Programme des cours 2016-2017
Vue cycle du programme des coursBlOrThPrAuCr
Depending on your track record or your professional/research focus, some prerequisites/corequisites of your first year program might appear in bloc 2. You are therefore invited to go through the list of courses suggested in bloc 2 even if you enroll for the first time in this master program.
To complete their curriculum, students must earn or validate the 70 credits of the compulsory courses (including the master thesis), choose one option for 20 credits and 30 credits from one of the three professional foci.
Ideally, students enrolling in the master program should have acquired the skills and knowledge corresponding to the 40 credits in "Computer science" offered as part of the bachelor program in engineering.
Compulsory courses (B1 : 45Cr, B2 : 25Cr)
 INFO0085-1B1Q225-[+]5
 Compilers (anglais) - Pierre Geurts - [75h Proj.]
Corequis :
INFO0016-1 - Introduction to the theory of computation
INFO0012-3 - Computation structures
INFO0940-1 - Operating systems
 INFO0063-1B1Q13024[+]5
 Object-oriented software engineering (anglais) - Bernard Boigelot - [30h Proj.]
Corequis :
INFO0062-1 - Object-oriented programming
 INFO0016-1B1Q13030-5
 Introduction to the theory of computation (anglais) - Pierre Wolper
 MATH0462-1B1Q13020[+]5
 Discrete optimization (anglais) - Quentin Louveaux - [25h Proj.]
 INFO0051-1B1Q13025[+]5
 Logic (anglais) - Pascal Gribomont - [10h Proj.]
 ELEN0060-2B1Q23015[+]5
 Information and coding theory (anglais) - Louis Wehenkel - [30h Proj.]
 GEST3162-1B1Q12525-5
 Principles of management (anglais) - Michael Ghilissen, François Pichault, Thierry Pironet, Didier Van Caillie - Suppl : Fanny Fox
 PROJ0010-1B1TA10-[+]10
 Integrated software project, including fundamentals in project management (anglais) - Jean-Louis Binot, Bernard Boigelot, Benoît Donnet, Guy Leduc, Laurent Mathy - [290h Proj.]
Corequis :
INFO0063-1 - Object-oriented software engineering
INFO0010-4 - Introduction to computer networking
 ATFE0015-1B2TA--[+]25
 Master thesis (anglais) - Collégialité, Laurent Mathy - [750h Proj.]
Optional courses (B1 : 15Cr, B2 : 35Cr)
Students will choose one of the focuss below and will carry it on during the second bloc (B1 : 15Cr, B2 : 15Cr)
Professional focus on "Computer systems and networks" (B1 : 15Cr, B2 : 15Cr)
Compulsory courses
 INFO0031-1B1Q135-[+]5
 Computer network architectures and multimedia (anglais) - Guy Leduc - [10h Labo., 25h Proj.]
Corequis :
INFO0010-4 - Introduction to computer networking
 INFO0045-3B1Q23010[+]5
 Introduction to computer security (anglais) - Benoît Donnet - [8h Labo., 30h Proj.]
Students choosing this focus shall select, in addition to 10 credits of compulsory courses, 40 credits of elective courses inside or outside the focus. However, for his/her whole master program (block 1 and block 2), a total of 20 credits of options must be taken inside the focus. The regulation allows students to choose elective courses during the block of their choice, in accordance with the prerequisites and co-requisites. Students must also be attentive to schedule constraints. (B1 : 5Cr, B2 : 15Cr)
 INFO0064-2-Q12520-3
 Embedded systems (anglais) - Bernard Boigelot
 INFO2055-1-Q2--[+]2
 Embedded systems project (anglais) - Bernard Boigelot - [60h Proj.]
Corequis :
INFO0064-2 - Embedded systems
 INFO0941-1-Q220-[+]5
 Network measurement and monitoring (anglais) - Benoît Donnet - [60h Proj.]
Corequis :
INFO0031-1 - Computer network architectures and multimedia
 INFO2051-1-Q21510[+]5
 Object-oriented programming on mobile devices (anglais) - Laurent Mathy - [90h Proj.]
 INFO0056-1-Q230-[+]5
 Managing and securing computer networks (anglais) - Guy Leduc - [12h Labo., 55h Proj.]
Corequis :
INFO0045-3 - Introduction to computer security
 ELEN0002-2-Q13022[+]5
 Introduction to audio and video techniques (anglais) - Jean-Jacques Embrechts - [8h Labo.]
 INFO0939-1-Q13015[+]5
 High performance scientific computing (anglais) - Christophe Geuzaine - [20h Proj.]
Professional focus on "Intelligent Systems" (B1 : 15Cr, B2 : 15Cr)
Compulsory courses
 ELEN0062-1B1Q1305[+]5
 Introduction to machine learning (anglais) - Pierre Geurts, Louis Wehenkel - [40h Proj.]
Corequis :
MATH0462-1 - Discrete optimization
 SYST0003-1B2Q13030[+]5
 Linear control systems (anglais) - Guillaume Drion - [6h Labo.]
