How to add bookmark to IPython/Jupyter Notebook

Why not just use a pair of Markdown cells?

Somewhere near the top:

Go to <a href=#bookmark>my bookmark</a>

Then in a cell near where you left off:

Left off here <a name='bookmark' />

(Closing the <a> tag with no content inside stops it looking like a hyperlink)