Technically, used for a group of graduates which contains some males -- a all-female group are alumnae. And the singular is alumnus or alumna (if you had a graduate with no gender, say a robot, it'd be alumnum.) However, common usage in the United States seems to be to use "alumni" as a singular for a graduate of any gender.

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