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Olga Filippova

Lead Data Scientist
Evidently AI
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Olga Filippova

Monitoring unstructured data for LLM and NLP with text descriptors
Tutorials

Monitoring unstructured data for LLM and NLP with text descriptors

How do you monitor unstructured text data? In this code tutorial, we’ll explore how to track interpretable text descriptors that help assign specific properties to every text.
5 methods to detect drift in ML embeddings
ML Monitoring

Shift happens: we compared 5 methods to detect drift in ML embeddings

Monitoring embedding drift is relevant for the production use of LLM and NLP models. We ran experiments to compare 5 drift detection methods. Here is what we found.
Which test is the best? We compared 5 methods to detect data drift on large datasets
ML Monitoring

Which test is the best? We compared 5 methods to detect data drift on large datasets

We ran an experiment to help build an intuition on how popular drift detection methods behave. In this blog, we share the key takeaways and the code to run the tests on your data.

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