Alumnus is the singular form, used to refer to a single male graduate.
Alumni is the plural form, used to refer to multiple graduates (male or female).
It's worth noting that the word alumna is used to refer to a single female graduate, and the plural form alumnae is used to refer to multiple female graduates. However, alumni is commonly used as the plural form for both male and female graduates.