Backend is no longer necessary IMO. Using a backend results in the following error on Jupyter.

Javascript Error: IPython is not defined

Also adding %matplotlib inline before importing matplotlib resolves the displaying of graphs.

Should I fix them in the notebooks and send a PR?

Thanks.