Tips on Room Soundproofing

Making a room soundproof can be expensive. But as we wonder how all those now famous started out as garage bands came to be -- did they at all had to soundproof their respective garages when they first started? It would be ideal that you do not have neighbors to disturb. But given that it is not always the case, are eggshells really as effective as they seem to be?