Programme des cours Faculté des Sciences Appliquées Master en ingénieur civil en informatique, à finalité

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Vue bloc du programme des cours Or Th Pr Au Cr Bloc 1 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. INFO0085-1 Compilers (anglais) - Pierre GEURTS - [75h Q2 25 - [+] 5 INFO0940-1 - Operating systems INFO0012-3 - Computation structures INFO0016-1 - Introduction to the theory of computation INFO0063-1 Object-oriented software engineering (anglais) - Bernard BOIGELOT - [30h INFO0062-1 - Object-oriented programming Q1 30 24 [+] 5 INFO0016-1 Introduction to the theory of computation (anglais) - Pierre WOLPER Q1 30 30-5 MATH0462-1 Discrete optimization (anglais) - Quentin LOUVEAUX - [25h Q1 30 20 [+] 5 INFO0051-1 Logic (anglais) - Pascal GRIBOMONT - [10h Q1 30 25 [+] 5 ELEN0060-2 Information and coding theory (anglais) - Louis WEHENKEL - [30h Q2 30 15 [+] 5 GEST3162-1 PROJ0010-1 Optional courses Principles of management (anglais) - Michael GHILISSEN, François PICHAULT, Thierry PIRONET, Didier VAN CAILLIE Integrated software project, including fundamentals in project management (anglais) - JeanLouis BINOT, Benoît DONNET, Guy LEDUC, Laurent MATHY - [290h INFO0010-4 - Introduction to computer networking INFO0063-1 - Object-oriented software engineering Choose one focus among the three below : Professional focus on "Computer systems and networks" INFO0031-1 Programme des cours 2017-2018 Computer network architectures and multimedia (anglais) - Guy LEDUC - [10h Labo., 25h INFO0010-4 - Introduction to computer networking INFO0045-3 Introduction to computer security (anglais) - Benoît DONNET - [8h Labo., 30h Q1 25 25-5 TA 10 - [+] 10 Q1 35 - [+] 5 Q2 30 10 [+] 5 Students choosing this focus shall select, in addition to 10 credits of compulsory courses, 5 credits of elective courses inside the focus. The remaining credits can be taken inside or outside the focus. INFO0064-2 Embedded systems (anglais) - Bernard BOIGELOT Q1 25 20-3 INFO2055-1 Embedded systems project (anglais) - Bernard BOIGELOT - [60h INFO0064-2 - Embedded systems Q2 - - [+] 2 Date de validité des données : 01/10/2017 - Page 1 / 6

INFO0941-1 Network measurement and monitoring (anglais) - Benoît DONNET - [60h INFO0031-1 - Computer network architectures and multimedia INFO2051-1 Object-oriented programming on mobile devices (anglais) - Laurent MATHY - [90h INFO0056-1 Managing and securing computer networks (anglais) - Guy LEDUC - [12h Labo., 55h INFO0045-3 - Introduction to computer security ELEN0002-2 Introduction to audio and video techniques (anglais) - JeanJacques EMBRECHTS - [8h Labo.] INFO0939-1 High performance scientific computing (anglais) - Christophe GEUZAINE - [20h Q2 20 - [+] 5 Q2 15 10 [+] 5 Q2 30 - [+] 5 Q1 30 22 [+] 5 INFO8002-1 Large-scale database systems (anglais) - Gilles LOUPPE - [45h Q1 25 10 [+] 5 Professional focus on "Intelligent Systems" ELEN0062-1 Programme des cours 2017-2018 Introduction to machine learning (anglais) - Pierre GEURTS, Louis WEHENKEL - [40h MATH0462-1 - Discrete optimization Q1 30 5 [+] 5 Students choosing this focus shall select, in addition to 5 credits of compulsory courses, 10 credits of elective courses inside the focus. The remaining credits can be taken inside or outside the focus. ELEN0016-2 Computer vision (anglais) - Marc VAN DROOGENBROECK - [50h INFO0948-2 Introduction to intelligent robotics (anglais) - Renaud DETRY - [80h ELEN0016-2 - Computer vision INFO0049-1 Knowledge representation (anglais) - Pascal GRIBOMONT - [50h Q1 30 10 [+] 5 Q2 30 4 [+] 5 Q2 30 25 [+] 5 INFO2049-1 Web and Text Analytics (anglais) - Ashwin ITTOO Q1 30 - - 5 INFO2046-2 Computational geometry (anglais) - Eric BÉCHET - [95h Q1 25 - [+] 5 MECA0031-2 Kinematics and dynamics of mechanisms (anglais) - Olivier BRULS - [40h GBIO0002-1 SYST0021-1 DROI8031-3 Genetics and bioinformatics (anglais) - Franck DEQUIEDT, Kristel VAN STEEN - [15h (pas organisé en 2017-2018) Optimal Control and Dynamic Programming (anglais) - N... Introduction to the law of robots, Law of artificial intelligence, robots and data-driven algorithmic applications (anglais) - Nicolas PETIT INFO8003-1 Optimal decision making for complex problems (anglais) - Damien ERNST - [45h Q2 30 20 [+] 5 Q2 30 30-5 Q1 20 - - 5 Q2 25 10 [+] 5 INFO8004-1 Advanced Machine learning (anglais) - [45h Q2 30 5 [+] 5 Date de validité des données : 01/10/2017 - Page 2 / 6

Programme des cours 2017-2018 Professional focus on "Management" Registration to this focus only with a file (contact: C. Puit) Bloc 2 FINA0001-1 Analyse des états financiers et financement de l'entreprise Q2 45 - - 5 ECON2259-1 Microéconomie et économie industrielle - Axel GAUTIER, Bernard THIRY Q2 40 15-5 LOGI0010-1 Supply Chain Management (anglais) - Yasemin ARDA Q2 45 - - 5 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. ATFE0015-1 Master thesis (anglais) - COLLÉGIALITÉ, Laurent MATHY - [750h TA - - [+] 25 Optional courses Carry on the focus during the second bloc : Professional focus on "Computer systems and networks" Students choosing this focus shall select 15 credits of elective courses inside the focus. The raminig credits can be taken inside or outside the focus. INFO0064-2 Embedded systems (anglais) - Bernard BOIGELOT Q1 25 20-3 INFO2055-1 Embedded systems project (anglais) - Bernard BOIGELOT - [60h INFO0064-2 - Embedded systems INFO0941-1 Network measurement and monitoring (anglais) - Benoît DONNET - [60h INFO0031-1 - Computer network architectures and multimedia INFO2051-1 Object-oriented programming on mobile devices (anglais) - Laurent MATHY - [90h INFO0056-1 Managing and securing computer networks (anglais) - Guy LEDUC - [12h Labo., 55h INFO0045-3 - Introduction to computer security ELEN0002-2 Introduction to audio and video techniques (anglais) - JeanJacques EMBRECHTS - [8h Labo.] INFO0939-1 High performance scientific computing (anglais) - Christophe GEUZAINE - [20h Q2 - - [+] 2 Q2 20 - [+] 5 Q2 15 10 [+] 5 Q2 30 - [+] 5 Q1 30 22 [+] 5 INFO8002-1 Large-scale database systems (anglais) - Gilles LOUPPE - [45h Q1 25 10 [+] 5 Professional focus on "Intelligent Systems" SYST0003-1 Linear control systems (anglais) - Guillaume DRION - [6h Labo.] Q1 30 30 [+] 5 Students choosing this focus shall select, in addition to 5 credits of compulsory courses, 10 credits of elective courses inside the focus. The remaining credits can be taken inside or outside the focus. ELEN0016-2 Computer vision (anglais) - Marc VAN DROOGENBROECK - [50h Q1 30 10 [+] 5 Date de validité des données : 01/10/2017 - Page 3 / 6

