class Manal:
role = "AI & Data Engineer"
location = "Agadir, Morocco"
focus = ["Machine Learning", "NLP", "RAG", "Computer Vision"]
stack = ["Python", "FastAPI", "React", "Docker", "Azure"]
now = "Building AI agents and production data systems"- F1 Live AI Commentator — Computer vision, race predictions, and multi-agent LLM commentary in real time.
- HR Pulse AI — Job analysis platform with Azure AI NER, FastAPI, Terraform, Docker, and CI/CD.
- RAG IT Assistant — Retrieval-augmented assistant over internal IT procedures.
- Facial Emotion Detection — CNN + OpenCV emotion detection served through FastAPI and PostgreSQL.


