diff --git a/.github/workflows/docker-publish.yml b/.github/workflows/docker-publish.yml
new file mode 100644
index 000000000..b8c5d916e
--- /dev/null
+++ b/.github/workflows/docker-publish.yml
@@ -0,0 +1,80 @@
+# This workflow uses actions that are not certified by GitHub.
+# They are provided by a third-party and are governed by
+# separate terms of service, privacy policy, and support
+# documentation.
+
+name: Publish Docker image
+
+on:
+  push:
+    # Push  to `master` or `development`
+    branches:
+      - master
+      - development
+      - add_docker-publish
+  workflow_dispatch:
+
+jobs:
+  push_to_registries:
+    name: Push Docker image to multiple registries
+    runs-on: ubuntu-latest
+    permissions:
+      packages: write
+      contents: read
+    steps:
+      - name: Check out the repo
+        uses: actions/checkout@v2
+
+      - name: Extract branch name
+        shell: bash
+        run: echo "##[set-output name=branch;]$(echo ${GITHUB_REF#refs/heads/})"
+        id: extract_branch
+
+      - name: Log in to Docker Hub
+        uses: docker/login-action@f054a8b539a109f9f41c372932f1ae047eff08c9
+        with:
+          username: ${{ secrets.DOCKER_USERNAME }}
+          password: ${{ secrets.DOCKER_PASSWORD }}
+      
+      - name: Log in to the Container registry
+        uses: docker/login-action@f054a8b539a109f9f41c372932f1ae047eff08c9
+        with:
+          registry: ghcr.io
+          username: ${{ github.actor }}
+          password: ${{ secrets.GITHUB_TOKEN }}
+      
+      - name: Extract metadata (tags, labels) for Docker
+        id: meta
+        uses: docker/metadata-action@98669ae865ea3cffbcbaa878cf57c20bbf1c6c38
+        with:
+          images: |
+            automlorg/autopytorch
+            ghcr.io/${{ github.repository }}
+      
+      - name: Build and push Docker images
+        uses: docker/build-push-action@ad44023a93711e3deb337508980b4b5e9bcdc5dc
+        with:
+          context: .
+          push: true
+          tags: ${{ steps.extract_branch.outputs.branch }}
+
+      - name: Docker Login
+        run: docker login ghcr.io -u $GITHUB_ACTOR -p $GITHUB_TOKEN
+        env:
+            GITHUB_TOKEN: ${{secrets.GITHUB_TOKEN}}
+
+      - name: Pull Docker image
+        run: docker pull ghcr.io/$GITHUB_REPOSITORY/autoPyTorch:$BRANCH
+        env:
+            BRANCH: ${{ steps.extract_branch.outputs.branch }}
+
+      - name: Run image
+        run: docker run -i -d --name unittester -v $GITHUB_WORKSPACE:/workspace -w /workspace ghcr.io/$GITHUB_REPOSITORY/autoPyTorch:$BRANCH
+        env:
+            BRANCH: ${{ steps.extract_branch.outputs.branch }}
+
+      - name: Auto-PyTorch loaded
+        run: docker exec  -i unittester python3 -c 'import autoPyTorch; print(f"Auto-PyTorch imported from {autoPyTorch.__file__}")'
+
+      - name: Run unit testing
+        run: docker exec  -i unittester python3 -m pytest -v test
\ No newline at end of file
diff --git a/docs/installation.rst b/docs/installation.rst
index 44915d75a..9f648c7e5 100644
--- a/docs/installation.rst
+++ b/docs/installation.rst
@@ -37,5 +37,31 @@ Installing Auto-Pytorch
 
 
 Docker Image
-=========================
- TODO
+============
+A Docker image is also provided on dockerhub. To download from dockerhub,
+use:
+
+.. code:: bash
+
+    docker pull automlorg/autopytorch:master
+
+You can also verify that the image was downloaded via:
+
+.. code:: bash
+
+    docker images  # Verify that the image was downloaded
+
+This image can be used to start an interactive session as follows:
+
+.. code:: bash
+
+    docker run -it automlorg/autopytorch:master
+
+To start a Jupyter notebook, you could instead run e.g.:
+
+.. code:: bash
+
+    docker run -it -v ${PWD}:/opt/nb -p 8888:8888 automlorg/autopytorch:master /bin/bash -c "mkdir -p /opt/nb && jupyter notebook --notebook-dir=/opt/nb --ip='0.0.0.0' --port=8888 --no-browser --allow-root"
+
+Alternatively, it is possible to use the development version of autoPyTorch by replacing all
+occurences of ``master`` by ``development``.