Mail Bandit is a fast, lightweight tool that classifies emails into five categories using DistilBERT and XGBoost.
Project description
mail-bandit
mail-bandit is a plug-and-play email classifier that reads emails from an Amazon S3 bucket and classifies them into 5 categories using a fine-tuned DistilBERT model and XGBoost classifier.
Features
- Classifies emails into:
- Offer Rollout
- Rejection
- Additional Information Required
- General Communication
- Unrelated to Application
- DistilBERT embeddings + XGBoost classifier
- Reads email data from
.jsonlstored in S3 - Easy to train, deploy, and extend
Installation
pip install mail-bandit
Project details
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