About
Data science that solves real problems
I'm a data scientist and a graduate of École Centrale Casablanca, where I studied data science and digitalization. Since June 2026 I have been a Data Scientist Confirmé at AXA Assurance Maroc, working on a machine-learning project to detect fraud in auto insurance.
Before AXA, I spent two and a half years building AI products end to end: a semantic search engine and manufacturing-time prediction models at Wineo Artificial Intelligence, then LLM agents, RAG chatbots and computer-vision applications at The Game Changer Company. Earlier internships in France and Morocco took me through deep learning for health data, object detection in operating rooms and industrial analytics.
What drives me is the same at every step: using data to unravel complex problems and make meaningful improvements in people's lives, with a strong belief in continuous learning and hard work.
Expertise
What I work on
Fraud detection & machine learning
Machine learning applied to auto insurance fraud at AXA Assurance Maroc. Earlier: manufacturing-time prediction with one model per work centre, and classification with K-NN, CART and stacking ensembles.
Generative AI & LLM agents
Multi-step agents with LangGraph, RAG chatbots with LangChain and ChromaDB, semantic search, and local LLM stacks with Ollama and Open WebUI.
Computer vision
Object detection with YOLO, face and facial-attribute analysis, fine-tuned CNNs (VGG16, InceptionV3) and real-time people counting on the edge with NVIDIA Jetson Nano.
ML engineering & deployment
From notebook to production: FastAPI and Flask services, Docker, REST APIs, dashboards with Dash and Plotly, and deployments on OVH Cloud and on-premise servers.
Highlights
Results I'm proud of
−70%
time needed to find similar past projects, thanks to a semantic search engine over historical production data for an industrial client.
Wineo Artificial IntelligenceMAPE < 15%
for manufacturing-time prediction, with one machine-learning model per work centre, making production planning more reliable.
Wineo Artificial Intelligence1 brief → 1 plan
A multi-stage AI agent (LangGraph, GPT-4o-mini) that turns a project brief into tasks, dependencies, schedule, resources, risks and a Gantt chart.
The Game Changer CompanyEdge AI
Real-time people detection and counting optimised to run at the edge on an NVIDIA Jetson Nano.
The Game Changer CompanyCareer
At a glance
- 2026 – nowData Scientist ConfirméAXA Assurance Maroc
- 2025 – 2026ML EngineerWineo Artificial Intelligence
- 2024 – 2025Data Scientist | AI EngineerThe Game Changer Company
- 2021 – 2023Data science internshipsSolefarma · 6 PERFORM · VCR Sodalmou
Toolbox
Technologies I use
Languages & data
- Python
- SQL
- PostgreSQL
- MySQL
- pandas
- NumPy
- C++
- Excel & VBA
- Power BI
Machine learning
- scikit-learn
- Supervised learning
- Ensemble stacking
- K-NN · CART
- Feature engineering
- Model evaluation
- Azure Machine Learning
Deep learning & vision
- TensorFlow · Keras
- PyTorch
- CNNs
- VGG16 · InceptionV3
- YOLO
- Face analysis
- NVIDIA Jetson Nano
- Roboflow
Generative AI
- LangChain
- LangGraph
- RAG
- ChromaDB
- Semantic search
- Ollama · Open WebUI
- Llama 3.x · Groq
- GPT-4o-mini
- Stable Diffusion
Engineering
- FastAPI
- Flask
- Docker
- REST APIs
- React
- Dash & Plotly
- OVH Cloud
- Git
Blog
Notes on AI
Short reads on AI news, from the point of view of a data scientist working in insurance.
Let's talk
Recruiter, fellow data scientist or student from Centrale? I'm always happy to talk about machine learning, fraud analytics and generative AI.
Tip: the assistant in the corner knows my background. Select any text on this site and choose Explain or Ask.