D0603E-B96C-4DFC-BDD1-705891B88C18}.Release-Intrinsics|Any CPU.Build.0 = Release-Intrinsics|Any CPU
 		{707BB22C-7E5F-497A-8C2F-74578F675705}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
 		{707BB22C-7E5F-497A-8C2F-74578F675705}.Debug|Any CPU.Build.0 = Debug|Any CPU
-		{707BB22C-7E5F-497A-8C2F-74578F675705}.Debug-Intrinsics|Any CPU.ActiveCfg = Debug|Any CPU
-		{707BB22C-7E5F-497A-8C2F-74578F675705}.Debug-Intrinsics|Any CPU.Build.0 = Debug|Any CPU
+		{707BB22C-7E5F-497A-8C2F-74578F675705}.Debug-Intrinsics|Any CPU.ActiveCfg = Debug-Intrinsics|Any CPU
+		{707BB22C-7E5F-497A-8C2F-74578F675705}.Debug-Intrinsics|Any CPU.Build.0 = Debug-Intrinsics|Any CPU
 		{707BB22C-7E5F-497A-8C2F-74578F675705}.Release|Any CPU.ActiveCfg = Release|Any CPU
 		{707BB22C-7E5F-497A-8C2F-74578F675705}.Release|Any CPU.Build.0 = Release|Any CPU
-		{707BB22C-7E5F-497A-8C2F-74578F675705}.Release-Intrinsics|Any CPU.ActiveCfg = Release|Any CPU
-		{707BB22C-7E5F-497A-8C2F-74578F675705}.Release-Intrinsics|Any CPU.Build.0 = Release|Any CPU
+		{707BB22C-7E5F-497A-8C2F-74578F675705}.Release-Intrinsics|Any CPU.ActiveCfg = Release-Intrinsics|Any CPU
+		{707BB22C-7E5F-497A-8C2F-74578F675705}.Release-Intrinsics|Any CPU.Build.0 = Release-Intrinsics|Any CPU
 		{2911A286-ECA4-4730-97A9-DA1FEE2DED97}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
 		{2911A286-ECA4-4730-97A9-DA1FEE2DED97}.Debug|Any CPU.Build.0 = Debug|Any CPU
-		{2911A286-ECA4-4730-97A9-DA1FEE2DED97}.Debug-Intrinsics|Any CPU.ActiveCfg = Debug|Any CPU
-		{2911A286-ECA4-4730-97A9-DA1FEE2DED97}.Debug-Intrinsics|Any CPU.Build.0 = Debug|Any CPU
+		{2911A286-ECA4-4730-97A9-DA1FEE2DED97}.Debug-Intrinsics|Any CPU.ActiveCfg = Debug-Intrinsics|Any CPU
+		{2911A286-ECA4-4730-97A9-DA1FEE2DED97}.Debug-Intrinsics|Any CPU.Build.0 = Debug-Intrinsics|Any CPU
 		{2911A286-ECA4-4730-97A9-DA1FEE2DED97}.Release|Any CPU.ActiveCfg = Release|Any CPU
 		{2911A286-ECA4-4730-97A9-DA1FEE2DED97}.Release|Any CPU.Build.0 = Release|Any CPU
-		{2911A286-ECA4-4730-97A9-DA1FEE2DED97}.Release-Intrinsics|Any CPU.ActiveCfg = Release|Any CPU
-		{2911A286-ECA4-4730-97A9-DA1FEE2DED97}.Release-Intrinsics|Any CPU.Build.0 = Release|Any CPU
+		{2911A286-ECA4-4730-97A9-DA1FEE2DED97}.Release-Intrinsics|Any CPU.ActiveCfg = Release-Intrinsics|Any CPU
+		{2911A286-ECA4-4730-97A9-DA1FEE2DED97}.Release-Intrinsics|Any CPU.Build.0 = Release-Intrinsics|Any CPU
 		{7288C084-11C0-43BE-AC7F-45DCFEAEEBF6}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
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-		{7288C084-11C0-43BE-AC7F-45DCFEAEEBF6}.Debug-Intrinsics|Any CPU.Build.0 = Debug|Any CPU
+		{7288C084-11C0-43BE-AC7F-45DCFEAEEBF6}.Debug-Intrinsics|Any CPU.ActiveCfg = Debug-Intrinsics|Any CPU
+		{7288C084-11C0-43BE-AC7F-45DCFEAEEBF6}.Debug-Intrinsics|Any CPU.Build.0 = Debug-Intrinsics|Any CPU
