Is there a rhyme or reason to pronouncing the surname "Davies"?

I've heard it pronounced both "Dave-Iss" and "Davey's". I don't hear the names often but I see them regularly and never know how to pronounce them. The only one I'm sure about is Alan Davies (Dave-Iss) because of QI.