This relates to the randomized grid search to find the optimal set of parameters for each regressor (or at least, a reasonably good set anyway). The bounds on possible parameter values may be too broad, or too narrow, or may not really matter too much at all for our application (!), so it's probably worth looking into.
We could use the EnerNOC data for testing this out:
http://www.datadrivenbuilding.org/100-EnerNOC-Commercial-Buildings
http://open.enernoc.com/data/