How to retrain an NLP model without going crazy

  • 40 min

Issue  the constant retraining of classification models used by virtual assistants (VAs) can dramatically alter responses to user queries.

Risks — this can lead to unpredictable and unsatisfactory outcomes, negatively impacting the user experience.

Solution  development and implementation of an automated analytical system that enables the effective evaluation of the quality of new models and informed decisions about their deployment in a production environment. The solution aims to optimize the modelling process and ensure stable and predictable results for VA users.

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