UV Map is the projection of your 3D object in 2D. Imagine you cut open your cereal box and spread it flat on the table. That is an UV map.
The letter U and V basically means the same like X and Y, horizontal and vertical, indicating 2 dimension.
An UV map is required to apply texture on your 3D Object.