diff --git a/.github/workflows/docker.yml b/.github/workflows/docker.yml
new file mode 100644
index 00000000..ef72bcfa
--- /dev/null
+++ b/.github/workflows/docker.yml
@@ -0,0 +1,34 @@
+name: Docker Build and Publish Image
+on:
+  release:
+    types: [published]
+
+jobs:
+  build:
+    runs-on: ubuntu-latest
+    env:
+      DOCKER_IMAGE: sybila/parasim
+    steps:
+    - name: Checkout the code
+      uses: actions/checkout@v2
+    - name: Prepare
+      id: prepare
+      run: |
+        echo ::set-output name=docker_image::${DOCKER_IMAGE}
+        echo ::set-output name=release_tag::${{ github.event.release.tag_name }}
+    - name: Login to Docker Hub
+      uses: docker/login-action@v1
+      with:
+        username: ${{ secrets.DOCKER_USERNAME }}
+        password: ${{ secrets.DOCKER_PASSWORD }}
+    - name: Build Docker image
+      run: |
+        docker build \
+        --tag ${{ steps.prepare.outputs.docker_image }}:latest \
+        --tag ${{ steps.prepare.outputs.docker_image }}:${{ github.event.release.tag_name }} \
+        .
+    - name: Publish Docker image
+      # Only deploy if using master on original repo (and not for pull requests or forks)
+      if: github.repository_owner == 'sybila' && github.ref == 'refs/heads/master'
+      run: |
+        docker push --all-tags ${{ steps.prepare.outputs.docker_image }}
diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 00000000..fe76f89e
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,26 @@
+# Download base image ubuntu 16.04
+FROM ubuntu:16.04
+MAINTAINER Matej Trojak <xtrojak@fi.muni.cz>
+
+# Install dependencies
+RUN apt-get update
+RUN apt-get install -y wget software-properties-common
+
+# Install Octave
+RUN apt-add-repository ppa:octave/stable
+RUN apt-get update
+RUN apt-get install -y octave
+
+# Install miniconda
+RUN wget --quiet https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh -O ~/miniconda.sh
+RUN /bin/bash ~/miniconda.sh -b -p /opt/conda
+ENV PATH="/opt/conda/bin:$PATH"
+
+# Install Java
+RUN conda install -c conda-forge openjdk=8.0.332
+
+# Install Parasim
+COPY . parasim/
+WORKDIR parasim
+RUN ./gradlew installDist
+ENV PATH="/parasim/application/build/install/parasim/bin:$PATH"
\ No newline at end of file
diff --git a/README.markdown b/README.markdown
index 5c95354c..89bd1510 100644
--- a/README.markdown
+++ b/README.markdown
@@ -1,3 +1,5 @@
+[![Docker Pulls](https://badgen.net//docker/pulls/sybila/parasim?icon=docker)](https://hub.docker.com/r/sybila/parasim/)
+
 # Parasim
 Parasim is a tool for robustness analysis. For information not covered in this README visit the [Parasim wiki](https://github.com/sybila/parasim/wiki).