It happened in the city of Dyersburg Thursday night.
The 21-year-old woman who was killed is the mother of the 2-year-old birthday child.
Police say 6 other people were wounded, including a 6-year-old.
Neighbors believe the shooting was gang related.
Police are searching for up to three people, whom they believe were responsible.