Jupyter notebook support

I'm currently visualizing diffusion streamlines with fury&dipy, and would like to use it in jupyter notebooks.
When running jupyter on a local machine, the visualizations seem to pop up in a separate window, e.g., not in the browser.
However, we would like to offer some visualizations of diffusion data in a remote teaching course at our university, meaning the jupyter notebooks would run on a server.

Is there a possibility to visualize fury scenes in jupyter notebooks, or some other tricks when running on remote machines?
The only workaround I found so far is to save the scenes as static images on the harddrive, and then load these files. But this is of course quite slow, and not very interactive.