École Centrale Nantes, France

Second year of engineering degree

DataSIM (Data science and statistical learning) 2022-2023
Lecture on Biomedical Signals (Pandemic monitoring) 2h (pdf)
Lab session on Covid19 reproduction number estimation via nonsmooth convex optimization 4h (pdf,data)

École Centrale Lille, France

Engineering degree

Measure theory and Lebesgue integration (3rd year of bachelor) 2021-2022
Practical exercises 14h Detailed correction of Exercice 30 (pdf)

Université Claude Bernard Lyon 1, France

Master of Applied Mathematics and Statistics

Nonsmooth convex optimization - (2nd year of master) 2018-2019, 2020-2021
Lectures and numerical implementation (Python) 6h+1h30
From the lecture notes of Nelly Pustelnik
Personal notes and material provided to students:

École Normale Supérieure de Lyon, France

Formation à l’Enseignement, Agrégation et Développement Professionnel

(Master degree for teaching in high school)

Préparation à l’agrégation de mathématiques 2017-2018, 2018-2019, 2019-2020
(Intensive preparation to the french examination for becoming high school teacher)
Correction of lessons during the training for final oral examination 16h

  • Training for oral exam
  • Supervision and evaluation of the preparation and presentation of lessons

Classes préparatoires à l’enseignement supérieur (CPES)

Mathematics 2017-2018, 2018-2019, 2019-2020
Colles (oral examinations) 28h

Master of Physics, concepts and applications

Signal and image processing - (1st year of master) 2017-2018, 2018-2019, 2019-2020
Practical and numerical implementation (Matlab) 8h

  • Autoregressive processes, spectral v.s. parametric estimation
  • Optimal filtering
  • Non-stationary signals
  • Deconvolution and image processing

Bachelor of Physics

Signal processing - (3rd year of bachelor) 2018-2019, 2019-2020
Practical exercises 8h
Notes on: Stationarity of random process (pdf), Cochran theorem (pdf), Spectral estimation and Fast Fourier Transform (pdf)

  • Random variables
  • Spectral estimation
  • Random processes and estimation
  • Statistical tests

Introduction to LaTeX - (3rd year of bachelor) 2017-2018, 2018-2019, 2019-2020
Exercises and implementation (Texmaker, Zotero) 6h
Elements of presentation (pdf)

  • Create a document
  • Insert tables, figures and mathematical formula
  • Using BibTeX to generate a bibliography

Master Complex Systems - IXXI

Statistical physics - (2nd year of master) 2017-2018, 2018-2019, 2019-2020
Practical exercises 8h