Students completing successfully this option will be able to
• apprehend engineering fields requiring a synergy between applied mathematics and computer science, such as algorithms, scientific computing, modeling of computer systems, optimization, machine learning and data mining ;
• apply wisely methods and techniques within advanced algorithms such as optimization methods, constraint programming, algorithmic graph, numerical or algorithmic analysis and design of algorithms ;
• identify and implement models and techniques relevant to statistics, machine learning and data mining; understand classes of applications such as the treatment of noisy data, pattern recognition or automatic information extraction in large data collections.
• apprehend engineering fields requiring a synergy between applied mathematics and computer science, such as algorithms, scientific computing, modeling of computer systems, optimization, machine learning and data mining ;
• apply wisely methods and techniques within advanced algorithms such as optimization methods, constraint programming, algorithmic graph, numerical or algorithmic analysis and design of algorithms ;
• identify and implement models and techniques relevant to statistics, machine learning and data mining; understand classes of applications such as the treatment of noisy data, pattern recognition or automatic information extraction in large data collections.
> Legend | ||||||||
The student shall select |
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De 20 à 30 credits parmi | ||||||||
Year | ||||||||
1 | 2 | |||||||
Compulsory courses in computing and applied mathematics | ||||||||
LINMA2710 | Numerical algorithms | Paul Van Dooren | 30h+22.5h | 5 credits | 2q | x | x | |
LINMA2111 | Discrete mathematics II : Algorithms and complexity | Vincent Blondel, Jean-Charles Delvenne (compensates Vincent Blondel) | 30h+22.5h | 5 credits | 2q | x | x | |
LINMA1702 | Applied mathematics : Optimization I | Vincent Blondel, François Glineur (compensates Vincent Blondel), François Glineur (coord.) | 30h+22.5h | 5 credits | 2q | x | x | |
LINGI2365 | Constraint programming | Yves Deville | 30h+15h | 5 credits | 2q | x | x | |
Elective courses in computing and applied mathematics
The student can select 10 credits amongst |
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LINMA1170 | Numerical analysis | Pierre-Antoine Absil, Paul Van Dooren (coord.) | 30h+22.5h | 5 credits | 1q | x | x | |
LINMA1691 | Discrete mathematics - Graph theory and algorithms | Vincent Blondel, Jean-Charles Delvenne (compensates Vincent Blondel) | 30h+22.5h | 5 credits | 1q | x | x | |
LINMA2450 | Combinatorial optimization | Jean-Charles Delvenne | 30h+22.5h | 5 credits | 1q | x | x | |
LINMA2470 | Discrete stochastic models | Philippe Chevalier | 30h+22.5h | 5 credits | 2q | x | x | |
LINMA2471 | Optimization models and methods | François Glineur | 30h+22.5h | 5 credits | 1q | x | x | |
LMAT2450 | Cryptography | Olivier Pereira | 30h+15h | 5 credits | 1q | x | x | |
LINGI2262 | Machine Learning :classification and evaluation | Pierre Dupont | 30h+30h | 5 credits | 2q | x | x | |
LINGE1222 | Multivariate Statistical Analysis | Johan Segers | 30h+15h | 4 credits | 2q | x | x | |
LSTAT2020 | Statistical computing | Céline Bugli | 20h+20h | 6 credits | 1q | x | x | |
LSINF2275 | Data mining & decision making | Marco Saerens | 30h+30h | 5 credits | 2q | x | x | |
LSINF2224 | Programming methods | Charles Pecheur | 30h+15h | 5 credits | 2q | x | x | |
LINGI2339 | Abstract interpretation | Baudouin Le Charlier | 30h+15h | 5 credits | 1q | x | x | |
LINGI2348 | Information theory and coding | Jérôme Louveaux, Benoît Macq (coord.), Olivier Pereira | 30h+15h | 5 credits | 2q | x | x | |
LINGI2143 | Concurrent systems : models and analysis | Charles Pecheur | 30h+15h | 5 credits | 1q | x | x | |
LMECA2300 | Advanced Numerical Methods | Christophe Craeye, Jonathan Lambrechts, Vincent Legat, Vincent Legat (compensates Jean-François Remacle), Jean-François Remacle | 30h+30h | 5 credits | 2q | x | x | |
LMECA2170 | Numerical Geometry | Vincent Legat, Vincent Legat (compensates Jean-François Remacle), Jean-François Remacle | 30h+30h | 5 credits | 1q | x | x |