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By following these guidelines, organizations can follow responsibleAI best practices for creating high-quality ground truth datasets for deterministic evaluation of question-answering assistants. Philippe Duplessis-Guindon is a cloud consultant at AWS, where he has worked on a wide range of generative AI projects.
Data Estate: This element represents the organizational data estate, potential data sources, and targets for a data science project. Data Engineers would be the primary owners of this element of the MLOps v2 lifecycle. The Azure dataplatforms in this diagram are neither exhaustive nor prescriptive.
” — Isaac Vidas , Shopify’s ML Platform Lead, at Ray Summit 2022 Monitoring Monitoring is an essential DevOps practice, and MLOps should be no different. Checking at intervals to make sure that model performance isn’t degrading in production is a good MLOps practice for both teams and platforms.
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