Undergraduate (mathematics), Paul Sabatier University, Toulouse, 2023
Introduction to regression, classification and clustering problems. Linear regression, ridge and LASSO penalization, KNN, logistic regression, SVM, K-means.
Undergraduate course, Université Toulouse 3 Paul Sabatier, 2023
Euclidian and hermitian spaces, isometries, spectral theorem, quadratic forms, and more.
Undergraduate (mathematics), Paul Sabatier University, Toulouse., 2022
First order methods: GD with Armijo/Wolfe conditions. Second order methods: Newton, BFGS and DFP methods. Optimization with constraints: Quadratic problems, SQP method.
Graduate (mathematics), Paul Sabatier University, Toulouse., 2022
Introduction to several architectures such as MLPs, CNNs, Autoencoders, U-nets. Introduction to Keras, Tensorflow, Scikit-learn.
Graduate course, Université Toulouse 1 Capitole, 2020
Convex functions, Optimization without constraints, Optimization with equality and/or inequality constraints, Lagrange Theorem, KKT Conditions.
Undergraduate course, Université Toulouse 1 Capitole, 2020
Introduction to Probabilities, Statistics and Financial Mathematics.