This book can serve as a textbook on the theory of wavelets and their applications in the MATLAB system. The publication includes information on discrete Fourier transform, filters and signal decomposition, and for the first time in the educational literature, the construction of wavelets with an arbitrary natural scaling factor N is presented and a summary of the theory of wavelets on homogeneous spaces is given.