About Me
I’m a Research Engineer at the CNRS and working at the Biometry and Evolutionary Biology Lab, UMR 5558). I have a background in applied mathematics, statistics, machine learning and computer vision.
In my PhD, I developed and implemented new methods for the automated analysis of camera trap images, leveraging deep learning to support ecological research. I’m an active member of the DeepFaune project, where I contribute to model training, data curation, and software development.
Outside of research, I’m passionate about wildlife photography and naturalist activities.
- Artificial Intelligence
- Computer Vision
- Ecology
- Medical Imaging
- Statistics
PhD in Machine Learning
Université Lyon 1
M.Sc. MVA (Mathematics, Vision, Learning)
ENS Paris-Saclay
Engineering Degree in Applied Mathematics
ENSTA Paris
CPGE MPSI - MP*
Lycée Pierre de Fermat, Toulouse
Experience
Research Engineer (Permanent Position)
CNRS- Development and implementation of methods and tools for data analysis in ecology and evolution.
PhD Student
University Lyon 1 - LBBE- Create new deep learning techniques for automatic species classification in camera trap images: score calibration, behavior prediction and leveraging sequence context
- Contribute to the improvement and development of the DeepFaune software.
- PhD supervisors: S. Dray, V. Miele and S. Chamaillé-Jammes
Research Engineer (Fixed-term Contract)
CNRS - CREATIS- Develop a predictive model of consciousness state and 6-month outcomes for coma patients using multiple medical imaging modalities.
- Utilized advanced AI methods, including transformers and self-supervised learning.
Research Internship
University Lyon 1 - CREATIS- Develop a model for segmentation and characterization of prostate cancer in multiparametric MRI using weak annotations (point-based labels).
- Investigated non-standard loss functions: modeling inter-class correlations and incorporating constraints on lesion size.
Education
PhD in Machine Learning
Université Lyon 1M.Sc. MVA (Mathematics, Vision, Learning)
ENS Paris-SaclayEngineering Degree in Applied Mathematics
ENSTA ParisCPGE MPSI - MP*
Lycée Pierre de Fermat, Toulouse
