how to take initiative?

I super like this guy but I'm so so shy. He is kinda oblivious although I'm 99% sure if i got up the nerve to ask him out he'd say yes, and honestly I have nothing to lose if he says no. But I don't know how I'm so nervous and my voice shakes and I just cannot work up the guts. Any tips??