Students choosing this focus shall select, in addition to 10 credits of compulsory courses, 40 credits of elective courses inside or outside the focus. However, for his/her whole master program (block 1 and block 2), a total of 20 credits of options must be taken inside the focus. The regulation allows students to choose elective courses during the block of their choice, in accordance with the prerequisites and co-requisites. Students must also be attentive to schedule constraints. (B1 : 10Cr, B2 : 10Cr)
 ELEN0016-2-Q13010[+]5
 Computer vision (anglais) - Marc Van Droogenbroeck - [50h Proj.]
 INFO0948-2-Q2304[+]5
 Introduction to intelligent robotics (anglais) - Renaud Detry, Louis Wehenkel - [80h Proj.]
Corequis :
ELEN0062-1 - Introduction to machine learning
ELEN0016-2 - Computer vision
 INFO0049-1-Q23025[+]5
 Knowledge representation (anglais) - Pascal Gribomont - [50h Proj.]
Corequis :
INFO0051-1 - Logic
 INFO2049-1-Q130--5
 Web and Text Analytics (anglais) - Ashwin Ittoo
Corequis :
ELEN0062-1 - Introduction to machine learning
 INFO2046-2-Q125-[+]5
 Computational geometry (anglais) - Eric Béchet - [95h Proj.]
 MECA0031-2-Q23020[+]5
 Kinematics and dynamics of mechanisms (anglais) - Olivier Bruls - [40h Proj.]
 GBIO0002-1-Q13015[+]5
 Genetics and bioinformatics (anglais) - Franck Dequiedt, Kristel Van Steen - [15h Proj.]
Professional focus on "Management" (B1 : 15Cr, B2 : 15Cr)
Compulsory courses
 FINA0001-1B1Q245--5
 Analyse des états financiers et financement de l'entreprise - Jacques Berwart
 ECON2259-1B1Q24015-5
 Microéconomie et économie industrielle - Axel Gautier, Bernard Thiry
 LOGI0010-1B1Q245--5
 Supply Chain Management (anglais) - Yasemin Arda
 ERAS0011-1B2Q1--[+]2
 Business Simulation (anglais) - Anne Chanteux - [50h TD]
 GRHO0001-4B2Q145--5
 Gestion stratégique des ressources humaines - François Pichault - Suppl : Frédéric Naedenoen
 DROI0174-2B2Q245--5
 Droit commercial - Frédéric Daerden, Laurent  Stas de Richelle
Students choosing this focus shall select, in addition to 27 credits of compulsory courses, 23 credits of elective courses inside or outside the focus. One of the 3 language courses belonging to the focus must necessarily be chosen as an option in either block 1 or block 2, for 3 credits. The regulation allows students to choose elective courses during the block of their choice, in accordance with the prerequisites and co-requisites. Students must also be attentive to schedule constraints. (B2 : 3Cr)
 LANG1936-1B2TA30--3
 Néerlandais élémentaire 1 - Doris De Laet
 LANG1933-1B2Q230--3
 Allemand élémentaire 1 - Marie Mawhin
 LANG1934-1B2Q230--3
 Espagnol élémentaire 1 - Alexis Alvarez Barbosa
Research focus (B1 : 15Cr, B2 : 15Cr)
À destination des étudiants qui ont suivi cette finalité en 2015-2016.
Choose remaining credits in the lists below : (B2 : 20Cr)
Optional courses outside the focus


The following courses are corequisite to some compulsory courses of the master program. They must be taken as a priority, unless they were already taken as part of the bachelor in computer science, or unless the corresponding knowledge and skills have been acquired previously.
 MATH0500-1B2Q12414[+]5
 Introduction à l'algorithmique numérique - Quentin Louveaux - [6h Labo., 45h Proj.]
 INFO2050-1B2Q12520[+]5
 Programmation avancée - Pierre Geurts - [40h Proj.]
 INFO0010-4B2Q2352[+]5
 Introduction to computer networking (anglais) - Guy Leduc - [12h Labo., 40h Proj.]
 INFO0012-2B2Q13025[+]5
 Computation structures (anglais) - Pierre Wolper - [40h Proj.]
 INFO0940-1B2Q2306[+]5
 Operating systems (anglais) - Laurent Mathy - [80h Proj.]
[...]With the agreement of the jury, choose 5 credits in any course programme of the University-
Computer systems and networks
 INFO0031-1B2Q135-[+]5
 Computer network architectures and multimedia (anglais) - Guy Leduc - [10h Labo., 25h Proj.]
 INFO0045-3B2Q23010[+]5
 Introduction to computer security (anglais) - Benoît Donnet - [8h Labo., 30h Proj.]
 INFO0941-1B2Q220-[+]5
 Network measurement and monitoring (anglais) - Benoît Donnet - [60h Proj.]
Corequis :
INFO0031-1 - Computer network architectures and multimedia
 INFO2051-1B2Q21510[+]5
 Object-oriented programming on mobile devices (anglais) - Laurent Mathy - [90h Proj.]
 INFO0056-1B2Q230-[+]5
 Managing and securing computer networks (anglais) - Guy Leduc - [12h Labo., 55h Proj.]
