Hessian Matrix: Square Matrix of Second Order Partial Derivatives of Functions

In multivariable calculus and optimisation, the Hessian matrix plays an important role in understanding how a function curves around a given point. When a function depends on two or more variables, first-order derivatives show the rate of change, but second-order derivatives reveal how that rate itself is changing. This is where the Hessian matrix becomes…