diff --git a/.github/workflows/build_deploy.yml b/.github/workflows/build_deploy.yml
new file mode 100644
index 0000000..9fb6b80
--- /dev/null
+++ b/.github/workflows/build_deploy.yml
@@ -0,0 +1,39 @@
+name: Build and Deploy to PyPI
+
+on:
+  create:
+    tags:
+      - "v*"
+
+jobs:
+  build-n-deploy:
+    runs-on: ubuntu-latest
+    steps:
+    - uses: actions/checkout@v2
+    
+    - name: Set up Python 3.9
+      uses: actions/setup-python@v2
+      with:
+        python-version: 3.9
+    
+    - name: Install pypa/build
+      run: >-
+        python -m
+        pip install
+        build
+        --user
+    
+    - name: Build a binary wheel and a source tarball
+      run: >-
+        python -m
+        build
+        --sdist
+        --wheel
+        --outdir dist/
+    
+    - name: Publish distribution to PyPI
+      if: startsWith(github.ref, 'refs/tags')
+      uses: pypa/gh-action-pypi-publish@release/v1
+      with:
+        user: __token__
+        password: ${{ secrets.PYPI_API_TOKEN }}
diff --git a/README.md b/README.md
index 169ddcf..22be406 100755
--- a/README.md
+++ b/README.md
@@ -4,6 +4,8 @@
 [![Backers](https://opencollective.com/open_stt/tiers/backer/badge.svg?label=backers&color=brightgreen)](https://opencollective.com/open_stt)
 [![Sponsors](https://opencollective.com/open_stt/tiers/sponsor/badge.svg?label=sponsors&color=brightgreen)](https://opencollective.com/open_stt)
 
+[![Build and Deploy to PyPI](https://github.com/snakers4/silero-models/actions/workflows/build_deploy.yml/badge.svg)](https://github.com/snakers4/silero-models/actions/workflows/build_deploy.yml) [![PyPI version](https://badge.fury.io/py/silero.svg)](https://badge.fury.io/py/silero)
+
 ![header](https://user-images.githubusercontent.com/12515440/89997349-b3523080-dc94-11ea-9906-ca2e8bc50535.png)
 
 - [Silero Models](#silero-models)