Corequis :
INFO0045-3 - Introduction to computer security
 ELEN0002-2B2Q13022[+]5
 Introduction to audio and video techniques (anglais) - Jean-Jacques Embrechts - [8h Labo.]
 INFO0939-1B2Q13015[+]5
 High performance scientific computing (anglais) - Christophe Geuzaine - [20h Proj.]
Intelligent Systems
 ELEN0062-1B2Q1305[+]5
 Introduction to machine learning (anglais) - Pierre Geurts, Louis Wehenkel - [40h Proj.]
Corequis :
MATH0462-1 - Discrete optimization
 ELEN0016-2B2Q13010[+]5
 Computer vision (anglais) - Marc Van Droogenbroeck - [50h Proj.]
 INFO0948-2B2Q2304[+]5
 Introduction to intelligent robotics (anglais) - Renaud Detry, Louis Wehenkel - [80h Proj.]
Corequis :
ELEN0062-1 - Introduction to machine learning
ELEN0016-2 - Computer vision
 INFO0049-1B2Q23025[+]5
 Knowledge representation (anglais) - Pascal Gribomont - [50h Proj.]
Corequis :
INFO0051-1 - Logic
 INFO2046-2B2Q125-[+]5
 Computational geometry (anglais) - Eric Béchet - [95h Proj.]
 INFO2049-1B2Q130--5
 Web and Text Analytics (anglais) - Ashwin Ittoo
Corequis :
ELEN0062-1 - Introduction to machine learning
 GBIO0002-1B2Q13015[+]5
 Genetics and bioinformatics (anglais) - Franck Dequiedt, Kristel Van Steen - [15h Proj.]
Other optional courses
 INFO0064-2B2Q12520-3
 Embedded systems (anglais) - Bernard Boigelot
 INFO2055-1B2Q2--[+]2
 Embedded systems project (anglais) - Bernard Boigelot - [60h Proj.]
Corequis :
INFO0064-2 - Embedded systems
 INFO0050-1B2TA1510[+]5
 Constraint programming projects (anglais) - Pascal Gribomont - [80h Proj.]
Corequis :
INFO0049-1 - Knowledge representation
 INFO0060-1B2Q23010[+]5
 Concurrent system verification and temporal logic (anglais) - Bernard Boigelot, Pascal Gribomont, Pierre Wolper - [20h Proj.]
Prérequis :
INFO0016-1 - Introduction to the theory of computation
INFO0051-1 - Logic
 INFO0026-3B2Q22424[+]5
 Computer graphics (anglais) - Eric Béchet - [45h Proj.]
 GBIO0009-1B2Q12515[+]5
 Topics in bioinformatics (anglais) - Kristel Van Steen - [35h Proj.]
Prérequis :
GBIO0002-1 - Genetics and bioinformatics
 ELEN0019-2B2Q15-[+]5
 Audio signal processing : principles and experiments (anglais) - Jean-Jacques Embrechts - [24h Labo., 30h Proj.]
 MATH0461-2B2Q13020[+]5
 Introduction to numerical optimization (anglais) - Quentin Louveaux - [25h Proj.]
 GBIO0030-1B2Q22515[+]5
 Computational approaches to statistical genetics (anglais) - Kristel Van Steen - [35h Proj.]
Prérequis :
GBIO0002-1 - Genetics and bioinformatics
 INGE0012-1B2Q23030-5
 Scientific research in engineering and its impact on innovation (anglais) - Rodolphe Sepulchre
Internships and projects (maximum 15 credits)
 ASTG9005-1B2TA--[+]10
 Research Internship (anglais) - Benoît Donnet - [300h Proj.]
 ASTG0021-1B2TA--[+]10
 Technical company internship (anglais) - Laurent Mathy - [300h Proj.]
Remarque : the two company internships are mutually exclusive
 PROJ0011-1B2TA--[+]5
 Personal student project (anglais) - Bernard Boigelot, Collégialité - [150h Proj.]
Crédits supplémentaires Master en ingénieur civil en informatique
Students that are admitted to the master of science in Computer Science and Engineering without having obtained a degree of bachelor in engineering must add to their programme the following list of courses, to be taken in the first year of the master.
 INFO2050-1B0Q12520[+]5
 Programmation avancée - Pierre Geurts - [40h Proj.]
 MATH0495-1B0Q11515[+]3
 Eléments du calcul des probabilités - Pascal Gribomont - [5h Proj.]
 MATH0500-1B0Q12414[+]5
 Introduction à l'algorithmique numérique - Quentin Louveaux - [6h Labo., 45h Proj.]
 INFO0027-2B0Q23024[+]5
 Programming techniques (anglais) - Laurent Mathy - [70h Proj.]
 INFO0030-3B0Q220-[+]5
 Projet de programmation - Benoît Donnet - [100h Proj.]
 MATH1222-3B0Q22010[+]5
 Introduction aux processus stochastiques, Partim 1 : Chaînes de Markov - Pierre Geurts, Yvik Swan - [10h TD]