Digital Realty’s PDx®: AI Training / Inference – Private Infrastructure – Oracle solution supports enterprises conducting AI workflows entirely within customer-hosted environments. It tackles challenges like securely training public AI models on private data, integrating on-premises infrastructure, and managing end-to-end AI operations. The architecture involves deploying private infrastructure in colocation, establishing direct connections to customer facilities, and using a Digital Infrastructure Hub for secure, low-latency interconnection. Benefits include reduced training cycle times, control over sensitive data, and efficient management of large, diverse datasets across edge, core, and cloud environments.

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