← Back to Projects
AI / Healthcare
Patient Triage System
An AI-powered system for automated patient triage, classifying urgency levels based on symptoms and medical history.
Problem
Emergency departments face long wait times. Manual triage is time-consuming and can be inconsistent.
Solution
Developed an ML-based triage classification system that analyzes patient symptoms and history to recommend urgency levels.
Architecture
1
Patient Input
Symptom and history collection
2
Feature Extraction
Medical NLP processing
3
Classification
ML-based urgency prediction
4
Triage Output
Priority level assignment
Technologies
PythonMachine LearningNLPHealthcare
Lessons Learned
- →
Healthcare ML requires careful validation and bias checking
- →
Domain expertise is critical for feature engineering in medical contexts