The rayleigh quotient maximization problem naturally occurs in many disciplines—machine learning, statistics, quantum mechanics, and portfolio optimization just to name a few. Although the solution of this problem is widely known, many texts state the solution without offering any proof. In this post, I will present proof of the rayleigh quotient maximization problem solution that will hopefully satisfy the most inquisitive of readers!