Alumnus is a Latin word that refers to a male graduate of a school, college, or university.
The feminine form is alumna.
Alumnae is the plural form of alumna, and it refers to multiple female graduates.
Alumni is the plural form of alumnus, and it refers to multiple graduates, regardless of gender.