TD--2024-2025, Jean-Jaurès University, France.

• L3-MIASHS, Introduction à la théorie des sondages---- Tutorials,

• TD5-Révision
• TD4-Sondages Stratifiées
• TD3-Sondages aléatoires simples (SAS) à probabilités inégales
• TD2-Sondages aléatoires simples (SAS) à probabilités égales
• TD1-Introduction à la théorie des sondages

• Statistique exploratoire multidimensionnelle---- Labwork in R,

• TP5-ACFM
• TP6-CAH
• TP7-CAH-ACP

• Probabilités---- Tutorials,

• TD7-Couples de variables aléatoires discrètes
• TD6-Variables aléatoires discrètes infinies
• TD5-Variables aléatoires discrètes infinies et fonction génératrice
• TD4-Variables aléatoires finies
• TD3-Variables aléatoires finies
• TD2-Calcul des probabilités

TD--2024-2025, Pau University, France.

• M2, Machine Leanring in Economics---- Course and Labworks

TD--2023-2024, TSE, Capitole University, France.

• Optimisation---- Tutorials,

• Corrigé TD1-Dévéloppement limités

Courses 2022-2023, IUT of Tarbes, France.

• Quantitative methods, probability & statistics 1, Lectures, tutorials and Lab works, 1st year of BUT-TC

• Course handout is available here
• Tutorial 1. Correction of tutorial 1. Tutorial 2. Correction of tutorial 2. Tutorial 3. Correction of tutorial 3. Tutorial 4. Correction of tutorial 4.
• Technical work-sheet 1 Technical work-sheet 2
• Excel lab works
• Continuous assessment Catch-up exam

• Quantitative methods, probability & statistics 2, Lectures, tutorials and Lab works, 2nd years of BUT-TC

• Course handout is available here
• Tutorial 1. Correction of tutorial 1. Tutorial 2. Tutorial correction 2. Tutorial 3. Correction of tutorial 3.
• Home work 1.
• Continuous assessment

Courses 2022-2023, IPSA of Ivry-sur-Seine, France.

• Ma411: Numerical methods for PDE, Lectures, Tutorials & Lab works in Python, 4th year of aeronautical engineering.

• Tutorial 1. Correction of tutorial 1. Tutorial 2. Correction of tutorial 2.
• Lab works 1. Python code 1.

• Mf321: Introduction to Finite volume method in CFD, Lectures, Course is available here, , 3rd year of aeronautical engineering.

• Ma323: Finite difference methods and applications in CFD, Tutorials & Lab works in Python, 3rd year of aeronautical engineering.

• Tutorial 1. Correction of tutorial 1. Tutorial 2. Correction of tutorial 2.
• Lab works 1. Python code 1.
• English version: Project-Analysis of the dispersion of a pollutant and application to river modeling
• French version: Project-Analyse de la dispersion d'un polluant et application à la modélisation fluviale

• Ma322: Quadratures & Numerical resolution of differential equations, Tutorials & Lab works in Python, 3rd years of aeronautical engineering.

• Course summary.
• Correction of tutorial 1. Correction of tutorial 2. Correction of tutorial 3. Correction of tutorial 4.
• Lab works 1. Work-sheet of lab 1. Python code 1. Lab works 2. Work-sheet of lab 2. Python code 2.
• Final exam DS 2019-Teams
• Project-modelling a chemical reaction with ODE

• Ma223: Numerical linear algebra, Tutorials and Lab works in Python, 2nd years of aeronautical engineering.

• Correction of tutorial 1. Correction of tutorial 2. Correction of tutorial 3.
• Correction of lab 1. Python code 1. Correction of lab 2. Python code 2. Correction of lab 3. Python code 3.

Courses 2021-2022, IPSA of Ivry-sur-Seine, France.

• Ma323: Finite difference methods and applications in CFD, Tutorials & Lab works in Python, 3rd years of aeronautical engineering.

• Tutorial 1. Correction of tutorial 1. Tutorial 2. Correction of tutorial 2.
• Lab works 1. Python code 1.

• Mf321: Introduction to Finite volume method in CFD, Lectures, Course is available here, , 3rd years of aeronautical engineering.

• Ma322: Quadratures & Numerical resolution of differential equations, Tutorials & Lab works in Python, 3rd years of aeronautical engineering.

• Course summary.
• Correction of tutorial 1. Correction of tutorial 2. Correction of tutorial 3. Correction of tutorial 4.
• Lab works 1. Work-sheet of lab 1. Python code 1. Lab works 2. Work-sheet of lab 2. Python code 2.
• Python Project.
• Final exam

• M121: Probability and analysis - numerical methods, Lab works in Python, 1st years of aeronautical engineering.

• Correction of lab 1. Python code 1. Correction of lab 2. Python code 2. Correction of lab 3. Python code 3.
• Correction of tutorial 8-Limited Development. Correction of tutorial 9-Probability.

Courses 2021-2022, IUT-Tarbes, Paul Sabatier University, France.

