Officers and sheriff's deputies blocked off the neighborhood for several hours Monday afternoon and into the evening while they searched for the suspect.
They even checked inside of a home, but never found anyone.
Police are not releasing a suspect description at this time as they continue their investigation.
No one was injured during the shooting.