I always choose a male character, but sometimes I play as a female because some classes are gender locked. But, really, for me, it doesn't matter whether the character is female or male.
I usually choose a class that isn't human. I think it makes no difference, for example, if I play as a female or male Argonian/Khajiit in Skyrim.