2017-2018 / Master

Ingénieur civil en informatique, à finalité

120 crédits

Vue cycle

  • Bloc
  • Organisation
  • Théorie
  • Pratique
  • Autres
  • Crédits
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
CodeDétailsBlocOrganisationThéoriePratiqueAutresCrédits
INFO0085-1Compilers (anglais) - [75h Projet]
Corequis
INFO0940-1
Operating systems
INFO0012-3
Computation structures
INFO0016-1
Introduction to the theory of computation
B1Q225-[+]5
INFO0063-1Object-oriented software engineering (anglais) - [30h Projet]
Corequis
INFO0062-1
Object-oriented programming
B1Q13024[+]5
INFO0016-1Introduction to the theory of computation (anglais) B1Q13030-5
MATH0462-1Discrete optimization (anglais) - [25h Projet] B1Q13020[+]5
INFO0051-1Logic (anglais) - [10h Projet] B1Q13025[+]5
ELEN0060-2Information and coding theory (anglais) - [30h Projet] B1Q23015[+]5
GEST3162-1Principles of management (anglais) B1Q12525-5
PROJ0010-1Integrated software project, including fundamentals in project management (anglais) - [290h Projet]
Corequis
INFO0010-4
Introduction to computer networking
INFO0063-1
Object-oriented software engineering
B1TA10-[+]10
ATFE0015-1Master thesis (anglais) - [750h Projet]
Collégialité, Laurent Mathy
B2TA--[+]25

Optional courses

B1
15Cr
B2
35Cr

Students will choose one of the focus 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
CodeDétailsBlocOrganisationThéoriePratiqueAutresCrédits

Compulsory courses

INFO0031-1Computer network architectures and multimedia (anglais) - [10h Laboratoire, 25h Projet]
Corequis
INFO0010-4
Introduction to computer networking
B1Q135-[+]5
INFO0045-3Introduction to computer security (anglais) - [8h Laboratoire, 30h Projet] B1Q23010[+]5

Students choosing this focus shall select, in addition to 10 credits of compulsory courses, 20 credits of elective courses inside the focus. The remaining credits can be taken inside or outside 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
CodeDétailsBlocOrganisationThéoriePratiqueAutresCrédits
INFO0064-2Embedded systems (anglais) -Q12520-3
INFO2055-1Embedded systems project (anglais) - [60h Projet]
Corequis
INFO0064-2
Embedded systems
-Q2--[+]2
INFO0941-1Network measurement and monitoring (anglais) - [60h Projet]
Corequis
INFO0031-1
Computer network architectures and multimedia
-Q220-[+]5
INFO2051-1Object-oriented programming on mobile devices (anglais) - [90h Projet] -Q21510[+]5
INFO0056-1Managing and securing computer networks (anglais) - [12h Laboratoire, 55h Projet]
Corequis
INFO0045-3
Introduction to computer security
-Q230-[+]5
ELEN0002-2Introduction to audio and video techniques (anglais) - [8h Laboratoire] -Q13022[+]5
INFO0939-1High performance scientific computing (anglais) - [20h Projet] -Q13015[+]5
INFO8002-1Large-scale database systems (anglais) - [45h Projet] -Q12510[+]5

Professional focus on "Intelligent Systems"

B1
15Cr
B2
15Cr
CodeDétailsBlocOrganisationThéoriePratiqueAutresCrédits

Compulsory courses

ELEN0062-1Introduction to machine learning (anglais) - [40h Projet]
Corequis
MATH0462-1
Discrete optimization
B1Q1305[+]5
SYST0003-1Linear control systems (anglais) - [6h Laboratoire] B2Q13030[+]5

