diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
new file mode 100644
index 0000000..d50e342
--- /dev/null
+++ b/.github/workflows/build.yml
@@ -0,0 +1,107 @@
+on: [push, pull_request]
+name: Build wheels
+
+# We use manylinux2014 because older CentOS versions used by 2010 and 1 have a very old glibc version, which
+# makes it very hard to use GitHub's javascript actions (checkout, upload-artifact, etc).
+# They mount their own nodejs interpreter inside your container, but since that's not statically linked it
+# tries to load glibc and fails because it requires a more recent version.
+
+jobs:
+  build-manylinux2014-x86_64-wheel:
+    name: 'Build Manylinux 2014 x86_64 wheel'
+    runs-on: ubuntu-latest
+    container:
+      image: quay.io/pypa/manylinux2014_x86_64
+      env:
+        PLAT: manylinux2014_x86_64
+        PYBIN: '/opt/python/${{ matrix.python }}/bin'
+    strategy:
+      matrix:
+        python: # Update this list whenever the docker image is updated (check /opt/python/)
+          - cp36-cp36m
+          - cp37-cp37m
+          - cp38-cp38
+          - cp39-cp39
+          - cp310-cp310
+          - pp37-pypy37_pp73
+          - pp38-pypy38_pp73
+    steps:
+      - name: checkout
+        uses: actions/checkout@v2
+        with:
+          submodules: true
+      - uses: actions-rs/toolchain@v1
+        with:
+          toolchain: stable
+      - name: install requirements
+        run: ${PYBIN}/pip install -r requirements.txt
+      - name: generate bindings
+        run: bash generate.sh
+      - name: build wheel
+        run: ${PYBIN}/pip wheel . --no-deps -w /tmp/wheelhouse
+      - name: repair wheel
+        run: auditwheel repair /tmp/wheelhouse/* --plat "$PLAT" -w /tmp/wheelhouse-repaired
+      - uses: actions/upload-artifact@v2
+        with:
+          name: bdkpython-manylinux2014-x86_64-${{ matrix.python }}
+          path: /tmp/wheelhouse-repaired/*.whl
+  build-macos-universal-wheel:
+    name: 'Build macOS universal wheel'
+    runs-on: macos-latest
+    strategy:
+      matrix:
+        python:
+          - '3.7'
+          - '3.8'
+          - '3.9'
+          - '3.10'
+    steps:
+      - uses: actions/setup-python@v2
+        with:
+          python-version: ${{ matrix.python }}
+      - run: python3 --version
+      - name: checkout
+        uses: actions/checkout@v2
+        with:
+          submodules: true
+      - run: rustup target add aarch64-apple-darwin
+      - run: pip3 install --user -r requirements.txt
+      - run: pip3 install --user wheel
+      - run: bash generate.sh
+      - name: build wheel
+        env:
+          ARCHFLAGS: "-arch x86_64 -arch arm64"
+        run: python3 setup.py -v bdist_wheel
+      - uses: actions/upload-artifact@v2
+        with:
+          name: bdkpython-macos-${{ matrix.python }}
+          path: dist/*.whl
+  build-windows-wheel:
+    name: 'Build windows wheel'
+    runs-on: windows-latest
+    strategy:
+      matrix:
+        python:
+          - '3.7'
+          - '3.8'
+          - '3.9'
+          - '3.10'
+    steps:
+      - uses: actions/setup-python@v2
+        with:
+          python-version: ${{ matrix.python }}
+      - run: python --version
+      - name: checkout
+        uses: actions/checkout@v2
+        with:
+          submodules: true
+      - run: pip install --user -r requirements.txt
+      - run: ./generate.sh
+        shell: bash
+      - run: pip install --user wheel
+      - name: build wheel
+        run: python setup.py -v bdist_wheel
+      - uses: actions/upload-artifact@v2
+        with:
+          name: bdkpython-win-${{ matrix.python }}
+          path: dist/*.whl