INFO0948-2 Introduction to intelligent robotics (anglais) - Renaud DETRY - [80h ELEN0016-2 - Computer vision INFO0049-1 Knowledge representation (anglais) - Pascal GRIBOMONT - [50h Q2 30 4 [+] 5 Q2 30 25 [+] 5 INFO2049-1 Web and Text Analytics (anglais) - Ashwin ITTOO Q1 30 - - 5 INFO2046-2 Computational geometry (anglais) - Eric BÉCHET - [95h Q1 25 - [+] 5 MECA0031-2 Kinematics and dynamics of mechanisms (anglais) - Olivier BRULS - [40h GBIO0002-1 SYST0021-1 DROI8031-3 Genetics and bioinformatics (anglais) - Franck DEQUIEDT, Kristel VAN STEEN - [15h (pas organisé en 2017-2018) Optimal Control and Dynamic Programming (anglais) - N... Introduction to the law of robots, Law of artificial intelligence, robots and data-driven algorithmic applications (anglais) - Nicolas PETIT INFO8003-1 Optimal decision making for complex problems (anglais) - Damien ERNST - [45h Q2 30 20 [+] 5 Q2 30 30-5 Q1 20 - - 5 Q2 25 10 [+] 5 INFO8004-1 Advanced Machine learning (anglais) - [45h Q2 30 5 [+] 5 Professional focus on "Management" Registration to this focus only with a file (contact: C. Puit) ERAS0011-1 Business Simulation (anglais) - Anne CHANTEUX - [50h TD] Q1 - - [+] 2 GRHO0001-4 Gestion stratégique des ressources humaines - François PICHAULT Q1 45 - - 5 DROI0174-2 Droit commercial - Frédéric DAERDEN, Laurent STAS DE RICHELLE Q2 45 - - 5 Students choosing this focus shall select, in addition to 12 credits of compulsory courses, 3 credits of elective courses inside 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. The remaining credits can be taken outside the focus. LANG1936-1 Néerlandais élémentaire 1 - Doris DE LAET TA 30 - - 3 LANG1933-1 Allemand élémentaire 1 - Marie MAWHIN Q2 30 - - 3 LANG1934-1 Espagnol élémentaire 1 - Alexis ALVAREZ BARBOSA Q2 30 - - 3 Choose remaining credits in the lists below : 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. MATH0500-1 Introduction à l'algorithmique numérique - Quentin LOUVEAUX - [6h Labo., 45h Q1 24 14 [+] 5 INFO2050-1 Programmation avancée - Pierre GEURTS - [40h Q1 25 20 [+] 5 INFO0010-4 Programme des cours 2017-2018 Introduction to computer networking (anglais) - Guy LEDUC - [12h Labo., 40h Q2 35 2 [+] 5 Date de validité des données : 01/10/2017 - Page 4 / 6

Programme des cours 2017-2018 INFO0012-2 Computation structures (anglais) - Pierre WOLPER - [40h Q1 30 25 [+] 5 INFO0940-1 Operating systems (anglais) - Laurent MATHY - [30h Q2 30 6 [+] 5 Computer systems and networks INFO0031-1 Computer network architectures and multimedia (anglais) - Guy LEDUC - [10h Labo., 25h INFO0045-3 Introduction to computer security (anglais) - Benoît DONNET - [8h Labo., 30h INFO0941-1 Network measurement and monitoring (anglais) - Benoît DONNET - [60h INFO0031-1 - Computer network architectures and multimedia INFO2051-1 Object-oriented programming on mobile devices (anglais) - Laurent MATHY - [90h INFO0056-1 Managing and securing computer networks (anglais) - Guy LEDUC - [12h Labo., 55h INFO0045-3 - Introduction to computer security ELEN0002-2 Introduction to audio and video techniques (anglais) - JeanJacques EMBRECHTS - [8h Labo.] INFO0939-1 High performance scientific computing (anglais) - Christophe GEUZAINE - [20h Q1 35 - [+] 5 Q2 30 10 [+] 5 Q2 20 - [+] 5 Q2 15 10 [+] 5 Q2 30 - [+] 5 Q1 30 22 [+] 5 INFO2060-1 Advanced operating systems (anglais) - Laurent MATHY Q1 30 30-5 Intelligent Systems ELEN0062-1 Introduction to machine