2018-2019 / Master

Computer science and engineering (120 ECTS)

120 crédits

Block view

  • Organisation
  • Théorie
  • Pratique
  • Autres
  • Crédits

Block 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 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

CodeDétailsOrganisationThéoriePratiqueAutresCrédits
INFO0085-1Compilers (english language) - [75h Projet]
- Suppl : Julien Brusten
Corequisite
INFO0016-1
Introduction to the theory of computation
INFO0012-2
Computation structures
INFO0940-1
Operating systems
Q225-[+]5
ELEN0062-1Introduction to machine learning (english language) - [40h Projet] Q1305[+]5
INFO0016-1Introduction to the theory of computation (english language) Q12626-5
INFO0940-1Operating systems (english language) - [30h Projet] Q2306[+]5
ELEN0060-2Information and coding theory (english language) - [30h Projet] Q23015[+]5
GEST3162-1Principles of management (english language) Q12525-5
PROJ0010-1Software project engineering and management (english language) - [290h Projet]
Prerequisite
INFO0062-1
Object-oriented programming
Corequisite
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

Compulsory Courses

INFO0031-1Network Engineering (english language) - [12h Laboratory work, 30h Projet]
Corequisite
INFO0010-4
Introduction to computer networking
Q230-[+]5
INFO0045-3Introduction to computer security (english language) - [8h Laboratory work, 30h Projet] Q13010[+]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.

CodeDétailsOrganisationThéoriePratiqueAutresCrédits
INFO0064-2Embedded systems (english language) Q12520-3
INFO2055-1Embedded systems project (english language) - [60h Projet]
Corequisite
INFO0064-2
Embedded systems
Q2--[+]2
INFO2051-1Object-oriented programming on mobile devices (english language) - [90h Projet] Q11510[+]5
INFO0056-1Securing Networks (english language) - [12h Laboratory work, 30h Projet] (Even years)
Corequisite
INFO0045-3
Introduction to computer security
Q230-[+]5
ELEN0002-2Introduction to audio and video techniques (english language) - [8h Laboratory work] Q13022[+]5
INFO0939-1High performance scientific computing (english language) - [20h Projet] Q13015[+]5
INFO8002-1Large-scale data systems (english language) - [45h Projet] Q12510[+]5
INFO8012-1Digital Forensics (english language) - [12h Laboratory work, 30h Projet] (Even years)
Prerequisite
INFO0045-3
Introduction to computer security
Q230-[+]5
INFO8011-1(pas organisé en 2018-2019) Network infrastructures - [12h Laboratory work, 30h Projet] (Odd years)
Corequisite
INFO0010-4
Introduction to computer networking
Q230-[+]5
INFO8013-1Advanced Computer Security (english language) - [12h Laboratory work, 30h Projet] (Odd years)
Prerequisite
INFO0940-1
Operating systems
Q130-[+]5

Professional focus on "Intelligent Systems"

CodeDétailsOrganisationThéoriePratiqueAutresCrédits

Compulsory Courses

INFO8010-1Deep learning (english language) - [45h Projet] Q2305[+]5
SYST0003-1Linear control systems (english language) Q15
Part A   266- 
Part C - [6h Laboratory work]   -20[+] 

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.

CodeDétailsOrganisationThéoriePratiqueAutresCrédits
ELEN0016-2Computer vision (english language) - [50h Projet] Q13010[+]5
INFO0051-1Logic (english language) - [10h Projet] Q12525[+]5
INFO0948-2Introduction to intelligent robotics (english language) - [80h Projet]
Corequisite
ELEN0062-1
Introduction to machine learning
ELEN0016-2
Computer vision
Q2304[+]5
INFO0049-1Knowledge representation (english language) - [50h Projet]
Corequisite
INFO0051-1
Logic
Q22824[+]5
INFO2049-1Web and Text Analytics (english language)
Corequisite
ELEN0062-1
Introduction to machine learning
Q130--5
GBIO0002-1Genetics and bioinformatics (english language) - [15h Projet] Q13015[+]5
DROI8031-2Introduction to the law of robots, Law of artificial intelligence, robots and data-driven Algorithmic Applications (english language) Q120--5
INFO8003-1Optimal decision making for complex problems (english language) - [45h Projet] Q22510[+]5
INFO8004-1Advanced Machine learning (english language) - [45h Projet] Q2305[+]5
INFO8005-1Semantic Data (english language) - [45h Projet] Q22510[+]5
INFO0050-1Constraint programming projects (english language) - [80h Projet] TA1510[+]5
INFO8006-1Introduction to artificial intelligence (english language) - [45h Projet] Q12510[+]5

