NLP Symptom Triage API with Measured, Attributed Predictions réalisé par un freelance en Tunisie | Tunisie Freelance
NLP Symptom Triage API with Measured, Attributed Predictions
data-science
Rôle: Solo developer — dataset, evaluation, FastAPI backend, Streamlit console, test suite
Text in, triage out: 14 conditions, runs fully offline — no API keys, no cloud.
🎯 0.894 held-out accuracy, with 0.524 cross-source transfer recall published beside it
🔍 Every answer names the engine that decided and shows that engine's own accuracy
📄 616 rows, each quoting a CDC/WHO passage the builder checks verbatim
🗂️ SQLite consultations, audit trail, CSV export, Markdown reports, batch mode
✅ 117 tests, 11 documented endpoints
I build NLP services whose numbers survive your technical reviewer. Triage demonstrator, not a clinical tool.