Live classifier
Job Role Classifier
Production-style classifier suite for job-posting role prediction with TF-IDF model comparison, deterministic synthetic augmentation, one-standard-error model selection, FastAPI serving, and a TypeScript dashboard.
Paste a job description and inspect predicted role probabilities.
Python
scikit-learn
PyTorch
FastAPI
React
Page expectations
What this route loads and what you should see.
Data source
Loads model-card metrics before prediction.
Expected result
Returns predicted role, confidence, and class probabilities.
Predict role
Paste a job description and inspect predicted role probabilities.
Returns predicted role, confidence, and class probabilities.
Prediction result
Returns predicted role, confidence, and class probabilities.
Submit the form to see the prediction here.
Model-card metrics
Loads model-card metrics before prediction.
Loading model-card metrics.