The aperture is the diameter of the lens opening. The larger the aperture, the more light enters the camera. A large aperture also results in a shallow depth of field, which is often desirable in landscape photography.
For Milky Way photography, you will want to use a large aperture in order to let in as much light as possible. A good starting point is f/2.8.