Can I edit an event once it is published?

Yes

Once you publish an event, you can always go back in and add information or edit existing information. The recommendation would be to have all edits completed before sending out the registration links to your audience.

However, once an event has begun, the date and time of the event may not be changed. 

Below is a video explaining how to edit an event