In a third bowl, stir condensed milk, brown sugar, butter and vanilla with a whisk. Add dry ingredients alternately with milk mixture until smooth. Pour into prepared pan. Bake for about 55 minutes or until a toothpick inserted in the centre of the cake comes out clean. Let cool on a wire rack before removing from pan.