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Did you think about using AWS GPU instances with Tesla (P3dn)?
I'm pretty adverse to cloud solutions honestly, and strongly prefer having a local box. Chiefly because I think the billing structure and setup disincentives experimentation and changing your mind.
Agree, I'm the same but it's nice option to tryout before investing money in hardware (compare performance and see if investment is worthwhile).
Looking at pricing now, it's criminal. 1-yr Reserved Instance for p3.16xlarge (4X Tesla V100 and 488 memory) is $15.91/h. That's $140k per year. You can DIY for less.
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