Typically, breeds are not capitalized in general-interest publications, like popular magazines and books and newspapers (see this from the NYT, for example).
However, if you go to a site like the American Kennel Club's (www.akc.org), generally you'll see capitals used for all breeds, including Beagle and Poodle.