keeping something in the air requires a lot of energy unless using something similar to balloon filled with gas lighter than air and ultralight and strong structure. other concern is stability.
keeping something in water might be easier with current technology but the environment of water is can be very harsh any anything wrong with air supply system, leakage, can be a big problem.

an easier solution is a floating city as explained here:
www.howstuffworks.com/floating-city