learning (anglais) - Pierre GEURTS, Louis WEHENKEL - [40h MATH0462-1 - Discrete optimization Q1 30 5 [+] 5 ELEN0016-2 Computer vision (anglais) - Marc VAN DROOGENBROECK - [50h Q1 30 10 [+] 5 INFO0948-2 Introduction to intelligent robotics (anglais) - Renaud DETRY - [80h Q2 30 4 [+] 5 ELEN0016-2 - Computer vision INFO0049-1 Knowledge representation (anglais) - Pascal GRIBOMONT - [50h Q2 30 25 [+] 5 INFO2046-2 Computational geometry (anglais) - Eric BÉCHET - [95h Q1 25 - [+] 5 INFO2049-1 Web and Text Analytics (anglais) - Ashwin ITTOO Q1 30 - - 5 GBIO0002-1 Other optional courses Genetics and bioinformatics (anglais) - Franck DEQUIEDT, Kristel VAN STEEN - [15h INFO0064-2 Embedded systems (anglais) - Bernard BOIGELOT Q1 25 20-3 INFO2055-1 Embedded systems project (anglais) - Bernard BOIGELOT - [60h Q2 - - [+] 2 INFO0064-2 - Embedded systems INFO0050-1 Constraint programming projects (anglais) - Pascal GRIBOMONT - [80h TA 15 10 [+] 5 Date de validité des données : 01/10/2017 - Page 5 / 6

Programme des cours 2017-2018 INFO0049-1 - Knowledge representation INFO0060-1 Concurrent system verification and temporal logic (anglais) - Bernard BOIGELOT, Pascal GRIBOMONT, Pierre WOLPER - [20h Prérequis : INFO0016-1 - Introduction to the theory of computation Q2 30 10 [+] 5 INFO0026-3 Computer graphics (anglais) - Eric BÉCHET - [45h Q2 24 24 [+] 5 GBIO0009-1 Topics in bioinformatics (anglais) - Kristel VAN STEEN - [35h Q1 25 15 [+] 5 Prérequis : GBIO0002-1 - Genetics and bioinformatics ELEN0019-2 Audio signal processing : principles and experiments (anglais) - JeanJacques EMBRECHTS - [24h Labo., 30h MATH0461-2 Introduction to numerical optimization (anglais) - Quentin LOUVEAUX - [25h GBIO0030-1 Computational approaches to statistical genetics (anglais) - Kristel VAN STEEN - [35h Prérequis : GBIO0002-1 - Genetics and bioinformatics INGE0012-1 Scientific research in engineering and its impact on innovation (anglais) - Rodolphe SEPULCHRE Q1 5 - [+] 5 Q1 30 20 [+] 5 Q2 25 15 [+] 5 Q2 30 30-5 INFO8005-1 Semantic Data (anglais) - N... - [45h Q2 25 10 [+] 5 INFO8006-1 Introduction to artificial intelligence (anglais) - Gilles LOUPPE - [45h Internships and projects (maximum 15 credits) Q1 25 10 [+] 5 ASTG9005-1 Research Internship (anglais) - Benoît DONNET - [300h TA - - [+] 10 ASTG0021-1 Technical company internship (anglais) - Laurent MATHY - [300h TA - - [+] 10 Remarque : the two company internships are mutually exclusive PROJ0011-1 Personal student project (anglais) - Bernard BOIGELOT, COLLÉGIALITÉ - [150h [...] With the agreement of the jury, choose 5 credits in any course programme of the University Bloc d'aménagement du programme de l'année TA - - [+] 5 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. INFO2050-1 Programmation avancée - Pierre GEURTS - [40h Q1 25 20 [+] 5 MATH0495-1 Eléments du calcul des probabilités - Pascal GRIBOMONT - [5h Q1 15 15 [+] 3 MATH0500-1 Introduction à l'algorithmique numérique - Quentin LOUVEAUX - [6h Labo., 45h Q1 24 14 [+] 5 INFO0027-2 Programming techniques (anglais) - Laurent MATHY - [70h Q2 30 24 [+] 5 INFO0030-3 Projet de programmation - Benoît DONNET - [100h Q2 20 - [+] 5 MATH1222-3 Introduction aux processus stochastiques, Partim 1 : Chaînes de Markov - Pierre GEURTS, N... - [10h TD] Q2 20 10 [+] 5 Date de validité des données : 01/10/2017 - Page 6 / 6