Alumni generally refers to former students, usually only ones who have graduated. The word is the plural form of the Latin word for pupil: alumnus. When you are referring to a single male person, he is an alumnus. When you are referring to a single female person, she is an alumna. A group of people are alumni, unless the group consists entirely of females, in which case they are alumnae.