This brief paper contains a survey of some fundamental cornerstones to contemporary analysis of random signals. Being among the most important contributions to this field, the paper presents the background of the sampling theorem, as this is the foundation on which all modern data analysis rests. In addition, the background and history of the Fourier transform, the discrete Fourier transform (DFT), and, particularly, the fast Fourier transform (FFT) is given.