Tiberius built Villa Jovis. I believe Augustus ruled from Capri, but I don’t remember him having had a villa. (He did acquire it from Napoli, in exchange for Ischia.)
Do you have a source? Would love to visit the ruins.
The article didn't mention Villa Jovis. Augustus also established various buildings there. For instance Villa/Palazzo a Mare: