diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 00000000..663cfdb5
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,26 @@
+FROM nvidia/cuda:9.0-base-ubuntu16.04 as base
+
+WORKDIR /srv/app
+
+RUN apt-get update && \
+	apt-get install -y git software-properties-common wget vim build-essential libsndfile1 && \
+	add-apt-repository ppa:deadsnakes/ppa && \
+	apt-get update && \
+	apt-get install -y python3.6 python3.6-dev python3.6-tk && \
+	# Install pip manually
+	wget https://bootstrap.pypa.io/get-pip.py && \
+	python3.6 get-pip.py && \
+	rm get-pip.py && \
+	# Used by the server in server/synthesizer.py
+	pip install soundfile
+
+ADD . /srv/app
+
+# Setup for development
+RUN python3.6 setup.py develop
+
+# http://bugs.python.org/issue19846
+# > At the moment, setting "LANG=C" on a Linux system *fundamentally breaks Python 3*, and that's not OK.
+ENV LANG C.UTF-8
+
+CMD python3.6 server/server.py -c server/conf.json