Beer bread is usually made with baking powder, but this won't work in a bread machine. Instead, you'll need to use a beer bread recipe that calls for yeast. Beer bread made with yeast has a lighter, fluffier texture that some people prefer, but if you want dense-textured beer bread, substitute half of the flour for whole wheat flour.