A vector field is a function that assigns to every point in space a vector. It can be imagined as a collection of arrows, each one attached to a different point in space. For example, the wind (the velocity of air) can be represented by a vector field. This is because in every point one can write an arrow showing the direction of the wind and its strength.
Vector calculus is the study of vector fields.