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What types of applications are you guys typically doing with these neural nets? If there was an alternative to AWS which was cheaper / easier to set up would it be a compelling service to check out?

Possibly, though at this point after stumbling through using EC2 for these resources (and contending with the insane price fluctuations recently) I'm coming to the conclusion that owning my own hardware may be of substantial benefit for experimentation.

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