What the Hessian tells you
The Hessian matrix collects every second-order partial derivative of .
Diagonal entries measure curvature along each axis, while off-diagonal entries measure how variables interact through mixed partial derivatives.
In optimization, the Hessian helps classify critical points and understand whether a surface bends upward, downward, or in mixed directions.