diff --git a/.github/workflows/build_deploy_latest.yml b/.github/workflows/build_deploy_latest.yml
new file mode 100644
index 00000000..1a39b516
--- /dev/null
+++ b/.github/workflows/build_deploy_latest.yml
@@ -0,0 +1,26 @@
+name: Build and deploy to DockerHub
+
+on:
+  push:
+    branches:
+      - master
+
+# Specify jobs
+jobs:
+  build:
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        config:
+        - { image_name: ubuntu-build, dockerfile: ubuntu.Dockerfile }
+    steps:
+      - uses: actions/checkout@master
+      - name: Login, build and push image
+        if: success()
+        uses: whoan/docker-build-with-cache-action@v4
+        with:
+          username: "${{ secrets.DOCKER_USERNAME }}"
+          password: "${{ secrets.DOCKER_PASSWORD }}"
+          image_name: "genrl/${{matrix.config.image_name}}"
+          dockerfile: "docker/${{matrix.config.dockerfile}}"
+          push_image_and_stages: true
diff --git a/docker/ubuntu.Dockerfile b/docker/ubuntu.Dockerfile
new file mode 100644
index 00000000..e4ccc6d3
--- /dev/null
+++ b/docker/ubuntu.Dockerfile
@@ -0,0 +1,37 @@
+FROM ubuntu:latest
+
+# Install baseline required tools
+RUN echo 'debconf debconf/frontend select Noninteractive' | debconf-set-selections \
+    && apt-get update && \
+    apt install -y --no-install-recommends \
+    # C++
+    build-essential g++ gcc git make wget \
+    # Python
+    python-setuptools python-dev \
+    sudo \
+    libgtk2.0-dev \
+    && apt-get install -y --reinstall ca-certificates \
+    # Do this cleanup every time to ensure minimal layer sizes
+    # TODO: Turn this into a script
+    && apt-get clean autoclean \
+    && apt-get autoremove -y \
+    && rm -rf /var/lib/{apt,dpkg,cache,log}
+
+COPY ./requirements.txt requirements.txt
+
+RUN wget --no-check-certificate https://repo.continuum.io/miniconda/Miniconda2-latest-Linux-x86_64.sh -O miniconda.sh \
+    && bash miniconda.sh -b -p /usr/local/miniconda \
+    && hash -r \
+    && /usr/local/miniconda/bin/conda config --set always_yes yes --set changeps1 no \
+    && /usr/local/miniconda/bin/conda update -q conda \
+    #&& /usr/local/miniconda/bin/conda install -q conda-env \
+    && /usr/local/miniconda/bin/conda create -q -n genrl python=3.6 wheel virtualenv pytest readme_renderer pandas cmake nomkl numpy boost py-boost scipy scikit-learn six joblib \ 
+    && /usr/local/miniconda/bin/conda clean -a \
+    && /usr/local/miniconda/bin/conda init \
+    && rm miniconda.sh
+
+ENV PATH="/usr/local/miniconda/bin:${PATH}"
+ENV LD_LIBRARY_PATH="${LD_LIBRARY_PATH}:/usr/local/lib"
+
+RUN /usr/local/miniconda/envs/genrl/bin/python -m pip install -r requirements.txt
+    && /usr/local/miniconda/envs/genrl/bin/python -m pip install black isort==4.3.2 flake8 codecov pytest-cov