This text describes mathematical concepts and results important in the design, analysis, and optimization of signal processing algorithms, modern communication systems, and networks. It offers a comprehensive overview of methods and applications from linear algebra, numerical analysis, statistics, probability, stochastic processes, and optimization. The book presents the necessary prerequisites and includes examples, homework problems, and references in each chapter. Teaching materials are accessible on the book's webpage and a solutions manual is available upon qualifying course adoption.