 		{7288C084-11C0-43BE-AC7F-45DCFEAEEBF6}.Release|Any CPU.ActiveCfg = Release|Any CPU
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-		{7288C084-11C0-43BE-AC7F-45DCFEAEEBF6}.Release-Intrinsics|Any CPU.Build.0 = Release|Any CPU
+		{7288C084-11C0-43BE-AC7F-45DCFEAEEBF6}.Release-Intrinsics|Any CPU.ActiveCfg = Release-Intrinsics|Any CPU
+		{7288C084-11C0-43BE-AC7F-45DCFEAEEBF6}.Release-Intrinsics|Any CPU.Build.0 = Release-Intrinsics|Any CPU
 		{F1CAE3AB-4F86-4BC0-BBA8-C4A58E7E8A4A}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
 		{F1CAE3AB-4F86-4BC0-BBA8-C4A58E7E8A4A}.Debug|Any CPU.Build.0 = Debug|Any CPU
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-		{F1CAE3AB-4F86-4BC0-BBA8-C4A58E7E8A4A}.Debug-Intrinsics|Any CPU.Build.0 = Debug|Any CPU
+		{F1CAE3AB-4F86-4BC0-BBA8-C4A58E7E8A4A}.Debug-Intrinsics|Any CPU.ActiveCfg = Debug-Intrinsics|Any CPU
+		{F1CAE3AB-4F86-4BC0-BBA8-C4A58E7E8A4A}.Debug-Intrinsics|Any CPU.Build.0 = Debug-Intrinsics|Any CPU
 		{F1CAE3AB-4F86-4BC0-BBA8-C4A58E7E8A4A}.Release|Any CPU.ActiveCfg = Release|Any CPU
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-		{F1CAE3AB-4F86-4BC0-BBA8-C4A58E7E8A4A}.Release-Intrinsics|Any CPU.ActiveCfg = Release|Any CPU
-		{F1CAE3AB-4F86-4BC0-BBA8-C4A58E7E8A4A}.Release-Intrinsics|Any CPU.Build.0 = Release|Any CPU
+		{F1CAE3AB-4F86-4BC0-BBA8-C4A58E7E8A4A}.Release-Intrinsics|Any CPU.ActiveCfg = Release-Intrinsics|Any CPU
+		{F1CAE3AB-4F86-4BC0-BBA8-C4A58E7E8A4A}.Release-Intrinsics|Any CPU.Build.0 = Release-Intrinsics|Any CPU
 		{58E06735-1129-4DD5-86E0-6BBFF049AAD9}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
 		{58E06735-1129-4DD5-86E0-6BBFF049AAD9}.Debug|Any CPU.Build.0 = Debug|Any CPU
-		{58E06735-1129-4DD5-86E0-6BBFF049AAD9}.Debug-Intrinsics|Any CPU.ActiveCfg = Debug|Any CPU
-		{58E06735-1129-4DD5-86E0-6BBFF049AAD9}.Debug-Intrinsics|Any CPU.Build.0 = Debug|Any CPU
+		{58E06735-1129-4DD5-86E0-6BBFF049AAD9}.Debug-Intrinsics|Any CPU.ActiveCfg = Debug-Intrinsics|Any CPU
+		{58E06735-1129-4DD5-86E0-6BBFF049AAD9}.Debug-Intrinsics|Any CPU.Build.0 = Debug-Intrinsics|Any CPU
 		{58E06735-1129-4DD5-86E0-6BBFF049AAD9}.Release|Any CPU.ActiveCfg = Release|Any CPU
 		{58E06735-1129-4DD5-86E0-6BBFF049AAD9}.Release|Any CPU.Build.0 = Release|Any CPU
-		{58E06735-1129-4DD5-86E0-6BBFF049AAD9}.Release-Intrinsics|Any CPU.ActiveCfg = Release|Any CPU
-		{58E06735-1129-4DD5-86E0-6BBFF049AAD9}.Release-Intrinsics|Any CPU.Build.0 = Release|Any CPU
+		{58E06735-1129-4DD5-86E0-6BBFF049AAD9}.Release-Intrinsics|Any CPU.ActiveCfg = Release-Intrinsics|Any CPU
+		{58E06735-1129-4DD5-86E0-6BBFF049AAD9}.Release-Intrinsics|Any CPU.Build.0 = Release-Intrinsics|Any CPU
 		{2F636A2C-062C-49F4-85F3-60DCADAB6A43}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
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-		{2F636A2C-062C-49F4-85F3-60DCADAB6A43}.Debug-Intrinsics|Any CPU.ActiveCfg = Debug|Any CPU
