The Milky Way galaxy is the one that the sun is a member of, and it contains our solar system. We're in it, and you can't get much closer than that.
The Milky Way is known to be bigger than your average galaxy, but it's probably not correct to say that it contains the 'most' stars of any galaxy. The estimate for the Milky Way is only a few hundred billion stars.
