Beat butter at medium speed, gradually add sugar and vanilla and continue beating. Add eggs, one at a time, beating after each addition. Reduce the speed, add flour, baking soda and finally, the milk. Mix to combine but do not overmix. Pour the batter into the prepared pan and bake for 30 minutes, or until a toothpick inserted in the center comes out clean. Let it cool and serve.