Core concept
Managed training on Compute Engine (GPU/TPU). Distributed via reduction server + collective ops.
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How it works
Steep learning curve. Cost adds up. Alternative: Databricks on GCP, or raw GKE.
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Trade-offs + gotchas
Enterprise ML. GCP-centric orgs. When needing tight integration with BigQuery + GCS.