2019-2020 / Master

Sciences informatiques, à finalité

120 crédits

Vue bloc

  • Organisation
  • Théorie
  • Pratique
  • Autres
  • Crédits

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.

Compulsory courses

CodeDétailsOrganisationThéoriePratiqueAutresCrédits
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
Q225-[+]5
ELEN0062-1Introduction to machine learning (anglais) - [40h Projet] Q1305[+]5
INFO0016-1Introduction to the theory of computation (anglais) Q12626-5
ELEN0060-2Information and coding theory (anglais) - [30h Projet] Q23015[+]5
PROJ0010-1Software project engineering and management (anglais) - [280h Projet]
Prérequis
INFO0062-1
Object-oriented programming
Corequis
INFO0010-4
Introduction to computer networking
TA20-[+]10

Optional courses

Choose one focus among the three below :

Professional focus on "Computer systems and networks"

CodeDétailsOrganisationThéoriePratiqueAutresCrédits
For students who have begun this focus before 2018-2019

Professional focus on "Computer systems security"

CodeDétailsOrganisationThéoriePratiqueAutresCrédits
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
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

Choose 5 credits in the following list :

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"

CodeDétailsOrganisationThéoriePratiqueAutresCrédits
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] Q2305[+]5

Choose 10 credits in the following list :

CodeDétailsOrganisationThéoriePratiqueAutresCrédits
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"

CodeDétailsOrganisationThéoriePratiqueAutresCrédits
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 Q245--5
ECON2259-1Microéconomie et économie industrielle Q24015-5
LOGI0010-1Supply Chain Management (anglais) Q245--5

Choose 15 credits in the lists below :

CodeDétailsOrganisationThéoriePratiqueAutresCrédits

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] Q12414[+]5
INFO2050-1Programmation avancée - [40h Projet] Q12520[+]5
INFO0010-4Introduction to computer networking (anglais) - [12h Laboratoire, 40h Projet] 352[+]5
INFO0012-2Computation structures (anglais) - [40h Projet] Q12626[+]5
INFO0940-1Operating systems (anglais) - [30h Projet] Q2306[+]5
INFO8006-1Introduction to artificial intelligence (anglais) - [45h Projet] Q12510[+]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

Bloc 2

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

CodeDétailsOrganisationThéoriePratiqueAutresCrédits
ATFE0002-1Master thesis (anglais) - [750h Projet]
Collégialité, Laurent Mathy
TA--[+]25

Optional courses

Choose one focus among the three below :

Professional focus on "Computer systems security"

CodeDétailsOrganisationThéoriePratiqueAutresCrédits

Choose 15 credits in the following list :

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"

CodeDétailsOrganisationThéoriePratiqueAutresCrédits

Choose 15 credits in the following list :

CodeDétailsOrganisationThéoriePratiqueAutresCrédits
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"

CodeDétailsOrganisationThéoriePratiqueAutresCrédits

Compulsory courses

ERAS0011-1Business Simulation (anglais) - [50h Travaux dirigés] Q1--[+]2
GRHO0001-4Gestion stratégique des ressources humaines Q145--5
DROI2003-2Gestion juridique générale de l'entrepriseQ25
Droit des sociétés   25-- 
Droit fiscal - [5h Conférence]   25-[+] 

Choose one of the three following courses :

CodeDétailsOrganisationThéoriePratiqueAutresCrédits
LANG1936-1Néerlandais élémentaire 1 TA30--3
LANG1933-1Allemand élémentaire 1 Q230--3
LANG1934-1Espagnol élémentaire 1 TA30--3

Choose 20 credits in the lists below :

CodeDétailsOrganisationThéoriePratiqueAutresCrédits
[...] 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] TA--[+]10
ASTG0021-1Technical company internship (anglais) - [300h Projet] TA--[+]10
Remarque : the two company internships are mutually exclusive
PROJ0011-1Personal student project (anglais) - [150h Projet]
Bernard Boigelot, Collégialité
TA--[+]5

Bloc d'aménagement du programme de l'année

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

CodeDétailsOrganisationThéoriePratiqueAutresCrédits

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

CodeDétailsOrganisationThéoriePratiqueAutresCrédits
MATH0499-1Théorie des graphes Q12520-4
INFO0062-1Object-oriented programming (anglais) - [20h Projet] Q22520[+]5
INFO0054-1Programmation fonctionnelle - [15h Projet] Q22824[+]5
MATH2019-1Mathématiques pour l'informatique 1 Q12626-5
INFO0058-1Introduction à la programmation récursive Q11515-3
INFO0027-2Programming techniques (anglais) - [70h Projet] Q22424[+]5

Optional courses

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

CodeDétailsOrganisationThéoriePratiqueAutresCrédits
LANG6011-1Remedial English for Computer Science (anglais) Q2327-3
LANG0988-1Advanced English for ICT studies (anglais) Q1525-3