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Added the option to define a custom mathjax URL.
Not sure if all the modifications are really necessary in the code, please check!
It also works with the privacy plugin of mkdocs-material.
Off topic: I'm not able to run the demo, some templates are missing in this repo. If I install mkdocs-jupyter via Pypi, the required template files are present.