3.5. Monitoring text data [CODE PRACTICE]
A code example walkthrough of unstructured data evaluations using the open-source Evidently Python library.
Last updated
A code example walkthrough of unstructured data evaluations using the open-source Evidently Python library.
Last updated
Video 5. , by Emeli Dral
In this video, we walk you through the code example of evaluations for unstructured data using the open-source Python library.
Want to go straight to code? Here is the to follow along.
Links to docs:
That’s it! We covered three use cases for evaluating unstructured data – multimodal data with raw text, detecting drift in text data with descriptors, and embedding drift detection – and learned to derive actionable metrics.
Outline: Import libraries and datasets Prepare a multimodal dataset with raw text Text data overview report Model-based text data drift detection Adding custom text descriptors to report Custom report with descriptor drift detection Embedding drift detection