Yes, it is possible. But it is a hit and miss thing. right now it is easy, as it is not so hot, later on you need to water twice a day and need to keep your plants in the shade.
The plants you see around Doha are obviously those you may be able to keep alive here.
Also, the soil here is extremely poor, you need to fertilize accordingly.