Avoid switching between different metrics if possible

[lesteve]

Use mean absolute error in the exercise (as in previous notebook) is an example of this there may be more …

Mentioned in Explain R2 score the first time we introduce it.

[glemaitre58]

Done in https://github.com/INRIA/scikit-learn-mooc/pull/325