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Whatever you do, don't buy an Nvidia GPU right now | Digital Trends
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For anything ML related, having the additional memory is worth the investment, as it allows for larger models.
That said, at these prices it raises the question if it is more sensible to just throw money at GCP or AWS for their GPU node time.