A former student, member, employee, either male or female, of a school, college, university, institute.
Alumni is Plural.
Alumnus is Singular for male alumni and Alumni (yes, Alumni) is Plural.
Alumna is Singular for female alumni and Alumnae is Plural.
A seminar is held by alumni at our college to guide freshers in their career.