Machine Learning Engineer
mediummachine-learning-engineer-labeling

How do you manage labeling workflows and reduce label noise?

Answer

Label quality often matters more than model choice. Practices: - Clear labeling guidelines - Inter-annotator agreement checks - Active learning to focus effort - Audits and gold sets Track label drift over time and revisit definitions when product requirements change.

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DataQualityMLOps