flora bajolet geodata
Welcome!
As data scientist with a strong experience in research in geology, I work with all types of data (tabular, text, images...) to solve various scientific problems. I am particularly skilled to deal with georeferenced data and catography.
Research topics
- Long-wavelength deformation of cratonic lithospheres: Structure of cratonic lithospheres and their deformation behaviour, vertical motions, dynamic topography
- Mantle-surface interactions: Links between deep processes (mantle flow, slab dynamics) and their surface consequences in mountain building (topography, deformation)
- High plateaus dynamic: Crustal flow inside and at their margins, collapse and escape processes; surface expressions of the collision (range curvature and syntaxes)
Methods
- Synthesis of data and advances statistical anlysis
- Python, R, Matlab, SQL
- Machine learning: supervised and unsupervised models (linear, non-linear, clustering, NLP, computer vision...), deep learning, transfer learning
- APi & cloud: MLflow, Hadoop/Spark, AWS, CGP
- Dataviz & dashboards
- Georeferenced data (ArcGIS/QGIS)
- Geodynamics and datasets compilation: bibliography synthesis, integration of various datasets into coherent geodynamics models
- Analog modeling: 3D experiments, monitoring of mantle flow and topography, velocity field and strain analysis
- Field work: Tectonics & structural geology, mapping, GIS
Areas of interest: Himalaya-Tibet, Africa, South America, Sierre Nevada, Pyrenees
Have a look at my data science and academic research projects!
Have a look at my data projects on github. Various work on energy needs prediction, items classification from text and images, scoring model, etc... Some work on dashboards and deployment too.
My main topics are synthesis of georeferenced data, long-wavelength deformation of cratonic lithosphere, mantle-surface interactions and high plateaus dynamics.