Prerequisite concepts
Differential Calculus
"With respect to what" matters
Taking derivatives of the same function with respect to different variables will produce different results. In physics, these different results might have different dimensions and thus the derivative can have wildly different physical interpretations based off of "'with respect to' what".
There is a partial derivative in every direction at any point
For a smooth, two dimensional function, a partial derivative can be found at any point and in any direction.
Representations used
All partial derivatives can be found as a slope of a tangent plane
The components of the gradient are partial derivatives
Just as the derivative of a one-dimensional function at a point is equal to the slope of a tangent line at that point, and partial derivative of a multivariable function can be found as a slope of a tangent plane.