I turn vague needs
into concrete solutions.
Hybrid profile at the intersection of technology and business. I listen to a need, design a data or AI solution, and explain it to the people who will use it.
Professional Journey
Independent Development & Research
Personal Projects · Tech Watch & Learning
Nov. 2025 — Present
- Personal research on modern AI architectures: world models, latent representation and unsupervised planning
- Development and deployment of full-stack projects: AI SaaS (mimozi), real-time computer vision pipeline (VisionTrafic)
- Continuous tech watch: LLMs, Transformer architectures, MLOps, open-source AI tools
Pandata
Data Analyst & Local AI R&D
Nov 2024 — Oct 2025
- Analytics mission (Sanofi): structural analysis of a hardware/software obsolescence data model, Power BI visualisations
- Local AI R&D: design and deployment of 5–6 specialised RAG chatbots (Ollama, local GPU), including a volunteer assistant for a music festival
- LLM benchmarking, resource monitoring, OpenWebUI deployment
- Intensive tech watch on local LLMs and RAG architectures
Mairie de Saint-Julien-Chapteuil
Digital Advisor / Digital Project Manager
2021 — 2023
- Deployment of digital tools (document management, Nextcloud, wiki)
- Business needs analysis and vendor coordination
- Multi-level user support and change management
French National Education
Mathematics Teacher
2016 — 2020
- Teaching from middle school to senior year
- Creation of digital teaching materials
- Making complex concepts accessible
Private Mathematics Tutoring
Freelance · Le Puy-en-Velay
2010 — 2024
One-on-one student support, personalised learning paths and progress tracking — carried out alongside my main professional career.
Previous experience
Live Projects
Production solutions, accessible online.
World Model JEPA
Personal exploration of JEPA architectures: a Vision Transformer + predictor trained without labels on a simulated environment. Results: spontaneous emergence of spatial structure (R² = 1.0) and latent-space trajectory planning (100% success rate on tests).
VisionTrafic
Real-time object detection pipeline from public webcams. Cron ingestion, YOLO processing, structured storage, Flask REST API and live dashboard — deployed on a Linux VPS.
mimozi
Mobile-first AI app helping parents guide their children through maths exercises. Photo of the exercise → AI-generated step-by-step guide. Account management, child profiles, history and usage quota.
Training projects
Master of Data Science — OpenClassrooms / CentraleSupélec
10 projects covering the full data cycle: EDA, pipelines, supervised/unsupervised ML, deep learning, credit scoring, MLOps, Big Data (PySpark / AWS EMR).
Technical Skills
A curated set of tools to build robust data solutions, from ingestion to visualisation.
Languages
- Python
- SQL
Data & ML
- Pandas / NumPy
- Scikit-learn
- TensorFlow / Keras
Big Data
- PySpark
- AWS EMR / S3
DevOps & MLOps
- Git / CI-CD
- MLflow
- Flask API
Infra
- Linux / VPS
- Web deployment
BI & Reporting
- Power BI
- Python dataviz
- Streamlit
Education
Master of Data Science
OpenClassrooms / CentraleSupélec
Python Certification
MITx — edX
Bachelor's in Marketing
FEDE
Bachelor's in Civil Engineering
INSA Toulouse
Let's work together.
Open to data engineering, data analyst roles and projects with real-world impact.
alexandre.rogues@gmail.com