Jubilance is right... I am pretty sure that "alumnae" is feminine plural, "alumna" is feminine singular, and "alumnus" is masculine plural. "Alumni" is used for mixed-sex plural.
Wow, too much information.... But there ya go.
At least, that's what I was taught as an active.