A point that helps define an ellipse, parabola or hyperbola.
On the right we see the focus of a parabola:
An ellipse (and a hyperbola) has two focus points, here they are labeled F and G on an ellipse ... have a play:
../geometry/images/geom-ellipse.js?mode=foci
See: Parabola