Created events can be edited at any point. To edit an event, go to the Events page and find the event in the calendar. If you click on it you will see details of the event, then click on Edit This Event.
Most fields can be changed at any point. The only field you are unable to change is a Public event to a Private event. To do so you will need to recreate a new event.