Trans man/trans woman

Ok I'm really not trying to be rude or offensive with this post at all. I just always confuse the terms trans man and trans woman. I never know which is why. Is trans man a man who is now a woman? Or is that trans woman? 
Again not trying to be rude at all, I just genuinely get confused by the terms