2022-2023 / 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 65 credits of the compulsory courses (including the master thesis), choose 30 credits from one of the three professional foci and take 25 credits of optional courses.
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
40Cr
B2
25Cr
CodeDétailsBlocOrganisationThéoriePratiqueAutresCrédits
INFO0085-1Compilers (anglais) - [75h Projet]
Corequis
INFO0016-1
Introduction to the theory of computation
INFO0012-2
Computation structures
INFO0940-1
Operating systems
B1Q225-[+]5
ELEN0062-1Introduction to machine learning (anglais) - [40h Projet] B1Q1305[+]5
INFO0016-1Introduction to the theory of computation (anglais) B1Q12626-5
INFO0940-1Operating systems (anglais) - [30h Projet]
Prérequis
INFO0012-2
Computation structures
Corequis
INFO9012-1
Parallel Programming
B1Q2306[+]5
ELEN0060-2Information and coding theory (anglais) - [30h Projet] B1Q23015[+]5
GEST3162-1Principles of management (anglais) - [25h Projet] B1Q130-[+]5
PROJ0010-1Software project engineering and management (anglais) - [280h Projet]
Prérequis
INFO0062-1
Object-oriented programming
Corequis
INFO0010-4
Introduction to computer networking
INFO0902-1
Structures des données et algorithmes
B1TA20-[+]10
ATFE0015-1Master thesis (anglais) - [750h Projet]
Collégialité, Laurent Mathy
B2TA--[+]25

Optional courses

B1
20Cr
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 security"

B1
15Cr
B2
15Cr
CodeDétailsBlocOrganisationThéoriePratiqueAutresCrédits

Compulsory courses

INFO0031-1Network Engineering (anglais) - [12h Laboratoire, 30h Projet]
Corequis
INFO0010-4
Introduction to computer networking
B1Q230-[+]5
INFO0045-3Introduction to computer security (anglais) - [10h Laboratoire, 30h Projet]
Corequis
INFO0902-1
Structures des données et algorithmes
INFO0010-4
Introduction to computer networking
INFO0012-2
Computation structures
B1Q1306[+]5

Students choosing this focus shall select, in addition to 10 credits of compulsory courses, 45 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
CodeDétailsBlocOrganisationThéoriePratiqueAutresCrédits
INFO0064-2Embedded systems (anglais) -Q12520-3
INFO2055-1Embedded systems project (anglais) - [60h Projet]
Corequis
INFO0064-2
Embedded systems
-Q2--[+]2
INFO2051-1Object-oriented programming on mobile devices (anglais) - [90h Projet] -Q11510[+]5
INFO0056-1Securing Networks (anglais) - [12h Laboratoire, 30h Projet] (années paires, organisé en 2022-2023)
Corequis
INFO0010-4
Introduction to computer networking
INFO0045-3
Introduction to computer security
-Q230-[+]5
INFO0939-1High performance scientific computing (anglais) - [20h Projet] -Q13015[+]5
INFO8002-1Large-scale data systems (anglais) - [45h Projet] (années impaires, pas organisé en 2022-2023)
-Q12510[+]5
INFO8012-1Digital Forensics (anglais) - [12h Laboratoire, 30h Projet] (années paires, organisé en 2022-2023)
Corequis
INFO0940-1
Operating systems
INFO0085-1
Compilers
INFO0010-4
Introduction to computer networking
-Q230-[+]5
INFO8011-1Network infrastructures (anglais) - [8h Laboratoire, 30h Projet]
Corequis
INFO0010-4
Introduction to computer networking
-Q130-[+]5
INFO8013-1Advanced Computer Security (anglais) - [20h Laboratoire, 30h Projet] (années impaires, pas organisé en 2022-2023)
Corequis
INFO0045-3
Introduction to computer security
-Q120-[+]5
INFO9016-1Advanced Databases (anglais) -Q22420-5

Professional focus on "Intelligent Systems"

B1
15Cr
B2
15Cr
CodeDétailsBlocOrganisationThéoriePratiqueAutresCrédits

Compulsory courses

INFO8010-1Deep learning (anglais) - [55h Projet] B1Q22510[+]5
SYST0003-1Linear control systems (anglais) B1Q15
Theory   266- 
Control system design in time domain and frequency domain - [6h Laboratoire]   -20[+] 

