How to reduce household garbage?

We have two adults and one baby in our house, but I feel like we go through more garbage than we need to. Of course we have diapers that take up a fair amount. I'm not considering using cloth diapers, but what are some ideas to cut back on how much garbage we generate?. We have reusable shopping bags, so that helps a little. What are some other ideas?
Carl, here is an article about a man who supposedly reduced his household garbage to almost nothing.

http://www.examiner.com/a-1187195~City_sues_man_for_canceling_trash_service.html

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