Cholesky Decomposition, named after André-Louis Cholesky, a French military officer and mathematician, is a powerful tool in linear algebra that simplifies computational techniques, particularly in optimization, numerical solutions of differential equations, and simulation. This guide will delve into the details, breaking down its mathematical formulation, practical applications, and its importance