I really do want visibility for the guide, because I think it absolutely needs peer review. I "got ahead of myself" on purpose to try and capture a beginner's mind.

I want to sort of back-fill it with more expert knowledge, as much as possible. Hopefully not by making it get longer and longer, but rather by just making it more correct/substantial/vetted.

I can't tell if you are affirming the use of Jupyter/ ipython notebook, or if you were suggesting I should update to more-completely recommend Jupyter over Ipython notebook (guide currently mixes terms).

When I first started putting this together, it was still just -- ipython notebook, and other notebooks. The unifying effort of Jupyter hadn't been released yet. I need to catch up here... After I know the full picture about how Jupyter is different from ipython notebook, any compatibility issues, etc., I will make a full pass through the guide to update anything needing updates.

Or if someone submits a Pull Request before I have time too, I'll gladly accept it ;)

I've opened a ticket so this doesn't get lost: https://github.com/hangtwenty/dive-into-machine-learning/iss...

Please LMK if I'm off track here, or if you meant to prod in this direction.