- Programming with Python (3MMBPI)
- Introduction to data science (3MMISD)
- Machine learning semester project (in French, restricted access) for avalanche prediction
- Applications of data science and artificial intelligence (4MMASDIA): case study in metagenomics and medicine.
- Lecture 1: Introduction to case studies of the lecture series, curse of dimensionality, regularization.
- Lecture 2: Regularization, experimental evidence of the curse of dimensionality, logitic regression.
- Lecture 3: hands-on predicting Inflammatory Bowel Disease from gut microbiome structure and its data.
- Lecture 4: Imbalanced datasets
- Principles and methods in statistics (3MMPMS)
- Algorithmics (3MMALGO)