An analysis problem, which is equivalent to the DFT:

Given a signal, how to find the amplitude and phase offset of its frequency
components?

A synthesis problem, which is equivalent to the inverse DFT:

Given a set of frequency components and their amplitudes, how can we construct a
signal?