About 30 firefighters tackled the blaze at Kirk Brae, which broke out just before noon on Sunday.
Grampian Police said that a number of people had to be rescued by members of Grampian Fire and Rescue.
Police said enquiries were at an early stage. The names of the dead have not yet been released.
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