2019-2020 / Master

Sciences informatiques, 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.

Compulsory courses

B1
30Cr
B2
25Cr
CodeDétailsBlocOrganisationThéoriePratiqueAutresCrédits
INFO0085-1Compilers (anglais) - [75h Projet]
Corequis
INFO0940-1
Operating systems
INFO0012-2
Computation structures
INFO2050-1
Programmation avancée
INFO0016-1
Introduction to the theory of computation
B1Q225-[+]5
ELEN0062-1Introduction to machine learning (anglais) - [40h Projet] B1Q1305[+]5
INFO0016-1Introduction to the theory of computation (anglais) B1Q12626-5
ELEN0060-2Information and coding theory (anglais) - [30h Projet] B1Q23015[+]5
PROJ0010-1Software project engineering and management (anglais) - [280h Projet]
Prérequis
INFO0062-1
Object-oriented programming
Corequis
INFO0010-4
Introduction to computer networking
B1TA20-[+]10
ATFE0002-1Master thesis (anglais) - [750h Projet]
Collégialité, Laurent Mathy
B2TA--[+]25

Optional courses

B1
30Cr
B2
35Cr

Choose one focus among the three below :

B1
15Cr
B2
15Cr

Professional focus on "Computer systems and networks"

B1
30Cr
CodeDétailsBlocOrganisationThéoriePratiqueAutresCrédits
For students who have begun this focus before 2018-2019

Professional focus on "Computer systems security"

B1
15Cr
B2
15Cr
CodeDétailsBlocOrganisationThéoriePratiqueAutresCrédits
Students choosing this focus shall select, in addition to 10 credits of compulsory courses, 55 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.

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) - [8h Laboratoire, 30h Projet]
Corequis
INFO0010-4
Introduction to computer networking
INFO0012-2
Computation structures
INFO2050-1
Programmation avancée
B1Q13010[+]5

Choose 20 credits in the following list :

B1
5Cr
B2
15Cr
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)
Corequis
INFO0045-3
Introduction to computer security
INFO0010-4
Introduction to computer networking
-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 data systems (anglais) - [45h Projet] -Q12510[+]5
INFO8012-1Digital Forensics (anglais) - [12h Laboratoire, 30h Projet] (années paires)
Prérequis
INFO0940-1
Operating systems
Corequis
INFO0010-4
Introduction to computer networking
INFO0085-1
Compilers
-Q230-[+]5
INFO8011-1Network infrastructures (anglais) - [12h Laboratoire, 30h Projet] (années impaires)
Corequis
INFO0010-4
Introduction to computer networking
-Q130-[+]5
INFO8013-1Advanced Computer Security (anglais) - [12h Laboratoire, 30h Projet] (années impaires)
Prérequis
INFO0045-3
Introduction to computer security
-Q230-[+]5

Professional focus on "Intelligent Systems"

B1
15Cr
B2
15Cr
CodeDétailsBlocOrganisationThéoriePratiqueAutresCrédits
Students choosing this focus shall select, in addition to 5 credits of compulsory courses, 60 credits of elective courses inside oroutside the focus. However, for his/her whole master program (block 1 and block 2), a total of 25 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.

Compulsory courses

INFO8010-1Deep learning (anglais) - [45h Projet] B1Q2305[+]5

Choose 25 credits in the following list :

B1
10Cr
B2
15Cr
CodeDétailsBlocOrganisationThéoriePratiqueAutresCrédits
ELEN0016-2Computer vision (anglais) - [50h Projet] -Q13010[+]5
INFO0051-1Logic (anglais) - [10h Projet] -Q12525[+]5
INFO0948-2Introduction to intelligent robotics (anglais) - [80h Projet]
Corequis
ELEN0016-2
Computer vision
-Q2304[+]5
INFO0049-1Knowledge representation (anglais) - [50h Projet]
Corequis
INFO0051-1
Logic
-Q2284[+]5
INFO2049-1Web and Text Analytics (anglais) -Q130--5
GBIO0002-1Genetics and bioinformatics (anglais) - [15h Projet] -Q13015[+]5
DROI1016-5Law course in English, 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
INFO8005-1Semantic Data (anglais) - [45h Projet] -Q22510[+]5
INFO0050-1Constraint programming projects (anglais) - [80h Projet]
Prérequis
INFO0049-1
Knowledge representation
-TA1510[+]5

Professional focus on "Management"

B1
15Cr
B2
15Cr
CodeDétailsBlocOrganisationThéoriePratiqueAutresCrédits
Students choosing this focus shall select, in addition to 27 credits of compulsory courses, 38 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.
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
DROI2003-2Gestion juridique générale de l'entrepriseB2Q25
Droit des sociétés   25-- 
Droit fiscal - [5h Conférence]   25-[+] 

Choose one of the three following courses :

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 :

B1
15Cr
B2
20Cr
CodeDétailsBlocOrganisationThéoriePratiqueAutresCrédits

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 (Are involved in these courses bachelors in "Informatique de gestion" and "Informatique et systèmes who must take these courses during the block 1").

