NoScript is your friend.
YouTube recommends me things I've expressed an interest on YouTube, and nothing else.
Ironically YT is one site I'm actually quite happy to log into and allow to learn some things about me. Without logging in, it's a cesspool, but once it knows what I'm interested in, it's a surprisingly rich vein of genuinely worthwhile, high quality content that probably doesn't have any other outlet and wouldn't exist otherwise.