It happened around 2 a.m. in the 14000 block of Stuebner Airline Road.
Deputies said the driver was ejected from the vehicle and pronounced dead at the scene.
The woman was driving at a high rate of speed before losing control and slamming into a sign on the side of the road, according deputies.