None directly, but you learn how to rate the performance of an algorithm and basic concepts that atleast give you a starting point.
Of course that doesnt say every CS grad knows how that works or none of the non-degree programmes knows how to do that, but a degree tells me atleast that the guy should have heared about the relevant basic concepts and gone through the theory...in theory