Most of the 'official' events will be downtown and at the Landing. There will be a parade mid-day downtown (both school's bands included - it's actually a pretty big deal). Official 'pep rally' for both teams will be that night. Jax also has a great fireworks display on the river downtown that night.
Otherwise, there is plenty of great golf and/or go to the beach.
