PhD student · CREATIS, Université Claude Bernard Lyon 1
Quantitative lung CT analysis, segmentation and diffeomorphic registration; reproducible C++ and Python pipelines, clinical validation and multidisciplinary collaboration.
María M. Marquez-Sosa
Curriculum vitae
AI researcher and biomedical engineer working at the intersection of medical imaging, computer vision, and quantitative analysis.
Open full CV (PDF)Research experience
Research intern · CREATIS, Université Claude Bernard Lyon 1
Segmentation and registration for ARDS CT imaging using computational geometry and deep learning to quantify local ventilation.
Research assistant · Pontificia Universidad Javeriana
AI and MRI analysis for neurodegenerative diseases, experimental validation and manuscript preparation.
Research student team leader · PROMISE
Machine and deep learning for 2D and 3D medical imaging, experimental design and student mentoring.
Education
PhD · Signal and Image Processing
École Doctorale EEA · Université Claude Bernard Lyon 1
MSc · Artificial Intelligence
Pontificia Universidad Javeriana · Summa Cum Laude · Outstanding thesis
BSc · Biomedical Engineering
Pontificia Universidad Javeriana · Honor Graduate · Medical Signal and Image Processing
Selected teaching
INSA Lyon
Object-Oriented Programming; Signal and Image Processing; Machine Learning and Deep Learning
Polytech Lyon · Master 2 MISS
Filtering, Segmentation, Registration and Machine Learning for Medical Images
Université Claude Bernard Lyon 1
Industrial Vision and Image Processing
Labex PRIMES · INSA Lyon Summer School
Machine Learning and Deep Learning: Classification and Segmentation
Selected honors
Summa Cum Laude & Outstanding Thesis
MSc · Pontificia Universidad Javeriana
Honor Graduate
BSc · Pontificia Universidad Javeriana
Academic excellence scholarships
Undergraduate and MSc studies
Core expertise & languages
- Programming
- Python, C++, MATLAB, SQL, LaTeX
- AI & deep learning
- PyTorch, TensorFlow, Keras, Scikit-learn
- Medical imaging
- ITK, VTK, SimpleITK, OpenCV, Nibabel, Slicer
- Scientific computing
- NumPy, Pandas, SciPy, Matplotlib, ParaView
- Languages
- Spanish (Native), English (Full proficiency), French (Professional)