There are both New World and Old World species of camels. The camels most are familiar with live in Asia. Although, there are large populations of of camels in Australia.
Yes, all camels live in the desert... with the exception of those held in captivity. There are specifically two types of camels. The Bactrian camel has two humps and the Arabian has only one hump.