This text offers a deep dive into practical algorithms, departing from conventional Gaussian assumptions and exploring a wide range of portfolio formulations. A must-read for anyone interested in financial data modeling and portfolio design, it is suitable as a textbook for portfolio optimization and financial data modeling courses.