Students choosing this focus shall select, in addition to 10 credits of compulsory courses, 45 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
CodeDétailsBlocOrganisationThéoriePratiqueAutresCrédits
ELEN0016-2Computer vision (anglais) - [50h Projet] -Q13010[+]5
INFO0948-2Introduction to intelligent robotics (anglais) - [80h Projet] -Q2304[+]5
INFO2049-1Web and Text Analytics (anglais)
Corequis
ELEN0062-1
Introduction to machine learning
-Q130--5
GBIO0002-1Genetics and bioinformatics (anglais) - [15h Projet] -Q13015[+]5
DROI1357-1European law, (big) data and artificial intelligence applications seminar (anglais) -Q124--5
INFO8003-1Optimal decision making for complex problems (anglais) - [45h Projet] -Q22510[+]5
INFO8004-1Advanced Machine learning (anglais) - [45h Projet] -Q225-[+]5
INFO8006-1Introduction to artificial intelligence (anglais) - [45h Projet] -Q12520[+]5
INFO9014-1Knowledge representation and reasoning (anglais)
Corequis
INFO9015-1
Logic for Computer Science
-Q22420-5

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
FINA0017-1Comptabilité générale (hd) B1Q13015-5
LOGI0010-1Supply Chain Management (anglais) B1Q245--5
ERAS0011-1Business Simulation (anglais) - [50h Travaux dirigés] B2Q1--[+]2
GRHO0001-4Gestion stratégique des ressources humaines B2Q145--5
DROI2003-2Gestion juridique générale de l'entrepriseB2Q25
Droit des sociétés   25-- 
Droit fiscal - [5h Conférence]   25-[+] 

Students choosing this focus shall select, in addition to 27 credits of compulsory courses, 28 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
CodeDétailsBlocOrganisationThéoriePratiqueAutresCrédits
LANG1936-1Néerlandais élémentaire 1 B2Q230--3
LANG1933-1Allemand élémentaire 1 B2TA30--3
LANG1934-1Espagnol élémentaire 1 B2TA30--3

Choose remaining credits in the lists below :

B1
5Cr
B2
20Cr
CodeDétailsBlocOrganisationThéoriePratiqueAutresCrédits

Optional courses outside the focus



Computer Science foundation courses

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 of science in engineering, or unless the corresponding knowledge and skills have been acquired previously.
INFO0902-1Structures des données et algorithmes - [40h Projet] B1Q22620[+]5
INFO0010-4Introduction to computer networking (anglais) - [12h Laboratoire, 40h Projet] B1Q1352[+]5
INFO0012-2Computation structures (anglais) - [40h Projet] B1Q12626[+]5
INFO0062-1Object-oriented programming (anglais) - [20h Projet] B1Q22520[+]5
INFO9012-1Parallel Programming (anglais) B1Q22525-5


Computer systems security

INFO0031-1Network Engineering (anglais) - [12h Laboratoire, 30h Projet] -Q230-[+]5
INFO0045-3Introduction to computer security (anglais) - [10h Laboratoire, 30h Projet]
Corequis
INFO0902-1
Structures des données et algorithmes
INFO0012-2
Computation structures
INFO0010-4
Introduction to computer networking
-Q1306[+]5
INFO0056-1Securing Networks (anglais) - [12h Laboratoire, 30h Projet] (années paires, organisé en 2022-2023)
Corequis
INFO0045-3
Introduction to computer security
INFO0010-4
Introduction to computer networking
-Q230-[+]5
INFO0939-1High performance scientific computing (anglais) - [20h Projet] -Q13015[+]5
INFO8002-1Large-scale data systems (anglais) - [45h Projet] (années impaires, pas organisé en 2022-2023)
-Q12510[+]5
INFO8012-1Digital Forensics (anglais) - [12h Laboratoire, 30h Projet] (années paires, organisé en 2022-2023)
Prérequis
INFO0940-1
Operating systems
Corequis
INFO0085-1
Compilers
INFO0010-4
Introduction to computer networking
-Q230-[+]5
INFO8011-1Network infrastructures (anglais) - [8h Laboratoire, 30h Projet]
Corequis
INFO0010-4
Introduction to computer networking
-Q130-[+]5
INFO8013-1Advanced Computer Security (anglais) - [20h Laboratoire, 30h Projet] (années impaires, pas organisé en 2022-2023)
Corequis
INFO0045-3
Introduction to computer security
-Q120-[+]5