• Quantitative methods and representation, Lectures, tutorials and Lab works, 1st year of BUT-TC

• Course handout is available here
• Tutorial 1. Correction of tutorial 1. Tutorial 2. Correction of tutorial 2. Tutorial 3. Correction of tutorial 3. Tutorial 4. Correction of tutorial 4.
• Technical work-sheet 1 Technical work-sheet 2
• Excel lab works
• Continuous assessment Catch-up exam

• Mathematics, probability & statistics, Lectures, tutorials and Lab works, 2nd years of DUT-TC

• Course handout is available here
• Tutorial 1. Correction of tutorial 1. Tutorial 2. Tutorial correction 2. Tutorial 3. Correction of tutorial 3. Tutorial 4. Correction of tutorial 4.
• Initial Training-Home work 1. Work-linked training-Home work 1.
• Initial Training-Continuous assessment 1 Initial Training-Continuous assessment 2 Work-linked training-Continuous assessment 1 IT-CA1-correction IT-CA2-correction

Course 2020-2021, IPSA of Ivry-sur-Seine, France.

• Multiple and curvilinear integrals, Lectures and tutorials, Course is available here, , 2nd years of aeronautical engineering.

• Tutorial 1: Multiple integrals. Tutorial 2: polar and cartesian curves. Tutorial 3: Differentail form and curvilinear integrals curvilignes.
• Technical sheet 1: Multiple integrals. Technical sheet 2: Cartesian & polar curves. Technical sheet 3: Differential form and curvilinear integral.
• Home work 1. Home work 2.
• Continuous assessment Final exam Catch-up Exam

Course 2019-2021, ETUD'+ Center-Morlaàs, France.

• Linear algebra, Supplementary exercises, 1st year of IUT STID, Pau.

• Tutorial 1: Matrix Calculations. Tutorial 2: Matrices & determinants. Tutorial 3: System of linear equations.



• Time series, Supplementary exercises. 1st year of IUT STID, Pau.

• Tutorial 1: Linear regression. Tutorial 2: Variance Decomposition & correlation analysis. Tutorial 3: Time-trend analysis. Tutorial 4: Moving average, maximum, median, residual. Lab works in Excel and/R



• Sequences and functions Supplementary exercises. 1st year of IUT STID, Pau.

• Tutorial 1: numerical sequences. Tutorial 2: Limits. Tutorial 3: Continuity & derivatives. Tutorial 4: Limits - L'Hôpital's rule. Turoial 5: Integral & Primitives.



• Descriptive Statistics, Supplementary exercises. 1st year of IUT STID, Pau.

• Tutorial 1: Univariate analysis. Turorial 2: Bivariate analysis &khi2 test. Mock exam.



• Intrdocution to probability Supplementary exercises. 1st year of IUT STID, Pau.

• Tutorial 1: probability event - Independence - Bayes' Theorem. Turorial 2: Discrete random variables. Tutorial 3: Continuous random variables. Tutorial 4: Pairs of Random Variables, marginal & conditional probability. Tutorial 5: Random vector & Gaussian Random Vectors

Course 2019-2020, Science Faculty of Tetouan, Kingdom of Morocco.

• Deterministic and stochastic optimizations, intensive course & exercices. Master in mathematics applied to finance (MAF).

Course 2017-2018, ENCG of Kenitra, Kingdom of Morocco.

• Optimization and Calibration of volatility models, intensive course. Master of finance.

• Introduction to sctochastic calculus for finance, intensive course, "Incomplete course" is available here. Master of Finance.

Course 2014-2015, University of Pau, France.

• Descriptive Statistics, Tutorials and Lab works. L1-Mathematics.

• Tutorial 1: Univariate analysis. Tutorial 2: Bivariate analysis. Lab work 1. Lab work 2. Continuous assessment 1. Continuous assessment 2. Mock exam. Final exam.



• Suites et fonctions, Tutorials and Supplementary exercises. L1-Mathematics.

• Tutorial 1: numerical sequences. Tutorial 2: Functions,limits, continuity. Tutorial 3: Derivatives, Rolle & finite increment theorems. Tutorial 4: L'Hôpital rule, limited development. Tutorial 5: Integral calculus.



• Elementary algebra Tutorial and Supplementary exercises. L1-MIASHS & L1-biology.

• Tutorial 1: Complex number. Tutorial 2: Vector space. Tutorial 3: Euclidean division & PGCD & roots. Tutorial 4: Décomposition en éléments simples, orthonormal basis.

Course 2013-2014, University of Pau, France.

• Analysis II, Tutorial and Supplementary exercises. L2-Mathematics.

• Tutorial 1: Rappel sur les suites réelles. Tutorial 2: Numerical series. Tutorial 3: Sequences and series of function. Tutorial 4: Integer series. Tutorial 5: Fourier series.



• Linear algebra I, Tutorials and Supplementary exercises. L1-Mathematics.

• Tutorial 1: Matrices. Tutorial 2: Vector space. Tutorial 3: Linear application. Tutorial 4: Linear application and matrices. Tutorial 5: Matrix Calculations: Determinants and Basis Transformation Tutorial 6: System of linear equations.



• Functions of two variables, Tutorials and Supplementary exercises. L1-MIASHS.

• Tutorial 1: Supplementary exercises. Tutorial 2: Limits & Continuity. Tutorial 3: derivatives & C1/C2 functions. Tutorial 4: Tangent plane equation & limited development. Tutorial 5: Extremums & PDE. Tutorial 6: vector analysis & Harmonic function.