Anne Arundel County police said officers responded at 9:47 p.m. to the 600 block of Cadbury Drive for a report of shots being fired into a home.
Police said the homeowner, a 25-year-old male, told officers someone fired shots through his front window. The victim, his 26-year-old wife and their three children (a 7-month-old girl, a 19-month-old girl and a 4-year-old girl) were inside of the home at the time of the incident
The 19-month-old child was treated at the scene for minor injuries. There were no other injuries reported.
Witnesses told police that they saw someone running from the scene with some type of long weapon in his hands and fleeing in a vehicle, possibly a maroon/red/burgundy Ford Crown Police said the incident does not appear to be random in nature.
Police added that there will be an increased police presence in the community.
The suspect in the shooting is described as a black male, 5-foot-10 to 6-foot with a slim build, wearing dark-colored jeans, a two-tone jacket (gray with black-colored shoulders) and a black, knit winter cap.