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Emeli Dral

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AI agents testing How to evaluate the unpredictablePyData London 20252025-06-06
Projects prioritize unit, integration and end‑to‑end tests wired into CI/CD. Prompts and tools are treated as functions; validate formats with JSON schema…
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How continuous testing keeps your LLM on trackPyData London 20242024-06-14
Argues that continuous testing catches regressions and drift by combining an evolving golden dataset, runtime logging, and scheduled checks; shows practical…
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More like this: monitoring recommender systems in productionPyData Global 20232023-12-06
Practical checklist: measure a revenue KPI first, add real‑time proxy metrics (clicks, views, conversion) and batch compute offline metrics like Precision@K…
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Why we do ML model retraining wrong, and how to do betterPyData Global 20222022-12-01
Machine learning models degrade over time so the concrete proposal is: monitor model quality and error distributions, run per-step data checks inside…
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Detecting drift: how to evaluate and explore data drift in machine learning systemsPyCon DE & PyData Berlin 20222022-04-11
Uses drift as an early proxy for performance when ground truth is unavailable and gives concrete methods: choose parametric tests (t/z) for sensitive detection…
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