Professional profile
Versatile profile combining Data, applied AI, lightweight development and web prototyping. Used to designing small useful applications (Python, HTML/CSS/JS) and experimenting with local AI (open-source LLMs, agents, GPU), I like to build tools that are simple, fast and concrete. Parallel experience of more than ten years coaching high-school students towards scientific studies, with a strong analytical and pedagogical component. International experience (Budapest, Netherlands, UK, Canada), fluent English.
Key skills
Tech & Data
Python, analysis, DataViz, AI R&D, open-source LLMs, agents, local GPU, Docker, APIs, Linux.
Web & Prototyping
HTML/CSS/JS, lightweight interfaces, quick prototypes, 3D tools (Three.js, Fusion 360), STL.
Pedagogy
One-to-one coaching from high-school to university. Explanations, diagnosis, personalised learning paths.
International
Fluent English (C1). Budapest (1 year), Netherlands (1 year), UK & Canada (long stays).
Professional experience
AI prototypes (agents, open-source LLMs), Python pipelines, GPU environment, dashboards. 3D maker activity (Fusion 360) and workshop/production line maintenance.
One-to-one coaching of high-school students towards scientific studies. Diagnosis, methodology, personalised progression, confidence-building and orientation.
Nextcloud deployment, internal wiki, cybersecurity, training. Online booking & payment system for the school cafeteria.
Teaching at middle school and high school levels for the French National Education system (Haute-Loire), covering all grades from the beginning of middle school through the final year of high school. Designed digital resources for math learning (GeoGebra, ENT). Developed strong skills in pedagogy, classroom management, and communication.
1 year in professional English. International coordination, complex cases, multicultural environment.
- Sales representative (work-study program) — prospecting & customer relations.
- Night guard at a gymnasium — security & access management.
- Crédit Agricole teller — reception & banking operations.
Projects
Local AI & agents
Testing open-source LLMs, GPU optimisation, specialised agents, Python pipelines, GPU monitoring, Ollama/vLLM integration.
Pedagogical projects
Interactive materials, digital tools for students, auto-corrected exercises, mathematical visualisations.
Fast STL
Generator of personalised 3D models (text → STL), 100% client-side. Simple UX, Three.js, parametric extrusion.
Cybersecurity & ISO Compliance (Miratlas)
Cybersecurity roadmap for ISO certification at Miratlas (aerospace company). Short-term mission (3 weeks, PMSMP) with a strategic deliverable used directly by company management.
Mini JS apps
Synchronized lyric scroller, animated metronome, video helpers, single-file HTML/CSS/JS interfaces.
Tech Stack
- Open-Source LLMs: LLaMA, Mistral, DeepSeek
- LLM Servers: vLLM, Ollama
- Frameworks: Transformers (HuggingFace), scikit-learn (notions), PyTorch/TensorFlow (notions)
- Agents: CrewAI, LangFlow, Flowise; notions LangChain / LangGraph
- RAG: prototypes with ChromaDB
- JupyterLab for experiments and POCs
- GPU Monitoring (nvidia-smi), local AI environment
- Notions: quantization (GGUF, GPTQ, AWQ)
- Python 3: scripts, automations, mini-tools
- Jupyter / JupyterLab
- Flask (comfortable), FastAPI (notions)
- Pandas (solid), NumPy (occasional use)
- Visualization: Matplotlib, Plotly (guided use)
- Environment management: virtualenv, Conda, Poetry, uv
- Cron jobs & automated scripts
- Linux (Ubuntu) daily use for 15+ years
- Command line (bash), SSH
- Docker (simple deployments), Docker Compose (occasional use)
- System diagnostics: journald, top/htop, logs
- APIs: simple understanding and implementation
- SQLite (notions), PostgreSQL (not used)
- HTML5, CSS3
- JavaScript: simple interactions & DOM manipulation
- Basic Responsive Design
- Static deployments: GitHub Pages
- Fusion 360 (intensive use, printable objects)
- Three.js (basics: scene, camera, extrusion, STL)
- STL Export, simple parametric extrusion
- FDM 3D Printing (multi-machine, calibration, materials)
- Bambu Studio, Cura
- Other CAD: AutoCAD, CATIA (practical notions)
- Nextcloud (installation & configuration)
- Wiki (YesWiki)
- Google Workspace, Microsoft Office, LibreOffice
- OBS Studio (advanced setup)
- Studio One, GarageBand (audio)
- Video Editing (various tools)
Degrees & Certifications
Master “Expert in Data Science” — OpenClassrooms / CentraleSupélec (2024)
Python Certification — MITx (edX), 2018
Bachelor's Degree in Marketing (Bac+3) — FEDE, 2009
Bachelor's Degree in Construction Engineering — INSA Toulouse, 2008
Interests
- Bicycle trip: Le Puy-en-Velay → Budapest (2100 km, 5 weeks). Autonomy, endurance, stage management.
- Music & home-studio: singing, guitar, arrangement.
- 3D & AI Creation: personal projects, experiments, prototyping.