If the preceding doesn't feel very scientific to you, I agree. It doesn't to me either, and I don't intend it to be. You most certainly can search for an optimal network architecture between some predefined set of configurations, and that is also a correct approach. In fact, it's arguably more correct as it's more rigorous. This process is intended to be practical advice, to help you get to good enough in as few epochs as possible.