Split the base box into one used for dev and one for the tutorial.

Fixes #509.

TODO:
 1. [ ] Update the documentation. (It will be the same as currently, but for both of the boxes)
 2. [ ] Update the release process to generate a new tutorial image with the just released packages.
I wasn't sure about this. The trade-off is, do we want one really slow part, or multiple slow parts.