Professional focus on "Management"

CodeDétailsOrganisationThéoriePratiqueAutresCrédits
Registration to this focus only with a file (contact : C. Puit)

Compulsory Courses

FINA0001-1Financial statement analysis and financing an enterprise Q245--5
ECON2259-1Microeconomics and industrial economy Q24015-5
LOGI0010-1Supply Chain Management (english language) Q245--5

Choose remaining credits in the lists below :

CodeDétailsOrganisationThéoriePratiqueAutresCrédits

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 in computer science, or unless the corresponding knowledge and skills have been acquired previously.
INFO2050-1Advanced computer programming - [40h Projet] Q12520[+]5
INFO0010-4Introduction to computer networking (english language) Q25
Part A - [8h Laboratory work, 40h Projet]   302[+] 
Part B - [4h Laboratory work]   5-[+] 
INFO0012-2Computation structures (english language) - [40h Projet] Q12626[+]5
INFO0062-1Object-oriented programming (english language) - [20h Projet] Q22520[+]5


Computer systems security

INFO0031-1Network Engineering (english language) - [12h Laboratory work, 30h Projet] Q230-[+]5
INFO0045-3Introduction to computer security (english language) - [8h Laboratory work, 30h Projet] Q13010[+]5
INFO0056-1Securing Networks (english language) - [12h Laboratory work, 30h Projet] (Even years)
Corequisite
INFO0045-3
Introduction to computer security
Q230-[+]5
ELEN0002-2Introduction to audio and video techniques (english language) - [8h Laboratory work] Q13022[+]5
INFO0939-1High performance scientific computing (english language) - [20h Projet] Q13015[+]5
INFO8002-1Large-scale data systems (english language) - [45h Projet] Q12510[+]5
INFO8012-1Digital Forensics (english language) - [12h Laboratory work, 30h Projet] (Even years)
Prerequisite
INFO0045-3
Introduction to computer security
Q230-[+]5
INFO8011-1(pas organisé en 2018-2019) Network infrastructures - [12h Laboratory work, 30h Projet] (Odd years)
Corequisite
INFO0010-4
Introduction to computer networking
Q230-[+]5
INFO8013-1Advanced Computer Security (english language) - [12h Laboratory work, 30h Projet] (Odd years)
Prerequisite
INFO0940-1
Operating systems
Q130-[+]5

Intelligent Systems

INFO8010-1Deep learning (english language) - [45h Projet]
Corequisite
ELEN0062-1
Introduction to machine learning
Q2305[+]5
ELEN0016-2Computer vision (english language) - [50h Projet] Q13010[+]5
INFO0051-1Logic (english language) - [10h Projet] Q12525[+]5
INFO0948-2Introduction to intelligent robotics (english language) - [80h Projet]
Corequisite
ELEN0062-1
Introduction to machine learning
ELEN0016-2
Computer vision
Q2304[+]5
INFO0049-1Knowledge representation (english language) - [50h Projet]
Corequisite
INFO0051-1
Logic
Q22824[+]5
INFO2049-1Web and Text Analytics (english language) Q130--5
GBIO0002-1Genetics and bioinformatics (english language) - [15h Projet] Q13015[+]5
INFO8003-1Optimal decision making for complex problems (english language) - [45h Projet] Q22510[+]5
INFO8004-1Advanced Machine learning (english language) - [45h Projet] Q2305[+]5
INFO8005-1Semantic Data (english language) - [45h Projet] Q22510[+]5
INFO0050-1Constraint programming projects (english language) - [80h Projet] TA1510[+]5
INFO8006-1Introduction to artificial intelligence (english language) - [45h Projet] Q12510[+]5

