The incident happened shortly before 6 p.m. Wednesday on the 21200 block of South Figueroa Street near the Carson Town Center.
It's unclear what prompted the deputy to open fire, but the suspect was pronounced dead after being taken to the hospital. No deputies were injured.
The identity of the suspect was not immediately released.