Critical points occur when the derivative of a function is equal to zero or undefined. This includes local maxima and minima, where the derivative is zero. It also includes points of inflection, where the second derivative is zero, and cusp points where the derivative is undefined. The document provides examples of graphs illustrating these different types of critical points.