BDJobs Job Category Classifier
Fine-tuned distilbert-base-uncased to classify Bangladesh job titles into 10 categories.
Categories
- IT & Technology
- Finance & Accounting
- Sales & Marketing
- HR & Admin
- Engineering
- Healthcare
- Education
- Logistics & Supply
- Production & Textile
- Management & Other
Usage
from transformers import pipeline
clf = pipeline('text-classification', model='Priyo-05/bdjobs-job-classifier')
print(clf('Senior Software Engineer Java Spring Boot'))
Training
- Base model: distilbert-base-uncased
- Dataset: ~3500 BDJobs listings (balanced to 200-500 per class)
- Epochs: 5, LR: 3e-5, Batch: 32
- Weighted cross-entropy loss for class balance
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