Other optional courses

INFO0064-2Embedded systems (english language) Q12520-3
INFO2055-1Embedded systems project (english language) - [60h Projet]
Corequisite
INFO0064-2
Embedded systems
Q2--[+]2
INFO2051-1Object-oriented programming on mobile devices (english language) - [90h Projet] Q11510[+]5
INFO0060-1Concurrent system verification and temporal logic (english language) - [20h Projet]
Prerequisite
INFO0016-1
Introduction to the theory of computation
INFO0051-1
Logic
Q23010[+]5
INFO0027-2Programming techniques (english language) - [70h Projet] Q22424[+]5
GBIO0009-1Topics in bioinformatics (english language) - [35h Projet]
Prerequisite
GBIO0002-1
Genetics and bioinformatics
Q12515[+]5
ELEN0019-2Audio signal processing : principles and experiments (english language) - [24h Laboratory work, 30h Projet] Q25-[+]5
MATH0461-2Introduction to numerical optimization (english language) - [25h Projet] Q13020[+]5
MATH0462-1Discrete optimization (english language) - [25h Projet] Q13020[+]5
GBIO0030-1Computational approaches to statistical generics (english language) - [35h Projet]
Prerequisite
GBIO0002-1
Genetics and bioinformatics
Q22515[+]5
INGE0012-1Scientific research in engineering and its impact on innovation (english language) Q22626-5
MECA0524-1CAD & Geometric Algorithms - [60h Projet] Q12020[+]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 (english language) - [300h Projet] TA--[+]10
ASTG0021-1Technical company internship (english language) - [300h Projet] TA--[+]10
Notice : the two company internships are mutually exclusive
PROJ0011-1Personal student project (english language) - [150h Projet]
Bernard Boigelot, Collégialité
TA--[+]5

Block 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
ATFE0015-1Master thesis (english language) - [750h Projet]
Collégialité, Laurent Mathy
TA--[+]25

Optional courses

Carry on the focus during the second bloc :

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 15 credits of elective courses inside the focus. The remaining credits can be taken inside or outside the focus.

CodeDétailsOrganisationThéoriePratiqueAutresCrédits
INFO0064-2Embedded systems (english language) Q12520-3
INFO2055-1Embedded systems project (english language) - [60h Projet]
Corequisite
INFO0064-2
Embedded systems
Q2--[+]2
INFO2051-1Object-oriented programming on mobile devices (english language) - [90h Projet] Q11510[+]5
INFO0056-1Securing Networks (english language) - [12h Laboratory work, 30h Projet] (Even years)
Corequisite
INFO0045-3
Introduction to computer security
Q230-[+]5
ELEN0002-2Introduction to audio and video techniques (english language) - [8h Laboratory work] Q13022[+]5
INFO0939-1High performance scientific computing (english language) - [20h Projet] Q13015[+]5
INFO8002-1Large-scale data systems (english language) - [45h Projet] Q12510[+]5
INFO8012-1Digital Forensics (english language) - [12h Laboratory work, 30h Projet] (Even years)
Prerequisite
INFO0045-3
Introduction to computer security
Q230-[+]5
INFO8011-1(pas organisé en 2018-2019) Network infrastructures - [12h Laboratory work, 30h Projet] (Odd years)
Corequisite
INFO0010-4
Introduction to computer networking
Q230-[+]5
INFO8013-1Advanced Computer Security (english language) - [12h Laboratory work, 30h Projet] (Odd years)
Prerequisite
INFO0940-1
Operating systems
Q130-[+]5

Professional focus on "Intelligent Systems"

CodeDétailsOrganisationThéoriePratiqueAutresCrédits

Students choosing this focus shall select 15 credits of elective courses inside the focus. The remaining credits can be taken inside or outside the focus.

