All the rage these days are the little ARM SoC (system on a chip) boards, with names like Raspberry Pi and Odroid and Beaglebone. This page points to another section of my WP collection, where I build a slightly more elaborate (convenient?) system from one of the little SoC boards:
Programming Miscellany (2) 