Multilingual Intent Classification Service

[v1.0.0] - 2023-10-22

Added

• Added BERT model - bert-base-multilingual-cased from huggingface as multilingual encoder model
• Added error handling codes for /intent endpoint as per the following specifications:
  • BODY_MISSING, 400
  • TEXT_MISSING, 400
  • INVALID_TYPE, 400
  • TEXT_EMPTY, 400
  • INTERNAL_ERROR, 500
• Added model training and production evaluation notebook in notebooks/
• Added Docker files
• Added POSTMAN api documentation

Changed

• Modifed the /ready logic with simple model is None check as the IntentClassifier does not have any ready() method.

Fixed

• In the initial code the model was loaded after flask server was up. Moved the model loading before starting server fixed the issue.
  git

Artefacts