PhD student. Machine learning for medical imaging.

Teaching

Algorithms and programming
[35h] TD niveau L1, INSA Lyon FIMI, 2022-2023

Undergraduate course about algorithm and programming in Python: loops, lists, conditions, sorting, number representations, cellular automata, etc.

Machine learning and Deep learning
[8h] TP niveau M2, CPE Lyon, 2022-2023

Graduate practial course about machine learning and deep learning. Basic machine learning practice (cross-validation, hyperparameter testing, etc.), SVM, random forests, classification, regression. Preliminary deep learning practice (CNN, ResNet, over/under-fitting, evaluation metrics).

Image processing projects
[16h] TP niveau L2, INSA Lyon FIMI, 2020-2022

Undergraduate practial projects about image processing. Filtering, histogram normalization, mathematical morphology, edge detection, etc.

Electromagnetism and waves
[83h] TD niveau L2, INSA Lyon FIMI, 2020-2022

Undergraduate course about fundamental of electromagnetism: Maxwell’s equations, Gauss’ law, Ampère’s circuital law, electromagnetic waves, sound waves. Analytical resolution of basic electromagnetism problems.

Electricity and electromagnetism
[23h] TP niveau L2, INSA Lyon FIMI, 2020-2022

Undergraduate practial course about electricity and electromagnetism. Analysis of basic electricity circuits, filters, Fourier analysis, oscilloscope usage. Analysis of electric and magnetic fields, modelisation with the Mawell’s equations.

Deep learning for medical imaging
[12h] École de printemps, DLMI Spring school, 2020-2022

Practical work assistant for the pring DLMI spring school. Classification and segmentation of medical images using common convolutional neurla networks (U-net, ResNet, VAE, etc.). Analysis and processing specific to medical imaging (spacing, modalities, contrast, etc.).

Mentorship for middle school students (Maths, Physics)
[20h] Mentorat, Collège Victor Hugo, Cachan (Coordées de la réussite), 2017-2018

Mentorship of a small group of middle school students in mathematics and physics. Discovery of basic principle of ultrasounds, informations about higher education.