Mostly someone else organises the baby shower for you and you just tell them who you want to invite. I had mine at about 32 weeks from memory, you don't want it too early or too late!
I agree with the others about enjoying pregnancy cause while it seems to last forever when it is happening it seems very fast in hindsight.