A person of interest is being sought, police said after the first shooting, outside a mall in Bethesda, Maryland.
Three people were wounded in the incident, Montgomery County police said.
Another shooting shortly thereafter, a few miles away in outside a supermarket, left one woman dead.
Students at all public schools in Montgomery County were ordered to shelter in place, police said.