# Teaching

## 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 estimationvianonsmooth convex optimization4h(pdf,data)

## École Centrale Lille, France

### Engineering degree

Measure theory and Lebesgue integration(3rd year of bachelor)2021-2022

Practical exercises14hDetailed 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 mathématiques2017-2018, 2018-2019, 2019-2020

(Intensive preparation to the french examination for becoming high school teacher)

Correction of lessons during the training for final oral examination16h

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

### Classes préparatoires à l’enseignement supérieur (CPES)

Mathematics2017-2018, 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 exercises8h

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 exercises8h

- Statistical ensembles:

Microcanonical(subject,correction),

Canonical(subject,correction)- Phase transitions:
Nematic liquids(subject, correction)- Disordered systems:
Zinc and copper alloy(subject, correction)