Two men, one woman and one girl have died, Gulf News said, and authorities are searching for others who have been reported missing.
The first victim was a young girl who was carried away by the floods in front of her father, Gulf News reported.
The rain, which fell Saturday, caused significant damage to public and private property.
Schools are closed Sunday while authorities attempt to reopen the roads, which had been shut down due to the rain.
Authorities are discouraging residents from driving.
Swim Week Miami Beach 2014 [PHOTOS]