You can save a ton of money by building your own machine.
The server we sell is packaged with software we wrote that makes administering significantly easier. We also provide technical support and even a limited amount of free machine learning consulting. The customers who purchase this server want a headache free solution and aren't as price sensitive as a lone researcher.
notice the custom part box accounts for two more GPUs, I'm not sure why the site doesn't let you add 4 to the GPU section.
This setup ranges from $5250 with 4 GPU to $3240 with 1 GPU. You might want to bump up the PSU for 4 GPU its currently 1500 watts, which may or may not be enough at max load. The article shows a max of ~2800 watts with 8 GPUs
nice - btw, the Rosewill Tokamak 1500 from newegg is a way to save a few bucks on that build, though it's out of stock (they just had it on sale). It's also 80+ titanium.