I just tried this

jupyter nbconvert --to pdf --no-input notebook.ipynb

And it is a really convenient way to remove the code cells from the PDF.

I thought it would be really nice if something like this would also exist for table of content.

E.g. :

jupyter nbconvert --to pdf --no-input --with-toc notebook.ipynb