how long is a typical visit

Depending on if it's your first time visiting and if you have kids, it can be a 1-3 hour experience with things both inside and outside to see.

You don't have to have a guide. You could visit all the exhibits in an hour but recommend allowing more time to fully enjoy all the museum had to offer.

To browse the museum entirely and read every exhibit, about 1½ - 2 hours