In the recent report Where to deploy AI training: a guide to the economics, Uptime Intelligence examines how the economics of AI model training vary depending on where training occurs.
The report shows that training costs differ significantly between on-premises infrastructure, colocation facilities and cloud infrastructure services and because each deployment model carries a different mix of capital cost, power cost, operational overhead and utilization risk. Dedicated infrastructure may offer lower unit costs when heavily used, but cloud services avoid large upfront investment and shift utilization risk to the provider.
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