Visualizing second order partial derivatives involves understanding the concept of curvature and slope on a three-dimensional graph. The first partial derivative, fx, represents the slope, while the second order derivative, fxx, indicates curvature. For mixed derivatives like fxy, it can be interpreted as half the difference between curvatures in two diagonal directions. An example function, f(x,y) = xy, illustrates this, showing specific values for derivatives at the origin, which helps in understanding the behavior of the function near that point. Overall, visualizing these derivatives enhances comprehension of their geometric implications.