Courses

Classes are held in the third semester of the Master Program, from September to end of January. The 4th semester is dedicated to research projects or industrial internships.

Mandatory courses
Advanced Models and Methods in Operations Research (ORCO)	6	Tuesday 8:15-11:30
Combinatorial Optimization and Graph Theory (ORCO)	6	Thursday 8:45-12:00
Optimization under Uncertainty (ORCO)	6	Monday 14:00-17:15
Elective (choose 12 ECTS, at least 6 ECTS among the first 3)
Graphs and Discrete Structures (ORCO)	3	Wednesday 09:45-11:15
Transport Logistics and Operations Research (ORCO)	6	Wednesday 14:15-17:30
Constraint Programming and limits of Operations Research in society (ORCO)	3	Wednesday 8:00-09:30
Mathematical optimization (MSIAM)	6	Wednesday 15:30-18:30
Academic and Industrial Challenges (ORCO)	3	(not available in 26-27)
Advanced mathematical programming methods (ORCO)	3	(not available in 26-27)
Advanced Heuristic and Approximation Algorithms (ORCO)	3	(not available in 26-27)
Mathematical Foundations of Machine Learning (MSIAM)	6	(not available in 26-27 for ORCO students)
Scientific Methodology, Regulatory and ethical data usage (MOSIG)	3	(not available in 26-27 for ORCO students)
Learning, Probabilities and Causality (MSIAM)	6	Friday 14:00-17:00
Large scale Data Management (MOSIG)	6	Friday 14:00-17:00
Statistical learning: from parametric to nonparametric models (MSIAM)	6	Tuesday 14:00-17:00
Cryptographic engineering, protocols and security models, data privacy, coding and applications	6	(not available in 26-27 for ORCO students)
From Basic Machine Learning models to Advanced Kernel Learning (MSIAM)	6	Tuesday 14:00-17:00
GPU Computing (MSIAM)	6	?
Robotics (MOSIG)	6	Monday 9:45-12:45
Cloud Computing, from infrastructure to applications (MOSIG)	6	Friday 8:15-11:15
Natural Language Processing & Information Retrieval (MOSIG)	6	Tuesday 15:30-18:30
Information Security (MOSIG)	3	(not available in 26-27 for ORCO students)
Human Computer Interaction (MOSIG)	6	(not available in 26-27 for ORCO students)
Generative, Multimodal AI (MSIAM)	6	Monday 9:45-12:45
Next Generation Software Development (MOSIG)	3	(not available in 26-27 for ORCO students)

Classes will start on Monday 21 September 2026.