There have been a number of women in the BJJ classes and seminars I've attended (at two different schools). As far as I can tell (being a guy), all the instructors and male students try very hard to be friendly, respectful and supportive. Everyone gives a lot of credit to women who have the guts and determination to roll around on mats with a bunch of sweaty men in gis!
So go for it!