Students choosing this focus shall select, in addition to 10 credits of compulsory courses, 20 credits of elective courses inside the focus. The remaining credits can be taken inside or outside 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
CodeDétailsBlocOrganisationThéoriePratiqueAutresCrédits
ELEN0016-2Computer vision (anglais) - [50h Projet] -Q13010[+]5
INFO0948-2Introduction to intelligent robotics (anglais) - [80h Projet]
Corequis
ELEN0016-2
Computer vision
ELEN0062-1
Introduction to machine learning
-Q2304[+]5
INFO0049-1Knowledge representation (anglais) - [50h Projet]
Corequis
INFO0051-1
Logic
-Q23025[+]5
INFO2049-1Web and Text Analytics (anglais)
Corequis
ELEN0062-1
Introduction to machine learning
-Q130--5
INFO2046-2Computational geometry (anglais) - [95h Projet] -Q125-[+]5
MECA0031-2Kinematics and dynamics of mechanisms (anglais) - [40h Projet] -Q23020[+]5
GBIO0002-1Genetics and bioinformatics (anglais) - [15h Projet] -Q13015[+]5
SYST0021-1(pas organisé en 2017-2018) Optimal Control and Dynamic Programming (anglais)
N...
-Q23030-5
DROI8031-3Introduction to the law of robots, Law of artificial intelligence, robots and data-driven algorithmic applications (anglais) -Q120--5
INFO8003-1Optimal decision making for complex problems (anglais) - [45h Projet] -Q22510[+]5
INFO8004-1Advanced Machine learning (anglais) - [45h Projet] -Q2305[+]5

Professional focus on "Management"

B1
15Cr
B2
15Cr
CodeDétailsBlocOrganisationThéoriePratiqueAutresCrédits
Registration to this focus only with a file (contact: C. Puit)

Compulsory courses

FINA0001-1Analyse des états financiers et financement de l'entreprise B1Q245--5
ECON2259-1Microéconomie et économie industrielle B1Q24015-5
LOGI0010-1Supply Chain Management (anglais) B1Q245--5
ERAS0011-1Business Simulation (anglais) - [50h Travaux dirigés] B2Q1--[+]2
GRHO0001-4Gestion stratégique des ressources humaines B2Q145--5
DROI0174-2Droit commercial B2Q245--5

Students choosing this focus shall select, in addition to 27 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.
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
CodeDétailsBlocOrganisationThéoriePratiqueAutresCrédits
LANG1936-1Néerlandais élémentaire 1 B2TA30--3
LANG1933-1Allemand élémentaire 1 B2Q230--3
LANG1934-1Espagnol élémentaire 1 B2TA30--3

Choose remaining credits in the lists below :

B2
20Cr
CodeDétailsBlocOrganisationThéoriePratiqueAutresCrédits

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.
MATH0500-1Introduction à l'algorithmique numérique - [6h Laboratoire, 45h Projet] B2Q12414[+]5
INFO2050-1Programmation avancée - [40h Projet] B2Q12520[+]5
INFO0010-4Introduction to computer networking (anglais) - [12h Laboratoire, 40h Projet] B2Q2352[+]5
INFO0012-2Computation structures (anglais) - [40h Projet] B2Q13025[+]5
INFO0940-1Operating systems (anglais) - [30h Projet] B2Q2306[+]5

Computer systems and networks

INFO0031-1Computer network architectures and multimedia (anglais) - [10h Laboratoire, 25h Projet] B2Q135-[+]5
INFO0045-3Introduction to computer security (anglais) - [8h Laboratoire, 30h Projet] B2Q23010[+]5
INFO0941-1Network measurement and monitoring (anglais) - [60h Projet]
Corequis
INFO0031-1
Computer network architectures and multimedia
B2Q220-[+]5
INFO2051-1Object-oriented programming on mobile devices (anglais) - [90h Projet] B2Q21510[+]5
INFO0056-1Managing and securing computer networks (anglais) - [12h Laboratoire, 55h Projet]
Corequis
INFO0045-3
Introduction to computer security
B2Q230-[+]5
ELEN0002-2Introduction to audio and video techniques (anglais) - [8h Laboratoire] B2Q13022[+]5
INFO0939-1High performance scientific computing (anglais) - [20h Projet] B2Q13015[+]5
INFO2060-1Advanced operating systems (anglais) B2Q13030-5
INFO8002-1Large-scale database systems (anglais) - [45h Projet] B2Q12510[+]5

