INSA Hauts-de-France, France (2025)

The lectures make part of the module Machine Learning I of the Master program CaSSAD, INSA Hauts-de-France.

• Introduction to machine Learning
  • Supervised and unsupervised learning
  • Cross-validation
• Linear models
  • Linear and logistic regression
  • Regularized regression methods (LASSO - RIDGE - Elastic Net)
  • Partial least squares
• Unsupervised learning methods
  • k-means
  • Gaussian mixture models
  • Principal component analysis (PCA)

The courses are taught in French and they are currently in progress.

UPHF, France (2021 - today)

The lectures make part of a complete course on mathematics for the IUT-GEII at the Univ. Polytechnique Hauts-de-France (UPHF). The courses are taught in French.

Semester	Topics
S1	- Trigonometry - Complex numbers - Numeric functions - Derivatives - ODE 1
S2	- Rational fractions - Integrals - ODE 2 - Laplace transform
S3	- Fourier series - Fourier transform - Numerical sequences - Z transform
S4	- Numerical series - Introduction to power series - Matrices
S5	- ODE: advance topics - Introduction to Statistics

INSA Toulouse, France (2021)

These lectures make part of a complete course on stochastic processes lead by the French National Institute of Applied Science (INSA, acronym in French). They are based on Gaussian processes and related topics. More precisely,

• A brief introduction to Gaussian processes with applications [slides]
• Spectral representation and Bochner’s theorem [slides]
• Regularity conditions (e.g. continuity, differentiability) [slides]
• An introduction to reproducing kernel Hilbert-spaces (RKHS) [slides]

The Jupyter Notebooks for the practical sessions can be download here: [link]