If you want to ride by yourself, you'll need to be at least 16 years-old to drive on public land. Drivers under the age of 16 will need parental or adult supervision. In addition, young drivers will also need to complete a safety training course and have the proof on them at all times while driving.
Check out these Dunedin, FL ATV/OHV resources: