This forum is a great way to do that! There's tons of recommendation threads all over for every genre, and you can make specific requests in each.
Last.FM works, Spotify works, and even youtube works. Just go to your favorite band's videos and along the side there will be some similar music that is bound to make you at least raise an eyebrow. Follow a trail and you'll get deeper and deeper into new music. O.o
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