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Houssam Fazaz

@houssamfazaz

Message

I build trustworthy AI systems from model development to production deployment.

Morocco

Message

What I'm looking for

I'm looking to build production AI products where reliable deployment, model monitoring, calibrated confidence, and human-in-the-loop workflows matter. I'm particularly interested in computer vision, applied machine learning, RAG systems, and data products that support real decisions.

At UMR LEMAR, I built and deployed a reliability-aware Sargassum classification service that reached 94.2% accuracy across ~2,300 images, addressed domain shift, and routed uncertain field predictions to expert review.

I've also developed production REST APIs for Wecoopt and Maroko Biz IT, plus end-to-end projects in supply-chain forecasting, multilingual RAG analytics, and customer lifetime value intelligence. I work across computer vision, tabular ML, GenAI, MLOps, and stakeholder-facing dashboards in Arabic, French, and English.

Experience

Work history, roles, and key accomplishments

AI Engineer / Data Scientist Intern

UMR LEMAR, Environmental Sciences Lab

Jan 2026 - Jul 2026 (6 months)

Built a reliability-aware lab-to-field classification framework for Sargassum morphotypes on ~2,300 images, achieving 94.2% overall accuracy and 0.939 macro F1. Diagnosed and mitigated domain shift via conservative transfer learning, and deployed the classifier as a live FastAPI inference service on Hugging Face Spaces with confidence reporting and a safety gate for uncertain cases.