This intelligent patient referral system optimizes emergency medical care. It combines LBPH facial recognition, bilingual NLP (French/Darija), a decision engine (Random Forest), and a Big Data pipeline (Kafka, Spark) containerized with Docker, FastAPI, and MongoDB to enhance ambulance-hospital coordination.