I wondered the same thing when I updated mine recently, its not super obvious.
If you click in your profile there is a column down the left, if you click on the pencil next to 'friends' it takes you into an edit mode, and edit avatar will be on the left now. Theres probably a more obvious way, but I didn't see it.