Around 10,000 people are expected for the fifth annual run through the city's neighborhoods.
This year there are runners from 31 states and around the world.
The race is like one big party, with residents turning out on just about every corner to cheer on the runners.
In addition to the marathon, there's also a 10K and a half marathon.
For details on the race, click here.