About Fabien
My interventions cover the entire AI project cycle:
- Scoping and identification of high ROI use cases
- Data analysis and structuring
- Prototype development and field validation
- Deployment and integration into existing systems
Typical use cases:
- Predictive maintenance on sensor data
- Anomaly detection in industrial systems
- Industrial vision for quality control
- Modeling and forecasting of complex processes
Expected results:
- Reduction of unplanned downtime
- Improved defect detection rate
- Optimization of industrial performance
French
Native or bilingual
English
Native or bilingual
Experience
- Freelance / IndépendantData Science and Machine Learning TrainerMarch 2023 - Today (3 years and 3 months)Design and delivery of data science and artificial intelligence training courses for engineering, bachelor, and master students.- Teaching machine learning, data engineering, and optimization- Design of educational materials and practical exercises- Supervision of data analysis projects- Introduction to statistical methods and learning models- Use of Python and data science libraries (NumPy, pandas, scikit-learn, pytorch)Total volume: approximately 300 hours of teaching.
- INRIAAI Engineer (PhD) - Modeling & Simulation of Complex SystemsDEFENSE AND MILITARYOctober 2022 - February 2026 (3 years and 4 months)Valbonne, FrancePhD - Artificial Intelligence for Physical SystemsDevelopment of artificial intelligence models to simulate and predict the behavior of complex physical systems (vehicles).Objective:reduce the need for costly physical tests by using simulations based on machine learning.Results:- robust predictive models for vehicle dynamics- validation on real data- operational demonstrator for the Directorate General of Armament
- SAFRANComputer Vision EngineerAVIATION AND AEROSPACEApril 2022 - September 2022 (5 months)Éragny, FranceComputer Vision Engineer - Safran Electronics & DefenseDevelopment of computer vision algorithms for optronic guidance systems in a defense R&D context.- Design and implementation of image processing and deep learning algorithms- Development of algorithm prototypes for target detection and tracking- Analysis and processing of data from optronic sensors- Writing technical specifications and documenting algorithms- Validation of performance in simulated environments
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Education
- MasterUniversité Paris Saclay2020M2 - Traitement de l'information et exploitation des données
- Engineering DegreeESME Sudria2020Mathématiques appliquées à la modélisation statistique