The entire Washington Metropolitan area is extremely multicultural. The multinational population tends to be transient, however. People tend to set down roots near their jobs; your choice of residential area will likely be determined by where you work.
Washington, D.C. has an excellent public transportation system that makes it very easy to commute to work in the city. The public school system is better in the suburbs, as is the level of city or town services.