Should the default scoring metric for ParameterTuning be R2?

[heidmic]

At a cursory glance, I would say that this would mean measuring R2 out of sample, which is obviously illegal. If this is the case, we want to replace it with the mse

[RomanSraj]

Change to fitness in experiments/parameter_search/optuna.py l.21