Well, yes, especially in quantum theory. Seeing as no one has any idea what quantum physics actually means (or at least there is no consensus) but it provides theoretical results that agree with experiment, the trend has been to "shut up and calculate".
Really? My physics teacher has taught me the exact opposite, that you must break away from relying on numbers and equations and approach every situation conceptually first.