For a multi-input function
Critical point can be view as a generalization of extremum for single-variable function, but it does not necessary be an extremum. Instead, it may either be a maximum, minimum, or a saddle point.
We can use the second derivative test to classify critical points.
Critical point at where the Derivative Doesn’t Exist
The classic example of a critical point at where the derivative doesn’t exist is