diff --git a/Dockerfile b/Dockerfile
index dd2f19c..994e9f0 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,66 +1,7 @@
-# Installs IPython from the current branch
-# Another Docker container should build from this one to get services like the notebook
+# DEPRECATED: You probably want jupyter/notebook
 
-FROM ubuntu:14.04
+FROM jupyter/notebook
 
 MAINTAINER IPython Project <ipython-dev@scipy.org>
 
-ENV DEBIAN_FRONTEND noninteractive
-
-# Not essential, but wise to set the lang
-# Note: Users with other languages should set this in their derivative image
-RUN apt-get update && apt-get install -y language-pack-en
-ENV LANGUAGE en_US.UTF-8
-ENV LANG en_US.UTF-8
-ENV LC_ALL en_US.UTF-8
-
-RUN locale-gen en_US.UTF-8
-RUN dpkg-reconfigure locales
-
-# Python binary dependencies, developer tools
-RUN apt-get update && apt-get install -y -q \
-    build-essential \
-    make \
-    gcc \
-    zlib1g-dev \
-    git \
-    python \
-    python-dev \
-    python-pip \
-    python3-dev \
-    python3-pip \
-    python-sphinx \
-    python3-sphinx \
-    libzmq3-dev \
-    sqlite3 \
-    libsqlite3-dev \
-    pandoc \
-    libcurl4-openssl-dev \
-    nodejs \
-    nodejs-legacy \
-    npm
-
-# In order to build from source, need less
-RUN npm install -g 'less@<3.0'
-
-RUN pip install invoke
-
-RUN mkdir -p /srv/
-WORKDIR /srv/
-ADD . /srv/ipython
-WORKDIR /srv/ipython/
-RUN chmod -R +rX /srv/ipython
-
-# .[all] only works with -e, so use file://path#egg
-# Can't use -e because ipython2 and ipython3 will clobber each other
-RUN pip2 install file:///srv/ipython#egg=ipython[all]
-RUN pip3 install file:///srv/ipython#egg=ipython[all]
-
-# install kernels
-RUN python2 -m IPython kernelspec install-self
-RUN python3 -m IPython kernelspec install-self
-
-WORKDIR /tmp/
-
-RUN iptest2
-RUN iptest3
+ONBUILD RUN echo "ipython/ipython is deprecated, use jupyter/notebook" >&2