Open the Event Settings on your event by clicking on the gear icon, and then click on the "Display + Privacy" tab. You'll see options to hide your guests' names or the guest count from your guests.
Under these settings, you can also hide timestamps from the Activity Feed, add a password to your event, and turn on/off your guests' ability to upload photos to the event.