I don't get music videos on TV so I have to watch them all on YouTube. Music videos are something I'm not very knowledgeable about, and I don't have a favorite. Off the top of my head some videos I had fun watching include:

Pearl Jam's Do the Evolution, Peter Gabriel's Sledgehammer, Beck's Girl.