diff --git a/.ci/ci.yml b/.ci/ci.yml
new file mode 100644
index 00000000000..b7caca49f16
--- /dev/null
+++ b/.ci/ci.yml
@@ -0,0 +1,55 @@
+jobs:
+- job: libshogun
+  displayName: Linux libshogun
+
+  pool:
+    vmImage: ubuntu-16.04
+
+  variables:
+    testRunTitle: '$(build.sourceBranchName)-debian'
+    testRunPlatform: debian
+    imageName: 'shogun/shogun-dev'
+
+  steps:
+  - template: ./docker-steps.yml
+
+- job: python
+  displayName: Python Interface
+  dependsOn: libshogun
+
+  pool:
+    vmImage: ubuntu-16.04
+
+  variables:
+    testRunTitle: '$(build.sourceBranchName)-debian'
+    testRunPlatform: debian
+    imageName: 'shogun/shogun-dev'
+
+  steps:
+  - template: ./docker-steps.yml
+    parameters:
+      cmakeOptions: 'DINTERFACE_PYTHON=ON'
+
+- job: macOS
+  displayName: macOS CI Tests
+
+  variables:
+    testRunTitle: '$(build.sourceBranchName)-macos'
+    testRunPlatform: macos
+
+  pool:
+    vmImage: xcode9-macos10.13
+
+  steps:
+  - template: ./macos-steps.yml
+
+- job: Windows
+  displayName: Windows CI Tests
+  pool:
+    vmImage: 'vs2017-win2016'
+
+  steps:
+  - template: ./windows-steps.yml
+    parameters:
+      buildConfiguration: Release
+      generator: Visual Studio 15 2017 Win64
diff --git a/.ci/docker-steps.yml b/.ci/docker-steps.yml
new file mode 100644
index 00000000000..db7cb355a04
--- /dev/null
+++ b/.ci/docker-steps.yml
@@ -0,0 +1,41 @@
+steps:
+- checkout: self
+  clean: true
+  fetchDepth: 5
+  submodules: true
+
+- task: docker@0
+  displayName: Setup
+  inputs:
+    action: 'Run an image'
+    imageName: $(imageName)
+    volumes: |
+      $(build.sourcesDirectory):/src
+      $(build.binariesDirectory):/build
+    workDir: '/build'
+    containerCommand: 'cmake -DENABLE_TESTING=ON ${{ parameters.cmakeOptions }} /src'
+    detached: false
+
+- task: docker@0
+  displayName: Build
+  inputs:
+    action: 'Run an image'
+    imageName: $(imageName)
+    volumes: |
+      $(build.sourcesDirectory):/src
+      $(build.binariesDirectory):/build
+    workDir: '/build'
+    containerCommand: 'make -s -j2'
+    detached: false
+
+- task: docker@0
+  displayName: Test
+  inputs:
+    action: 'Run an image'
+    imageName: $(imageName)
+    volumes: |
+      $(build.sourcesDirectory):/src
+      $(build.binariesDirectory):/build
+    workDir: '/build'
+    containerCommand: 'ctest --output-on-failure -j 2'
+    detached: false
diff --git a/.ci/macos-steps.yml b/.ci/macos-steps.yml
new file mode 100644
index 00000000000..3e1b3022402
--- /dev/null
+++ b/.ci/macos-steps.yml
@@ -0,0 +1,23 @@
+steps:
+- checkout: self
+  clean: true
+  fetchDepth: 5
+  submodules: true
+
+- bash: |
+    brew update
+    brew install cmake ccache pkg-config arpack eigen glpk hdf5 json-c lapack lzo nlopt snappy xz
+  displayName: Install dependencies
+
+- task: CMake@1
+  displayName: Setup
+  inputs:
+    cmakeArgs: -DBUILD_EXAMPLES=OFF -DBUNDLE_JSON=OFF -DBUNDLE_NLOPT=OFF -DENABLE_TESTING=ON -DENABLE_COVERAGE=OFF -DBUILD_META_EXAMPLES=OFF ..
+
+- script: make -j4
+  displayName: Build
+  workingDirectory: build
+
+- script: ctest --output-on-failure -j 2
+  displayName: Test
+  workingDirectory: build
diff --git a/.ci/windows-steps.yml b/.ci/windows-steps.yml
new file mode 100644
index 00000000000..3a1195b030f
--- /dev/null
+++ b/.ci/windows-steps.yml
@@ -0,0 +1,31 @@
+steps:
+- checkout: self
+  clean: true
+  fetchDepth: 5
+  submodules: true
+
+- task: CondaEnvironment@1
+  displayName: Install dependencies
+  inputs:
+    createCustomEnvironment: True
+    environmentName: shogun
+    packageSpecs: 'python=3 setuptools numpy scipy eigen rxcpp cmake snappy zlib ctags ply ninja'
+    createOptions: '-q'
+    updateConda: false
+
+- task: CMake@1
+  displayName: Setup
+  inputs:
+    cmakeArgs: -G "${{ parameters.generator }}" -DCMAKE_BUILD_TYPE=${{ parameters.buildConfiguration }} -DCMAKE_INSTALL_PREFIX=%CONDA_PREFIX%\Library -DBUILD_META_EXAMPLES=OFF -DENABLE_TESTING=ON ..
+
+
+- task: VSBuild@1
+  displayName: Build
+  inputs:
+    solution: '$(Build.ArtifactStagingDirectory)/build/shogun.sln'
+    platform: x64
+    configuration: ${{ parameters.buildConfiguration }}
+
+- script: ctest -j%NUMBER_OF_PROCESSORS% -C ${{ parameters.buildConfiguration }} -V
+  displayName: Test
+  workingDirectory: $(Build.ArtifactStagingDirectory)/build
\ No newline at end of file
diff --git a/README.md b/README.md
index 12400432d3f..2d9d7f7bbf8 100644
--- a/README.md
+++ b/README.md
@@ -13,8 +13,7 @@ Cite Shogun:
 
 Develop branch build status:
 
-[![Build Status](https://travis-ci.org/shogun-toolbox/shogun.svg?branch=develop)](https://travis-ci.org/shogun-toolbox/shogun)
-[![Build status](https://ci.appveyor.com/api/projects/status/jx095rnr9qhg8dcv/branch/develop?svg=true)](https://ci.appveyor.com/project/vigsterkr/shogun/branch/develop)
+[![Build status](https://dev.azure.com/shogunml/shogun/_apis/build/status/shogun-CI)](https://dev.azure.com/shogunml/shogun/_build/latest?definitionId=-1)
 [![codecov](https://codecov.io/gh/shogun-toolbox/shogun/branch/develop/graph/badge.svg)](https://codecov.io/gh/shogun-toolbox/shogun)
 
 Donate to Shogun via NumFocus: