Can you take over someone else's mortgage?

If there was a house I wanted and the current mortgage on it was 50k, and the monthly payments (including tax and insurance) were $600 per month, is it possible to make a deal with the seller and the bank to pay the seller X amount of dollars and take over the rest of the mortgage?

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