Project : PROXVOLC “Explaining population presence near volcanoes: indirect impacts of volcanic eruptions”
Role: Principal Investigator (105k)
Collaboration: Pascale Phélinas, Michaël Goujon, Sébastien Marchand, and Johanna Choumert
Postdoctoral Researcher
ERUDITE
Theme: Social Housing
Project: “Housing Markets: Price Dynamics, Land Use Dynamics, Wealth Dynamics” within the Research Program “Land and Affordable Housing” of the Union Sociale pour l’Habitat and its partners.
Supervisors: Camille REGNIER and Kévin FOURREY
Ph.D. Researcher
CESAER
Theme: Economic evaluations of green spaces
Project PubPrivLand
Supervisors: Julie Le Gallo and Mohamed Hilal
Study dimensions and scales: urban/rural, France/Spain/Europe, Real estate/tourism market
Spatial Data Manipulation and Analysis: Advanced use of Python libraries for manipulating, visualizing, and performing statistical analysis on geospatial data.
Machine Learning Applied to Spatial Data: Understanding core concepts and implementing advanced methods such as ElasticNet, Random Forest, and XGBoost.
Deep Learning for Satellite Image Analysis: Learning fundamental concepts, implementing classical neural networks, and using architectures tailored for satellite imagery.
Transfer Learning: Importing and fine-tuning pre-trained models for specific tasks in geospatial image processing.
Data Fusion: Combining information from satellite images and numerical data to create complex indicator maps.