About 30 adults and children were on the deck at the time celebrating a birthday.
Neighbors say people were screaming and trying to get out of the debris.
Fourteen people were taken to the hospital, and one remains hospitalized, their condition unknown.
The city's building department is looking into what caused the collapse.
