diff --git a/ipython-notebook/Dockerfile b/ipython-notebook/Dockerfile
new file mode 100644
index 0000000..13d3191
--- /dev/null
+++ b/ipython-notebook/Dockerfile
@@ -0,0 +1,33 @@
+FROM python:2.7.8
+MAINTAINER Jessica Frazelle <jess@docker.com>
+
+RUN pip install -U numpy
+
+# install linear algebra dependencies
+RUN apt-get update && apt-get install -y \
+    gfortran \
+    libopenblas-dev \
+    liblapack-dev \
+    libzmq-dev \
+    --no-install-recommends
+RUN pip install -U scipy
+
+RUN pip install -U matplotlib
+RUN pip install -U pandas
+RUN pip install -U patsy
+RUN pip install -U statsmodels
+RUN pip install -U scikit-learn
+RUN pip install -U ggplot
+RUN pip install -U pyzmq
+RUN pip install -U jinja2
+RUN pip install -U tornado
+RUN pip install -U ipython
+
+EXPOSE 8888
+
+ADD notebook.sh /
+RUN chmod u+x /notebook.sh && mkdir -p /root/notebooks
+
+WORKDIR /root/notebooks
+
+CMD ["/notebook.sh"]
diff --git a/ipython-notebook/notebook.sh b/ipython-notebook/notebook.sh
new file mode 100644
index 0000000..2c96b84
--- /dev/null
+++ b/ipython-notebook/notebook.sh
@@ -0,0 +1,21 @@
+#!/bin/bash
+
+# Strict mode
+IFS=$'\n\t' 
+
+if [[ -z "$PEM_FILE" ]]; then
+    PEM_FILE=/key.pem
+fi
+
+# Create a self signed certificate for the user if one doesn't exist
+if [[ ! -f $PEM_FILE ]]; then
+    openssl req -x509 -nodes -days 365 -newkey rsa:2048 -keyout $PEM_FILE -out $PEM_FILE \
+        -subj "/C=XX/ST=XX/L=XX/O=dockergenerated/CN=dockergenerated"
+fi
+
+# Create the hash to pass to the IPython notebook, but don't export it so it doesn't appear
+# as an environment variable within IPython kernels themselves
+HASH=$(python -c "from IPython.lib import passwd; print passwd('${PASSWORD}')")
+unset PASSWORD
+
+ipython notebook --pylab=inline --ip=* --no-browser --port 8888 --certfile=$PEM_FILE --NotebookApp.password="$HASH"