Low cost SBC (Raspberry Pi, etc) and whatever speakers you'd like. Airsonic or a basic UPnP server as your driver.

Take it a step further (if you prefer portability of sound quality) and get an SBC with a bluetooth adapter, and several bluetooth modules which you can rig up to each speaker.