Alumna - singular, female
Alumnae - plural, female
Alumnus - male, singular
Alumni - male, plural AND also used when referring to a mixed gender group
"Alum"/"Alums" - is just an abbreviated way of referring to one of the above. They are not actual words.
YOU are an alumna.
Hopes this helps!
.....Kelly