The party was held at a North Hollywood residence, KTLA reported. Police said nearly 100 people attended the gathering.
According to a news release from the Los Angeles Fire Department, seven people -- five men and two women -- were taken to hospitals. None of the patients were in critical condition, the release said. Five of them had gunshot wounds and the other two had injuries unrelated to gunfire, according to the news release.