Very simply put, the host prepares and serves sweets and tea (and in the case of a formal tea ceremony a meal and sake as well), and the guests receive them. Naturally there's a whole lot more to it...
It's not really a ceremony, but rather a ceremonious way of preparing and drinking tea. "Tea Ceremony" is just what we call it in English. In Japanese it's called "The Way of Tea."