Sort the Work: Training, Inference, or Handoff Risk
Separate training-time work, inference-time work, and training-serving handoff risks in an ML rollout.
Sort each launch task into the phase where it belongs. Training-time work Inference-time work Handoff or monitoring risk data analyst organizing historical claim folders and structured records in a clean operations office, open space for overlay, no text, words, letters, numerals, logos. The team backfills two years of claim-priority labels for model development. Backfill historical labels training https://oylytksvdaqzqcpcfhxp.supabase.co/storage/v1/object/public/omie-images/nugget-scenes/330af727-697f-4c6c-bbf0-3a31c106745c-14.png data scientist comparing model predictions with reserved validation cases on a workstation in a quiet analytics area, open space for overlay, no text, words, letters, numerals, logos. The team compares predictions with held-out labeled examples to estimate generalization. Evaluate on held-out cases…
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