The proven and compact textbook, now in its 5th edition, focuses on current topics: fundamentals of computer-aided design, wavelets, linear and nonlinear optimization, singular value decomposition, conjugate gradient methods with preconditioning, GMRES, as well as the modern representation of splines and eigenvalue problems. The first part of the book serves as a foundation for a one-semester lecture on numerical or practical mathematics.