Why it matters

Cloud AI choice shapes AI infrastructure. Understanding shapes strategy.

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The architecture

Vertex AI: Gemini + strong AutoML.

SageMaker: broad ecosystem.

Azure ML: Microsoft integration.

AI platform landscapeVertex AIGCP + GeminiSageMakerAWS + broadAzure MLMS integrationMulti-cloud AI increasingly common via portable tools (MLflow, Kubeflow)
Platform comparison.
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How it works end to end

Model access: proprietary + open.

Managed model deployment.

Feature stores.

MLOps: pipelines + registries.