The Fast Fourier Transform (FFT) is an algorithm that efficiently computes the Discrete Fourier Transform (DFT) and its inverse, transforming signals between time (or spatial) domain and frequency domain. It significantly reduces the computational complexity from O(N^2) to O(N log N), making it indispensable in digital signal processing, audio analysis, and image processing.