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Duarte Carmo

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RAG: Tricks from the trenches.PyCon Italia 20252025-05-28
Practical RAG lessons: changing one embedding model raises relevant-retrieval from about 16.5% to 62.89% (roughly a 300% gain), so embedding choice matters…
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Panel: The Dashboard That Grew - A Scaling SagaPyData Global 20242024-12-03
Claims a migration from Streamlit to Panel to handle scale and shows the concrete numbers: 100 to 2000+ users in less than 2 months. Describes running on…
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On scaling Machine Learning microservicesPyCon Italia 20232023-05-25
A checklist of concrete tactics: a prototype built in hours survives production with thousands of users per day by using concurrency (async or…
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MLOps for the rest of us- A poor man's guide to putting models in productionPyData Global 20222022-12-01
Argues small teams can reliably ship models without a full ML platform, showing concrete tools and numbers: only 22% of companies have models in production…
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