An $82 million Palm Jumeirah villa is now the most expensive home ever sold in Dubai. The villa is still under construction, but it's supposed to have 18 bathrooms and a 15-car garage. The previous record was set in early April by the sale of a $76.2 million villa, also in Palm Jumeirah.