diff --git a/Dockerfile b/Dockerfile
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--- /dev/null
+++ b/Dockerfile
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+FROM nvidia/cuda:8.0-cudnn5-devel-ubuntu16.04
+MAINTAINER Bradlee Speice
+
+LABEL Description="Jupyter server setup for ECBM E4040 Neural Networks" Version="0.1"
+
+# Start with the updates
+RUN apt-get update && \
+
+    # Don't install broken Pip
+    apt-get install -y python-pip=8.1.1-2 python3-pip=8.1.1-2 python-pip-whl=8.1.1-2 && \
+
+    # Install the Scipy stuff we need
+    apt-get install -y  \
+        python-pandas python-matplotlib \
+        texlive-latex-extra texlive-fonts-recommended texlive-generic-recommended pandoc
+
+# And the python-specific tools
+RUN pip install theano jupyter
+
+# And the startup script
+COPY . /
+
+# Set up Theano for the GPU
+ENV THEANO_FLAGS='floatX=float32,device=gpu'
+
+EXPOSE 8888
diff --git a/usr/local/bin/start_jupyter b/usr/local/bin/start_jupyter
new file mode 100755
index 0000000..a03aef2
--- /dev/null
+++ b/usr/local/bin/start_jupyter
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+#!/bin/sh
+
+cd /opt/development
+/usr/local/bin/jupyter notebook --ip 0.0.0.0