No need to manufacture it yourself.  There are dozens of phones/media players on Alibaba which can be purchased cheaply and hacked to your heart's content.  I actually considered picking up one of the existing Linux ones and making it run Android, then reselling it.  You can get decent hardware from there for $100 for a single unit, even cheaper if you do it in bulk (even 10 units in certain cases).