-		{2F636A2C-062C-49F4-85F3-60DCADAB6A43}.Debug-Intrinsics|Any CPU.Build.0 = Debug|Any CPU
+		{2F636A2C-062C-49F4-85F3-60DCADAB6A43}.Debug-Intrinsics|Any CPU.ActiveCfg = Debug-Intrinsics|Any CPU
+		{2F636A2C-062C-49F4-85F3-60DCADAB6A43}.Debug-Intrinsics|Any CPU.Build.0 = Debug-Intrinsics|Any CPU
 		{2F636A2C-062C-49F4-85F3-60DCADAB6A43}.Release|Any CPU.ActiveCfg = Release|Any CPU
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-		{2F636A2C-062C-49F4-85F3-60DCADAB6A43}.Release-Intrinsics|Any CPU.ActiveCfg = Release|Any CPU
-		{2F636A2C-062C-49F4-85F3-60DCADAB6A43}.Release-Intrinsics|Any CPU.Build.0 = Release|Any CPU
+		{2F636A2C-062C-49F4-85F3-60DCADAB6A43}.Release-Intrinsics|Any CPU.ActiveCfg = Release-Intrinsics|Any CPU
+		{2F636A2C-062C-49F4-85F3-60DCADAB6A43}.Release-Intrinsics|Any CPU.Build.0 = Release-Intrinsics|Any CPU
 		{64BC22D3-1E76-41EF-94D8-C79E471FF2DD}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
 		{64BC22D3-1E76-41EF-94D8-C79E471FF2DD}.Debug|Any CPU.Build.0 = Debug|Any CPU
-		{64BC22D3-1E76-41EF-94D8-C79E471FF2DD}.Debug-Intrinsics|Any CPU.ActiveCfg = Debug|Any CPU
-		{64BC22D3-1E76-41EF-94D8-C79E471FF2DD}.Debug-Intrinsics|Any CPU.Build.0 = Debug|Any CPU
+		{64BC22D3-1E76-41EF-94D8-C79E471FF2DD}.Debug-Intrinsics|Any CPU.ActiveCfg = Debug-Intrinsics|Any CPU
+		{64BC22D3-1E76-41EF-94D8-C79E471FF2DD}.Debug-Intrinsics|Any CPU.Build.0 = Debug-Intrinsics|Any CPU
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diff --git a/docs/building/netcoreapp3.0-instructions.md b/docs/building/netcoreapp3.0-instructions.md
new file mode 100644
index 0000000000..338e06ef83
--- /dev/null
+++ b/docs/building/netcoreapp3.0-instructions.md
@@ -0,0 +1,13 @@
+In order to build ML.NET for .NET Core 3.0, you need to do a few manual steps.
+
+1. Pick a version of the .NET Core 3.0 SDK you want to use. As of this writing, I'm using `3.0.100-alpha1-009622`. You can get the latest available version from the [dotnet/core-sdk README](https://github.com/dotnet/core-sdk#installers-and-binaries) page.
+2. Change the [DotnetCLIVersion.txt](https://github.com/dotnet/machinelearning/blob/master/DotnetCLIVersion.txt) file to use that version number.
+3. Delete the local `.\Tools\` folder from the root of the repo, to ensure you download the new version.
+4. Run `.\build.cmd -- /p:Configuration=Release-Intrinsics` from the root of the repo.
+5. If you want to build the NuGet packages, `.\build.cmd -buildPackages` after step 4.
+
+If you are using Visual Studio, you will need to do the following:
+
+1. Install the above .NET Core 3.0 SDK into %Program Files%. Or extract it to a directory and put that directory at the front of your %PATH%, so it is the first `dotnet.exe` on the PATH.
+2. In the Configuration Manager, switch the current configuration to `Debug-Intrinsics` or `Release-Intrinsics`.
+3. Build and test as usual.
\ No newline at end of file
diff --git a/src/Microsoft.ML.CpuMath/Microsoft.ML.CpuMath.csproj b/src/Microsoft.ML.CpuMath/Microsoft.ML.CpuMath.csproj
index 05f97d3040..c55f5a4f1d 100644
--- a/src/Microsoft.ML.CpuMath/Microsoft.ML.CpuMath.csproj
+++ b/src/Microsoft.ML.CpuMath/Microsoft.ML.CpuMath.csproj
@@ -1,7 +1,6 @@
 <Project Sdk="Microsoft.NET.Sdk">
 
   <PropertyGroup>
-    <Configurations>Debug;Release;Debug-Intrinsics;Release-Intrinsics</Configurations>
     <TargetFramework Condition="'$(UseIntrinsics)' != 'true'">netstandard2.0</TargetFramework>
     <TargetFrameworks Condition="'$(UseIntrinsics)' == 'true'">netstandard2.0;netcoreapp3.0</TargetFrameworks>
     <IncludeInPackage>Microsoft.ML.CpuMath</IncludeInPackage>
@@ -23,8 +22,6 @@
 
   <ItemGroup Condition="'$(TargetFramework)' == 'netcoreapp3.0'">
     <Compile Remove="CpuMathUtils.netstandard.cs" />
-    <!-- This is only needed until https://github.com/dotnet/corefx/issues/31064 is addressed. -->
-    <PackageReference Include="System.Runtime.Intrinsics.Experimental" Version="4.6.0-preview1-26708-04" />
   </ItemGroup>
 
   <ItemGroup Condition="'$(TargetFramework)' == 'netstandard2.0'">
diff --git a/test/Directory.Build.props b/test/Directory.Build.props
index 6a5bae3452..8489cb8f87 100644
--- a/test/Directory.Build.props
+++ b/test/Directory.Build.props
@@ -2,7 +2,10 @@
   <Import Project="..\Directory.Build.props" />
 
   <PropertyGroup>
-    <TargetFramework>netcoreapp2.1</TargetFramework>
+    <DefaultTestTargetFramework>netcoreapp2.1</DefaultTestTargetFramework>
+    <DefaultTestTargetFramework Condition="'$(UseIntrinsics)' == 'true'">netcoreapp3.0</DefaultTestTargetFramework>
+    
+    <TargetFramework>$(DefaultTestTargetFramework)</TargetFramework>
     <IsPackable>false</IsPackable>
     <GenerateDocumentationFile>true</GenerateDocumentationFile>
 
diff --git a/test/Microsoft.ML.FSharp.Tests/Microsoft.ML.FSharp.Tests.fsproj b/test/Microsoft.ML.FSharp.Tests/Microsoft.ML.FSharp.Tests.fsproj
index 80c50b80e1..4d5de1b568 100644
--- a/test/Microsoft.ML.FSharp.Tests/Microsoft.ML.FSharp.Tests.fsproj
+++ b/test/Microsoft.ML.FSharp.Tests/Microsoft.ML.FSharp.Tests.fsproj
@@ -3,7 +3,7 @@
   <PropertyGroup>
     <!-- Empty TargetFramework because test\Directory.Build.props sets TFM, but FSharp.Tests is multi-targeted -->
     <TargetFramework></TargetFramework>
-    <TargetFrameworks>netcoreapp2.1</TargetFrameworks>
+    <TargetFrameworks>$(DefaultTestTargetFramework)</TargetFrameworks>
     <TargetFrameworks Condition="'$(OS)' != 'Unix'">$(TargetFrameworks); net461</TargetFrameworks>
     <NoWarn>2003;$(NoWarn)</NoWarn>
     <PublicSign>false</PublicSign>
diff --git a/test/Microsoft.ML.OnnxTransformTest/Microsoft.ML.OnnxTransformTest.csproj b/test/Microsoft.ML.OnnxTransformTest/Microsoft.ML.OnnxTransformTest.csproj
index 30e49bafa7..7267ce4c34 100644
--- a/test/Microsoft.ML.OnnxTransformTest/Microsoft.ML.OnnxTransformTest.csproj
+++ b/test/Microsoft.ML.OnnxTransformTest/Microsoft.ML.OnnxTransformTest.csproj
@@ -1,7 +1,4 @@
 <Project Sdk="Microsoft.NET.Sdk">
-  <PropertyGroup>
-    <TargetFramework>netcoreapp2.1</TargetFramework>
-  </PropertyGroup>
   <ItemGroup>
     <ProjectReference Include="..\..\src\Microsoft.ML.Data\Microsoft.ML.Data.csproj" />
     <ProjectReference Include="..\..\src\Microsoft.ML.Maml\Microsoft.ML.Maml.csproj" />