Intelligent Systems

ELEN0062-1Introduction to machine learning (anglais) - [40h Projet]
Corequis
MATH0462-1
Discrete optimization
B2Q1305[+]5
ELEN0016-2Computer vision (anglais) - [50h Projet] B2Q13010[+]5
INFO0948-2Introduction to intelligent robotics (anglais) - [80h Projet]
Corequis
ELEN0016-2
Computer vision
ELEN0062-1
Introduction to machine learning
B2Q2304[+]5
INFO0049-1Knowledge representation (anglais) - [50h Projet]
Corequis
INFO0051-1
Logic
B2Q23025[+]5
INFO2046-2Computational geometry (anglais) - [95h Projet] B2Q125-[+]5
INFO2049-1Web and Text Analytics (anglais)
Corequis
ELEN0062-1
Introduction to machine learning
B2Q130--5
GBIO0002-1Genetics and bioinformatics (anglais) - [15h Projet] B2Q13015[+]5
INFO8003-1Optimal decision making for complex problems (anglais) - [45h Projet] B2Q22510[+]5
INFO8004-1Advanced Machine learning (anglais) - [45h Projet] B2Q2305[+]5
DROI8031-3Introduction to the law of robots, Law of artificial intelligence, robots and data-driven algorithmic applications (anglais) B2Q120--5

Other optional courses

INFO0064-2Embedded systems (anglais) B2Q12520-3
INFO2055-1Embedded systems project (anglais) - [60h Projet]
Corequis
INFO0064-2
Embedded systems
B2Q2--[+]2
INFO0050-1Constraint programming projects (anglais) - [80h Projet]
Corequis
INFO0049-1
Knowledge representation
B2TA1510[+]5
INFO0060-1Concurrent system verification and temporal logic (anglais) - [20h Projet]
Prérequis
INFO0051-1
Logic
INFO0016-1
Introduction to the theory of computation
B2Q23010[+]5
INFO0026-3Computer graphics (anglais) - [45h Projet] B2Q22424[+]5
GBIO0009-1Topics in bioinformatics (anglais) - [35h Projet]
Prérequis
GBIO0002-1
Genetics and bioinformatics
B2Q12515[+]5
ELEN0019-2Audio signal processing : principles and experiments (anglais) - [24h Laboratoire, 30h Projet] B2Q15-[+]5
MATH0461-2Introduction to numerical optimization (anglais) - [25h Projet] B2Q13020[+]5
GBIO0030-1Computational approaches to statistical genetics (anglais) - [35h Projet]
Prérequis
GBIO0002-1
Genetics and bioinformatics
B2Q22515[+]5
INGE0012-1Scientific research in engineering and its impact on innovation (anglais) B2Q23030-5
INFO8005-1Semantic Data (anglais) - [45h Projet]
N...
B2Q22510[+]5
INFO8006-1Introduction to artificial intelligence (anglais) - [45h Projet] B2Q12510[+]5

Internships and projects (maximum 15 credits)

ASTG9005-1Research Internship (anglais) - [300h Projet] B2TA--[+]10
ASTG0021-1Technical company internship (anglais) - [300h Projet] B2TA--[+]10
Remarque : the two company internships are mutually exclusive
PROJ0011-1Personal student project (anglais) - [150h Projet]
Bernard Boigelot, Collégialité
B2TA--[+]5
[...] With the agreement of the jury, choose 5 credits in any course programme of the University-

Crédits supplémentaires Master en ingénieur civil en informatique

CodeDétailsBlocOrganisationThéoriePratiqueAutresCrédits
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.
INFO2050-1Programmation avancée - [40h Projet] B0Q12520[+]5
MATH0495-1Eléments du calcul des probabilités - [5h Projet] B0Q11515[+]3
MATH0500-1Introduction à l'algorithmique numérique - [6h Laboratoire, 45h Projet] B0Q12414[+]5
INFO0027-2Programming techniques (anglais) - [70h Projet] B0Q23024[+]5
INFO0030-3Projet de programmation - [100h Projet] B0Q220-[+]5
MATH1222-3Introduction aux processus stochastiques, Partim 1 : Chaînes de Markov - [10h Travaux dirigés] B0Q22010[+]5