Image processing
[16h] Cours intégré niveau L2, INSA Lyon FIMI, 2024-2024
Undergraduate course about image processing. Histogram normalization, filters, Fourier transform, mathematical morphology, edge detection, etc.
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 using image processing.
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 Maxwell’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 neural 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.