Modifications on notebooks and hands on in part 5

This MR was first proposed as !84 (closed) but was closed as there were few improvements to perform in hands on and depending on a master without #114 (closed) was a pain.

Issue #125 (closed) has been opened to discuss what to do with two problematic exercises.

Closes #103 (closed)