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 10:45-12:15 |
| Transport Logistics and Operations Research (ORCO) | 6 | Wednesday 14:15-17:30 |
| Constraint Programming, Applications in Scheduling (ORCO) | 3 | Wednesday 9:00-10:30 |
| Academic and Industrial Challenges (ORCO) | 3 | (not available in 25-26) |
| Advanced mathematical programming methods (ORCO) | 3 | (not available in 25-26) |
| Advanced Heuristic and Approximation Algorithms (ORCO) | 3 | (not available in 25-26) |
| Advanced Parallel Systems (MOSIG) | 6 | (not available in 25-26) |
| Mathematical Foundations of Machine Learning (MSIAM) | 6 | (not available in 25-26 for ORCO students) |
| Scientific Methodology, Regulatory and ethical data usage (MOSIG) | 3 | (not available in 25-26 for ORCO students) |
| Learning, Probabilities and Causality (MSIAM) | 6 | (not available in 25-26) |
| Large scale Data Management (MOSIG) | 6 | Friday 14:00-17:00 |
| Statistical learning: from parametric to nonparametric models (MSIAM) | 6 | Wednesday 09:45-12:45 |
| Cryptographic engineering, protocols and security models, data privacy, coding and applications | 6 | (not available in 25-26 for ORCO students) |
| From Basic Machine Learning models to Advanced Kernel Learning | 6 | Tuesday 14:00-17:15 |
| Multi-Agent Systems (MOSIG) | 3 | (not available in 25-26 for ORCO students) |
| Mathematical optimization | 6 | Tuesday 11:15-12:45 and Wednesday 17:00-18:30 (compatible with AMMOR) |
| Safety Critical Systems: from design to verification (MOSIG) | 6 | (not available in 25-26) |
| Information visualization (MOSIG) | 3 | Monday 11:15-12:45 |
| GPU Computing (MSIAM) | 6 | Monday 8:15-9:45 and Friday 8:15-9:45 |
| Robotics (MOSIG) | 6 | (not available in 25-26 for ORCO students) |
| 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 25-26 for ORCO students) |
| Human Computer Interaction (MOSIG) | 6 | (not available in 25-26 for ORCO students) |
| Explainable & Trustworthy AI (AI) | 3 | Wednesday 14:00-15:30 |
| Optimized Management & Processing for learning (AI) | 3 | Wednesday 15:30-17:00 |
| Generative, Multimodal AI (MSIAM) | 6 | (not available in 25-26 for ORCO students) |
| Next Generation Software Development(MOSIG) | 3 | (not available in 25-26 for ORCO students) |
Classes will start on Monday 22 september 2025.
