At WHOIS, I developed Farid, a multilingual medical assistant that answers in French, Modern Standard Arabic, and Darija using validated medical content. I implemented complementary question-answering and RAG modes, then created a streaming FastAPI API to handle sensitive and out-of-scope requests.
Across projects in healthcare, public services, education, and data, I’ve worked on conversational AI, machine learning, and data pipelines. I also built a diabetes-prediction workflow on Azure Machine Learning and applications for job recommendations, game recommendations, and inventory management.

