How similar are Cantonese and Mandarin Chinese?

If I were to learn one, would I be able to pick up on the other easily? From what I understand, people who speak Mandarin can't understand those who speak Cantonese and vice versa, but I wonder if knowing one will give me an advantage on learning the other.
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