Past courses
Tutorials on Statistics and Machine Learning for first-year engineering students in CentraleSupélec:
- parametric estimation, Bayesian estimation, statistical tests, linear regression, model selection, logistic regression, principal component analysis, clustering, introduction to neural networks
Tutorials on Optimization for second-year engineering students in CentraleSupélec:
- existence and uniqueness of local and global minimizers, convexity, duality, Lagrange multipliers, gradient-descent methods, linear and integer programming, branch and bound algorithm, introduction to stochastic optimization
Computer labs of Algebra on Matlab for first-year engineering students in Polytech Paris-Saclay
- image of a vector by a matrix, rotation matrices, polygraphic encryption, eigenvalues and eigenvectors, solving a system of differential equations, matrix power calculation
Computer labs of Fourier analysis on Matlab for first-year engineering students in Polytech Paris-Saclay:
- Fourier series for common periodic signals, effect of sampling and truncation on the spectrum of a signal, Shannon’s theorem, effect of the shape of weighting windows, convolution, Fourier transform
Tutorials on Probabilities for first-year engineering students in Polytech Paris-Saclay:
- conditional probabilities, discrete random variables, real random variables with density