CodeDétailsOrganisationThéoriePratiqueAutresCrédits
ELEN0016-2Computer vision (english language) - [50h Projet] Q13010[+]5
INFO0051-1Logic (english language) - [10h Projet] Q12525[+]5
INFO0948-2Introduction to intelligent robotics (english language) - [80h Projet]
Corequisite
ELEN0062-1
Introduction to machine learning
ELEN0016-2
Computer vision
Q2304[+]5
INFO0049-1Knowledge representation (english language) - [50h Projet]
Corequisite
INFO0051-1
Logic
Q22824[+]5
INFO2049-1Web and Text Analytics (english language)
Corequisite
ELEN0062-1
Introduction to machine learning
Q130--5
GBIO0002-1Genetics and bioinformatics (english language) - [15h Projet] Q13015[+]5
DROI8031-2Introduction to the law of robots, Law of artificial intelligence, robots and data-driven Algorithmic Applications (english language) Q120--5
INFO8003-1Optimal decision making for complex problems (english language) - [45h Projet] Q22510[+]5
INFO8004-1Advanced Machine learning (english language) - [45h Projet] Q2305[+]5
INFO8005-1Semantic Data (english language) - [45h Projet] Q22510[+]5
INFO0050-1Constraint programming projects (english language) - [80h Projet] TA1510[+]5
INFO8006-1Introduction to artificial intelligence (english language) - [45h Projet] Q12510[+]5

Professional focus on "Management"

CodeDétailsOrganisationThéoriePratiqueAutresCrédits
Registration to this focus only with a file (contact : C. Puit)

Compulsory Courses

ERAS0011-1Business Simulation (english language) - [50h Monitored workshops] Q1--[+]2
GRHO0001-4Strategic Human Resources Management Q145--5
DROI0174-2Business law Q245--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.

CodeDétailsOrganisationThéoriePratiqueAutresCrédits
LANG1936-1Elementary Dutch 1 TA30--3
LANG1933-1Elementary German 1 Q230--3
LANG1934-1Elementary Spanish 1 TA30--3

Choose remaining credits in the lists below :

CodeDétailsOrganisationThéoriePratiqueAutresCrédits

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 in computer science, or unless the corresponding knowledge and skills have been acquired previously.


Computer systems security

INFO0031-1Network Engineering (english language) - [12h Laboratory work, 30h Projet] Q230-[+]5
INFO0045-3Introduction to computer security (english language) - [8h Laboratory work, 30h Projet] Q13010[+]5
INFO0056-1Securing Networks (english language) - [12h Laboratory work, 30h Projet] (Even years)
Corequisite
INFO0045-3
Introduction to computer security
Q230-[+]5
ELEN0002-2Introduction to audio and video techniques (english language) - [8h Laboratory work] Q13022[+]5
INFO0939-1High performance scientific computing (english language) - [20h Projet] Q13015[+]5
INFO8002-1Large-scale data systems (english language) - [45h Projet] Q12510[+]5
INFO8012-1Digital Forensics (english language) - [12h Laboratory work, 30h Projet] (Even years)
Prerequisite
INFO0045-3
Introduction to computer security
Q230-[+]5
INFO8011-1(pas organisé en 2018-2019) Network infrastructures - [12h Laboratory work, 30h Projet] (Odd years)
Corequisite
INFO0010-4
Introduction to computer networking
Q230-[+]5
INFO8013-1Advanced Computer Security (english language) - [12h Laboratory work, 30h Projet] (Odd years)
Prerequisite
INFO0940-1
Operating systems
Q130-[+]5

