Alumni is the plural noun for a group of male graduates or male and female graduates. An alumnus is one male graduate. An alumna is one female graduate. And for a group of female graduates, you can use the plural alumnae. Finally, alum is for one non-gender specific graduate and alums is a gender-neutral group of graduates. More @Wikipedia
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