How do I use a numerical method to minimize the sum of squares when my expression has several variables?

The examples of for instance Newton Raphson which I can find, only use expressions with one single unknown. It's funny that school books end there. The principle is explained, yes, but one is left short of any practically useful knowledge.

Btw, my problem is to fit the parameters of an ellipse to some points given.