diff --git a/machine-learning-ui/Dockerfile b/machine-learning-ui/Dockerfile
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+++ b/machine-learning-ui/Dockerfile
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+FROM clearlinux
+MAINTAINER william.douglas@intel.com
+
+ARG swupd_args
+
+RUN swupd update $swupd_args
+RUN swupd bundle-add machine-learning-web-ui
+
+RUN rm -rf /var/lib/swupd
+
+EXPOSE 8888
+
+CMD ["jupyter-notebook"]
+
+COPY jupyter_notebook_config.py /etc/jupyter/
diff --git a/machine-learning-ui/README.md b/machine-learning-ui/README.md
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+Machine Learning
+================
+[![](https://images.microbadger.com/badges/image/clearlinux/machine-learning-ui.svg)](http://microbadger.com/images/clearlinux/machine-learning-ui "Get your own image badge on microbadger.com")
+[![](https://images.microbadger.com/badges/version/clearlinux/machine-learning-ui.svg)](http://microbadger.com/images/clearlinux/machine-learning-ui "Get your own version badge on microbadger.com")
+
+This provides a machine learning environment with the `machine-learning-web-ui`,
+bundle from [Clearlinux](https://clearlinux.org/documentation/bundles_overview.html)
+
+Build
+-----
+```
+docker build -t clearlinux/machine-learning-ui .
+```
+
+Or just pull it from Dockerhub
+------------------------------
+```
+docker pull clearlinux/machine-learning-ui
+```
+
+Run the machine-learning-ui Container
+----------------------------------
+```
+docker run -it clearlinux/machine-learning-ui
+```
+
+Environment Variables
+---------------------
+none
+
+Extra Build ARGs
+----------------
+- ``swupd_args`` Specifies [SWUPD](https://clearlinux.org/documentation/swupdate_how_to_run_the_updater.html) flags
+
+Default build args in Docker are on: https://docs.docker.com/engine/reference/builder/#/arg
diff --git a/machine-learning-ui/jupyter_notebook_config.py b/machine-learning-ui/jupyter_notebook_config.py
new file mode 100644
index 0000000..33ddb91
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+++ b/machine-learning-ui/jupyter_notebook_config.py
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+c = get_config()
+c.ContentsManager.root_dir = "/root/"
+c.NotebookApp.allow_root = True
+c.NotebookApp.ip = '*'
+c.NotebookApp.open_browser = False
+c.NotebookApp.port = 8888
+