Intelligent Systems

INFO8010-1Deep learning (anglais) - [55h Projet]
Corequis
ELEN0062-1
Introduction to machine learning
-Q22510[+]5
ELEN0016-2Computer vision (anglais) - [50h Projet] -Q13010[+]5
INFO9015-1Logic for Computer Science (anglais) -Q12420-5
INFO0948-2Introduction to intelligent robotics (anglais) - [80h Projet]
Corequis
ELEN0062-1
Introduction to machine learning
ELEN0016-2
Computer vision
-Q2304[+]5
INFO2049-1Web and Text Analytics (anglais) -Q130--5
GBIO0002-1Genetics and bioinformatics (anglais) - [15h Projet] -Q13015[+]5
INFO8003-1Optimal decision making for complex problems (anglais) - [45h Projet] -Q22510[+]5
INFO8004-1Advanced Machine learning (anglais) - [45h Projet]
Corequis
ELEN0062-1
Introduction to machine learning
INFO8010-1
Deep learning
-Q225-[+]5
INFO8006-1Introduction to artificial intelligence (anglais) - [45h Projet] -Q12520[+]5
INFO9014-1Knowledge representation and reasoning (anglais)
Corequis
INFO9015-1
Logic for Computer Science
-Q22420-5

Other optional courses

INFO9015-1Logic for Computer Science (anglais) -Q12420-5
INFO9016-1Advanced Databases (anglais) -Q22420-5
INFO0064-2Embedded systems (anglais) -Q12520-3
INFO2055-1Embedded systems project (anglais) - [60h Projet]
Corequis
INFO0064-2
Embedded systems
-Q2--[+]2
INFO2051-1Object-oriented programming on mobile devices (anglais) - [90h Projet] -Q11510[+]5
INFO0060-1Introduction to computer systems verification (anglais) - [20h Projet]
Corequis
INFO0016-1
Introduction to the theory of computation
INFO9014-1
Knowledge representation and reasoning
-Q22020[+]5
INFO0027-2Programming techniques (anglais) -Q25
Algorithmics - [40h Projet]   1414[+] 
Software patterns - [30h Projet]   1010[+] 
GBIO0009-1Topics in bioinformatics (anglais) - [35h Projet]
Prérequis
GBIO0002-1
Genetics and bioinformatics
-Q12515[+]5
MATH0461-2Introduction to numerical optimization (anglais) - [25h Projet] -Q13020[+]5
MATH0462-1Discrete optimization (anglais) - [25h Projet] -Q23020[+]5
GBIO0030-1Computational approaches to statistical genetics (anglais) - [35h Projet]
Prérequis
GBIO0002-1
Genetics and bioinformatics
-Q22515[+]5
INGE0012-1(pas organisé en 2022-2023) Scientific research in engineering and its impact on innovation (anglais)
-Q22626-5
MECA0524-1CAD & Geometric Algorithms - [60h Projet] -Q12020[+]5
INFO0004-2Object-oriented programming projects (anglais) - [90h Projet] -Q220-[+]5
GBIO0031-1Learning from genomic data (anglais) - [150h Projet] -Q2--[+]5
[...] With the agreement of the jury, choose 5 credits in any course programme of the University-

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
-TA--[+]5

Crédits supplémentaires Master en ingénieur civil en informatique

CodeDétailsBlocOrganisationThéoriePratiqueAutresCrédits

Compulsory courses

B0
46Cr
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.
MATH0495-1Eléments du calcul des probabilités - [5h Projet] B0Q11515[+]3
MATH0006-3Introduction to numerical analysis (anglais) B0Q12020-4
INFO0054-1Programmation fonctionnelle - [15h Projet] B0Q12824[+]5
MATH0488-1Eléments de processus stochastiques - [30h Projet] B0Q21010[+]2
INFO0030-3Projet de programmation - [100h Projet] B0Q220-[+]5
ELEN0040-1Digital electronics (anglais) B0Q22626-5
MATH0013-1Algèbre B0Q12626-5
MECA0003-2Mécanique rationnelle B0Q12030-4
LANG6011-1Remedial English for Computer Science (anglais) B0Q2327-3
DROI0724-1Droit et activités de l'ingénieur B0Q126--2
GENV0002-1Energie et développement durable - [20h Projet] B0Q2268[+]3
MATH0504-1Mathématiques appliquées B0Q12626-5