Saying "I bet..." is a casual way of guessing about something. You can use this in all kinds of situations where you are guessing about something and want to compare what you think with what other people think:
I bet there'll be a lot of traffic at the beach this weekend.
I bet you can't guess what just happened to me.
I bet the meeting this afternoon will be pretty short since David's not here.