The Arecibo observatory has the world's largest radio telescope. They're very well known -- while they've been involved with a lot of space research, they're particularly famous for being the transmit site for the Arecibo Message:

http://en.wikipedia.org/wiki/Arecibo_message

It was also in the movie Contact, if I remember correctly.