Are you subscribed to a lot of communities and/or does it also happen when not logged in?
I suspect it might be related to loading a lot of community avatars which seem to not get properly cached in the browser or so.
I haven't really had time to properly investigate, but I also noticed it being a bit sluggy.
Maybe you best option is to try an alternative frontend like Photon or Alexandrite.