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.

Course availability and timetable may be updated in 25-26.

Mandatory courses
Advanced Models and Methods in Operations Research (ORCO)	6	Tuesday 9:00-12:15
Combinatorial Optimization and Graph Theory (ORCO)	6	Thursday 8:45-12:00
Optimization under Uncertainty (ORCO)	6	Monday 13:30-16:45
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 13:30-18:00
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 24-25)
Advanced Heuristic and Approximation Algorithms (ORCO)	3	(not available in 24-25)
Advanced Parallel Systems (MOSIG)	6	(not available in 25-26)
Mathematical Foundations of Machine Learning (MSIAM)	6	(not available in 24-25 for ORCO students)
Scientific Methodology, Regulatory and ethical data usage (MOSIG)	3
Learning, Probabilities and Causality (MSIAM)	6	(not available in 24-25)
Large scale Data Management (MOSIG)	6	Friday 14:00-17:00
Statistical learning: from parametric to nonparametric models (MSIAM)	6	Wednesday 11:15-12:45 and Thursday 14:00-15:30
Cryptographic engineering, protocols and security models, data privacy, coding and applications	6	(not available in 24-25 for ORCO students)
From Basic Machine Learning models to Advanced Kernel Learning	6	(not available in 24-25 for ORCO students)
Multi-Agent Systems (MOSIG)	3	(not available in 24-25 for ORCO students)
Mathematical optimization	6	(not available in 24-25 for ORCO students)
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 24-25 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	Wednesday 14:00-17:00
Human Computer Interaction (MOSIG)	6	Wednesday 9:45-11:15 and Friday 14:00-15:30
Explainable & Trustworthy AI (AI)	3
Optimized Management & Processing for learning (AI)	3
Generative, Multimodal AI (MSIAM)	6
Next Generation Software Development(MOSIG)	3

Classes will start on Monday 23 september 2024.