Firefighters raced to the scene after the inferno ripped through the four-star hotel on Naplavni Street, which is popular with tourists.
A further 40 people are believed to have been injured.
The director of Prague firefighters, Roman Hlinovský, is heading to the scene of the blaze.
It is not yet know what sparked the fire.
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