The situation began around 3 p.m. Tuesday as officers were serving a search warrant, the mayor said.
Chopper 6 was overhead as law enforcement swarmed the neighborhood near the 100 block of North Florida Avenue.
Authorities have not released information about the conditions of the officers.
Officials said the suspect was shot and later died. The individual was not immediately identified.
Police are urging residents to avoid the area.
Further details about what led up to the shooting have not yet been released.
Stay with Action News as we continue to follow this developing story.