The shooting occurred in the 1700 block of Olympic Avenue, located east of Los Angeles' Fashion District.
According to police, a man in his 40s was pronounced dead at the scene. A 35-year-old woman was also shot in the leg. She was transported to a nearby hospital and is expected to make a full recovery.
No motive regarding the shooting has been released but investigators say they have a description of the suspect.