Ask HN: Build a deep learning box from scratch or just buy one?

I'm interested in hearing from anyone here who has either built a deep learning box from scratch or purchased one? I would like to build one from scratch but if the analogous HW can be purchased already constructed for a similar amount of money, I would just buy it.

I'm basically looking for links to instructions for building your own box and/or links to a product I could purchase.