If you're joining QR, then you will be given a house to live in. I'm not sure if that will be a villa, or a 3-4 bedroom apartments, more clinging towards villa.

However, if you're going to be living outside company provided accommodation, then you will need to look in the Matar Kadeem area for villas, that is where most pilots reside and its the airport area.