If it is to learn swimming - try Oasis Beach Club - QAR. 500 for 12 classes. Timings 4pm to 8pm.

If it is to do laps - try Hamad Aquatic Club - QAR. 90 for a week. Open on all days 12 to 4 pm except fridays 6 to 9.30 pm