MATH0500-1Introduction à l'algorithmique numérique - [6h Laboratoire, 45h Projet] B1Q12414[+]5
INFO2050-1Programmation avancée - [40h Projet] B1Q12520[+]5
INFO0010-4Introduction to computer networking (anglais) - [12h Laboratoire, 40h Projet] B1352[+]5
INFO0012-2Computation structures (anglais) - [40h Projet] B1Q12626[+]5
INFO0940-1Operating systems (anglais) - [30h Projet] B1Q2306[+]5
INFO8006-1Introduction to artificial intelligence (anglais) - [45h Projet] B1Q12510[+]5
[...] With the agreement of the jury, choose 5 credits in any course programme of the University :5

Computer systems security

INFO0031-1Network Engineering (anglais) - [12h Laboratoire, 30h Projet] -Q230-[+]5
INFO0045-3Introduction to computer security (anglais) - [8h Laboratoire, 30h Projet]
Corequis
INFO0010-4
Introduction to computer networking
INFO0012-2
Computation structures
INFO2050-1
Programmation avancée
-Q13010[+]5
INFO0056-1Securing Networks (anglais) - [12h Laboratoire, 30h Projet] (années paires)
Corequis
INFO0045-3
Introduction to computer security
INFO0010-4
Introduction to computer networking
-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 data systems (anglais) - [45h Projet] -Q12510[+]5
INFO8012-1Digital Forensics (anglais) - [12h Laboratoire, 30h Projet] (années paires)
Prérequis
INFO0940-1
Operating systems
Corequis
INFO0010-4
Introduction to computer networking
INFO0085-1
Compilers
-Q230-[+]5
INFO8011-1Network infrastructures (anglais) - [12h Laboratoire, 30h Projet] (années impaires)
Corequis
INFO0010-4
Introduction to computer networking
-Q130-[+]5
INFO8013-1Advanced Computer Security (anglais) - [12h Laboratoire, 30h Projet] (années impaires)
Prérequis
INFO0045-3
Introduction to computer security
-Q230-[+]5

Intelligent Systems

INFO8010-1Deep learning (anglais) - [45h Projet]
Corequis
ELEN0062-1
Introduction to machine learning
-Q2305[+]5
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
INFO0051-1Logic (anglais) - [10h Projet] -Q12525[+]5
INFO0049-1Knowledge representation (anglais) - [50h Projet]
Corequis
INFO0051-1
Logic
-Q2284[+]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
INFO8004-1Advanced Machine learning (anglais) - [45h Projet] -Q2305[+]5
INFO8005-1Semantic Data (anglais) - [45h Projet] -Q22510[+]5
INFO0050-1Constraint programming projects (anglais) - [80h Projet]
Prérequis
INFO0049-1
Knowledge representation
-TA1510[+]5

Other optional courses

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
INFO0060-1Concurrent system verification and temporal logic (anglais) - [20h Projet]
Prérequis
INFO0051-1
Logic
INFO0016-1
Introduction to the theory of computation
-Q23010[+]5
MECA0524-1CAD & Geometric Algorithms - [60h Projet] -Q12020[+]5
ELEN0019-2Audio signal processing : principles and experiments (anglais) - [24h Laboratoire, 30h Projet] -Q25-[+]5
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]
Corequis
MATH0500-1
Introduction à l'algorithmique numérique
-Q23020[+]5
GBIO0030-1Computational approaches to statistical genetics (anglais) - [35h Projet]
Prérequis
GBIO0002-1
Genetics and bioinformatics
-Q22515[+]5
GBIO0031-1Learning from genomic data (anglais) - [150h Projet]
Prérequis
GBIO0002-1
Genetics and bioinformatics
-Q2--[+]5
INGE0012-1Scientific research in engineering and its impact on innovation (anglais) -Q22626-5

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

Crédits supplémentaires Master en sciences informatiques (pour les étudiants qui n'ont pas obtenu un Bachelier en sciences informatiques)

CodeDétailsBlocOrganisationThéoriePratiqueAutresCrédits

Students that are admitted to the master of science in Computer Science without having obtained a degree of bachelor in Computer Science must add to their programme the following list of courses, to be taken in the first year of the master.

Compulsory courses

B0
27Cr
CodeDétailsBlocOrganisationThéoriePratiqueAutresCrédits
MATH0499-1Théorie des graphes B0Q12520-4
INFO0062-1Object-oriented programming (anglais) - [20h Projet] B0Q22520[+]5
INFO0054-1Programmation fonctionnelle - [15h Projet] B0Q22824[+]5
MATH2019-1Mathématiques pour l'informatique 1 B0Q12626-5
INFO0058-1Introduction à la programmation récursive B0Q11515-3
INFO0027-2Programming techniques (anglais) - [70h Projet] B0Q22424[+]5

Optional courses

B0
3Cr

Students who pass the entrance test may replace LANG6011-1 with the advanced course LANG0988-1 "Advanced for ICT studies".

B0
3Cr
CodeDétailsBlocOrganisationThéoriePratiqueAutresCrédits
LANG6011-1Remedial English for Computer Science (anglais) B0Q2327-3
LANG0988-1Advanced English for ICT studies (anglais) B0Q1525-3