diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
new file mode 100644
index 0000000000..0b3bdfc91d
--- /dev/null
+++ b/.github/workflows/build.yml
@@ -0,0 +1,55 @@
+name: Build
+
+on: [push, pull_request]
+
+jobs:
+  build_wheels:
+    name: Build wheel on ${{ matrix.os }}
+    runs-on: ${{ matrix.os }}
+    strategy:
+      matrix:
+        include:
+          - os: ubuntu-latest
+            cibw_arch: aarch64
+
+    steps:
+    - uses: actions/checkout@master
+      with:
+        submodules: 'recursive'
+
+    - name: Setup QEMU
+      if: startsWith(matrix.os,'ubuntu')
+      uses: docker/setup-qemu-action@v1
+      with:
+        platforms: arm64
+
+    - uses: actions/setup-python@v2
+      name: Install Python
+      with:
+        python-version: '3.9'
+
+    - name: Build wheels
+      env:
+        # Only build on Python 3 and skip 32-bit builds
+        CIBW_BUILD: cp3?-*
+        CIBW_ARCHS: ${{ matrix.cibw_arch }}
+      run: |
+        python -m pip install cibuildwheel==1.9.0
+        python -m cibuildwheel --output-dir wheelhouse
+    - name: Build source
+      if: startsWith(matrix.os, 'ubuntu')
+      run: |
+        python setup.py sdist --dist-dir=wheelhouse
+    - name: Release to pypi
+      if: github.event_name == 'push' && startsWith(github.event.ref, 'refs/tags')
+      env:
+        TWINE_USERNAME: __token__
+        TWINE_PASSWORD: ${{ secrets.pypi_password }}
+      run: |
+        python -m pip install --upgrade twine
+        twine upload wheelhouse/*
+    - name: Upload artifacts to github
+      uses: actions/upload-artifact@v1
+      with:
+        name: wheels
+        path: ./wheelhouse
diff --git a/tox.ini b/tox.ini
index d883a1f973..438685cf15 100644
--- a/tox.ini
+++ b/tox.ini
@@ -14,6 +14,7 @@ deps = nose
        futurist
 lz4_dependency = py27,py35,py36,py37,py38: lz4
 
+
 [testenv]
 deps = {[base]deps}
        {[base]lz4_dependency}