diff --git a/.vsts-dotnet-ci.yml b/.vsts-dotnet-ci.yml
new file mode 100644
index 000000000..80ed1b4ac
--- /dev/null
+++ b/.vsts-dotnet-ci.yml
@@ -0,0 +1,21 @@
+resources:
+  containers:
+  - container: centos7
+    image: microsoft/dotnet-buildtools-prereqs:centos-7-b46d863-20180719033416
+
+phases:
+- template: /build/ci/phase-template.yml
+  parameters:
+    name: Linux
+    buildScript: ./build.sh
+    queue:
+      container: centos7
+
+- template: /build/ci/phase-template.yml
+  parameters:
+    name: Windows_NT
+    buildScript: build.cmd
+    queue:
+      name: Hosted VS2017
+      demands:
+        - agent.os -equals Windows_NT
diff --git a/README.md b/README.md
index d20d3f73c..9ccd06c16 100644
--- a/README.md
+++ b/README.md
@@ -44,9 +44,9 @@ To build ML.NET from source please visit our [developers guide](docs/project-doc
 
 |    | x64 Debug | x64 Release |
 |:---|----------------:|------------------:|
-|**Linux**|[![x64-debug](https://ci2.dot.net/job/dotnet_machinelearning/job/master/job/linux_debug/badge/icon)](https://ci2.dot.net/job/dotnet_machinelearning/job/master/job/linux_debug/lastCompletedBuild)|[![x64-release](https://ci2.dot.net/job/dotnet_machinelearning/job/master/job/linux_release/badge/icon)](https://ci2.dot.net/job/dotnet_machinelearning/job/master/job/linux_release/lastCompletedBuild)|
+|**Linux**|[![x64-debug](https://dotnet.visualstudio.com/public/_apis/build/status/104?branch=master)](https://dotnet.visualstudio.com/DotNet-Public/_build/latest?definitionId=104&branch=master)|[![x64-release](https://dotnet.visualstudio.com/public/_apis/build/status/104?branch=master)](https://dotnet.visualstudio.com/DotNet-Public/_build/latest?definitionId=104&branch=master)|
 |**macOS**|[![x64-debug](https://ci2.dot.net/job/dotnet_machinelearning/job/master/job/osx10.13_debug/badge/icon)](https://ci2.dot.net/job/dotnet_machinelearning/job/master/job/osx10.13_debug/lastCompletedBuild)|[![x64-release](https://ci2.dot.net/job/dotnet_machinelearning/job/master/job/osx10.13_release/badge/icon)](https://ci2.dot.net/job/dotnet_machinelearning/job/master/job/osx10.13_release/lastCompletedBuild)|
-|**Windows**|[![x64-debug](https://ci2.dot.net/job/dotnet_machinelearning/job/master/job/windows_nt_debug/badge/icon)](https://ci2.dot.net/job/dotnet_machinelearning/job/master/job/windows_nt_debug/lastCompletedBuild)|[![x64-release](https://ci2.dot.net/job/dotnet_machinelearning/job/master/job/windows_nt_release/badge/icon)](https://ci2.dot.net/job/dotnet_machinelearning/job/master/job/windows_nt_release/lastCompletedBuild)|
+|**Windows**|[![x64-debug](https://dotnet.visualstudio.com/public/_apis/build/status/104?branch=master)](https://dotnet.visualstudio.com/DotNet-Public/_build/latest?definitionId=104&branch=master)|[![x64-release](https://dotnet.visualstudio.com/public/_apis/build/status/104?branch=master)](https://dotnet.visualstudio.com/DotNet-Public/_build/latest?definitionId=104&branch=master)|
 
 ## Contributing
 
diff --git a/build/ci/phase-template.yml b/build/ci/phase-template.yml
new file mode 100644
index 000000000..2c8430465
--- /dev/null
+++ b/build/ci/phase-template.yml
@@ -0,0 +1,33 @@
+parameters:
+  name: ''
+  buildScript: ''
+  queue: {}
+
+phases:
+  - phase: ${{ parameters.name }}
+    variables:
+      _buildScript: ${{ parameters.buildScript }}
+      _phaseName: ${{ parameters.name }}
+    queue:
+      parallel: 2
+      matrix:
+        Build_Debug:
+          _configuration: Debug
+        Build_Release:
+          _configuration: Release 
+      ${{ insert }}: ${{ parameters.queue }}
+    steps:
+    - script: $(_buildScript) -$(_configuration) -runtests
+      displayName: Build and Test
+    - task: PublishTestResults@2
+      displayName: Publish Test Results
+      condition: succeededOrFailed()
+      inputs:
+        testRunner: 'vSTest'
+        searchFolder: '$(System.DefaultWorkingDirectory)/bin'
+        testResultsFiles: '**/*.trx'
+        testRunTitle: Machinelearning_Tests_$(_phaseName)_$(_configuration)_$(Build.BuildNumber)
+        configuration: $(_configuration)
+        mergeTestResults: true
+    - script: $(_buildScript) -buildPackages
+      displayName: Build Packages
diff --git a/netci.groovy b/netci.groovy
index eb78c766a..b955bf669 100644
--- a/netci.groovy
+++ b/netci.groovy
@@ -6,46 +6,22 @@ import jobs.generation.Utilities;
 def project = GithubProject
 def branch = GithubBranchName
 
-['Windows_NT', 'Linux', 'OSX10.13'].each { os ->
+['OSX10.13'].each { os ->
     ['Debug', 'Release'].each { config ->
         [true, false].each { isPR ->
             // Calculate job name
             def jobName = os.toLowerCase() + '_' + config.toLowerCase()
-            def buildFile = '';
 
             def machineAffinity = 'latest-or-auto'
 
-            // Calculate the build command
-            if (os == 'Windows_NT') {
-                buildFile = ".\\build.cmd"
-            } else {
-                buildFile = "./build.sh"
-            }
-
-            def buildCommand = buildFile + " -$config -runtests"
-            def packCommand = buildFile + " -buildPackages"
-
             def newJob = job(Utilities.getFullJobName(project, jobName, isPR)) {
                 steps {
-                    if (os == 'Windows_NT') {
-                        batchFile(buildCommand)
-                        batchFile(packCommand)
-                    }
-                    else {
-                        // Shell
-                        shell(buildCommand)
-                        shell(packCommand)
-                    }
+                    shell("./build.sh -$config -runtests")
+                    shell("./build.sh -buildPackages")
                 }
             }
 
-            def osImageName = os
-            if (os == 'Linux') {
-                // Trigger a portable Linux build that runs on RHEL7.2
-                osImageName = "RHEL7.2"
-            }
-
-            Utilities.setMachineAffinity(newJob, osImageName, machineAffinity)
+            Utilities.setMachineAffinity(newJob, os, machineAffinity)
             Utilities.standardJobSetup(newJob, project, isPR, "*/${branch}")
 
             if (isPR) {