The incident happened in the area of Yukon Avenue and 182nd Street Sunday morning.
Torrance police say officers responded to a domestic violence call and were confronted by a violent woman with a knife.
They say she refused to put the knife down and was shot.
Paramedics rushed the woman to the hospital where she was pronounced dead.