Intelligent Systems

INFO8010-1Deep learning (english language) - [45h Projet]
Corequisite
ELEN0062-1
Introduction to machine learning
Q2305[+]5
ELEN0016-2Computer vision (english language) - [50h Projet] Q13010[+]5
INFO0051-1Logic (english language) - [10h Projet] Q12525[+]5
INFO0948-2Introduction to intelligent robotics (english language) - [80h Projet]
Corequisite
ELEN0062-1
Introduction to machine learning
ELEN0016-2
Computer vision
Q2304[+]5
INFO0049-1Knowledge representation (english language) - [50h Projet]
Corequisite
INFO0051-1
Logic
Q22824[+]5
INFO2049-1Web and Text Analytics (english language) Q130--5
GBIO0002-1Genetics and bioinformatics (english language) - [15h Projet] Q13015[+]5
INFO8003-1Optimal decision making for complex problems (english language) - [45h Projet] Q22510[+]5
INFO8004-1Advanced Machine learning (english language) - [45h Projet] Q2305[+]5
INFO8005-1Semantic Data (english language) - [45h Projet] Q22510[+]5
INFO0050-1Constraint programming projects (english language) - [80h Projet] TA1510[+]5
INFO8006-1Introduction to artificial intelligence (english language) - [45h Projet] Q12510[+]5

Other optional courses

INFO0064-2Embedded systems (english language) Q12520-3
INFO2055-1Embedded systems project (english language) - [60h Projet]
Corequisite
INFO0064-2
Embedded systems
Q2--[+]2
INFO2051-1Object-oriented programming on mobile devices (english language) - [90h Projet] Q11510[+]5
INFO0060-1Concurrent system verification and temporal logic (english language) - [20h Projet]
Prerequisite
INFO0016-1
Introduction to the theory of computation
INFO0051-1
Logic
Q23010[+]5
INFO0027-2Programming techniques (english language) - [70h Projet] Q22424[+]5
GBIO0009-1Topics in bioinformatics (english language) - [35h Projet]
Prerequisite
GBIO0002-1
Genetics and bioinformatics
Q12515[+]5
ELEN0019-2Audio signal processing : principles and experiments (english language) - [24h Laboratory work, 30h Projet] Q25-[+]5
MATH0461-2Introduction to numerical optimization (english language) - [25h Projet] Q13020[+]5
MATH0462-1Discrete optimization (english language) - [25h Projet] Q13020[+]5
GBIO0030-1Computational approaches to statistical generics (english language) - [35h Projet]
Prerequisite
GBIO0002-1
Genetics and bioinformatics
Q22515[+]5
INGE0012-1Scientific research in engineering and its impact on innovation (english language) Q22626-5
MECA0524-1CAD & Geometric Algorithms - [60h Projet] Q12020[+]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 (english language) - [300h Projet] TA--[+]10
ASTG0021-1Technical company internship (english language) - [300h Projet] TA--[+]10
Notice : the two company internships are mutually exclusive
PROJ0011-1Personal student project (english language) - [150h Projet]
Bernard Boigelot, Collégialité
TA--[+]5

Bloc d'aménagement du programme de l'année

Additional ECTS Master of science in computer science and engineering

CodeDétailsOrganisationThéoriePratiqueAutresCrédits

Compulsory Courses

CodeDétailsOrganisationThéoriePratiqueAutresCrédits
MATH0495-1Elements of probability calculus - [5h Projet] Q11515[+]3
MATH0006-3Introduction to numerical analysis (english language) Q12020-4
INFO0054-1Functional programming - [15h Projet] Q22824[+]5
MATH0488-1Elements of stochastic processes - [30h Projet] Q21010[+]2
MATH1222-3Introduction to stochastic processes - [10h Monitored workshops] Q22010[+]5
INFO0030-3Programming Projects - [100h Projet] Q220-[+]5
ELEN0040-1Digital Electronics Q22626-5
MATH0013-1Algebra Q12626-5
MECA0003-2Rational Mechanics Q12030-4
LANG6011-1Remedial English for Computer Science (english language) Q1327-3
DROI0724-1Law and engineering Q126--2
GENV0002-1Sustainable energy - [20h Projet] Q2268[+]3