diff --git a/.github/workflows/docker.yml b/.github/workflows/docker.yml
new file mode 100644
index 0000000..e55a4b2
--- /dev/null
+++ b/.github/workflows/docker.yml
@@ -0,0 +1,34 @@
+name: Build and push Docker image to the DockerHub
+
+on:
+  release:
+    types: [published, edited]
+
+jobs:
+  build:
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v2
+
+      - name: Login to Docker Hub
+        uses: docker/login-action@v1
+        with:
+          username: ${{ secrets.DOCKER_HUB_USERNAME }}
+          password: ${{ secrets.DOCKER_HUB_ACCESS_TOKEN }}
+
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@v1
+
+      - name: Build and push
+        uses: docker/build-push-action@v2
+        with:
+          context: .
+          file: ./Dockerfile
+          push: true
+          tags: ${{ secrets.DOCKER_HUB_USERNAME }}/lightautoml:latest
+          tag_with_sha: true
+          tag_with_ref: true
+          cache-from: type=registry,ref=${{ secrets.DOCKER_HUB_USERNAME }}/simplewhale:buildcache
+          cache-to: type=registry,ref=${{ secrets.DOCKER_HUB_USERNAME }}/simplewhale:buildcache,mode=max
diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000..9ccb213
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,15 @@
+FROM ubuntu:latest
+
+RUN apt-get update
+
+RUN apt install -y python3-dev python3-pip curl git
+
+RUN git clone https://github.com/sberbank-ai-lab/LightAutoML.git
+WORKDIR /LightAutoML/
+
+RUN curl -sSL https://raw.githubusercontent.com/python-poetry/poetry/master/get-poetry.py | python3 -
+ENV PATH="${PATH}:/root/.poetry/bin"
+
+RUN poetry -V
+RUN poetry config virtualenvs.create false --local
+RUN poetry install