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You go to your profile page, then 'settings,' then 'avatars and themes,' then you pick an avatar, then you hit 'save.' Note that you have to do this from the website. You cannot change your avatar from the app.
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Hover over your name. Click Settings. "Avatar and Theme", second from the top.