2024-2025 / Master

Ingénieur civil en informatique, à finalité spécialisée en "intelligent systems"

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 the professional focus 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 within the focus

B1
10Cr
CodeDétailsBlocOrganisationThéoriePratiqueAutresCrédits
INFO8010-1
Deep learning (anglais) - [60h Projet] B1Q230-[+]5
SYST0022-1
Linear Systems Design (anglais) - [15h Projet] B1Q22626[+]5

Optional courses within the focus

B1
5Cr
B2
15Cr

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
ELEN0016-2
Computer vision (anglais) - [50h Projet] -Q13010[+]5
INFO0948-2
Introduction to intelligent robotics (anglais) - [80h Projet] -Q2304[+]5
INFO2049-1
Web and Text Analytics (anglais)
Corequis
ELEN0062-1
Introduction to machine learning
-Q130--5
GBIO0002-1
Genetics and bioinformatics (anglais) - [15h Projet] -Q13015[+]5
DROI1357-1
European law, (big) data and artificial intelligence applications seminar (anglais) -Q124--5
INFO8003-1
Reinforcement learning (anglais) - [45h Projet] -Q22510[+]5
INFO8004-1
Advanced Machine learning (anglais) - [20h Projet] -Q225-[+]5
INFO8006-1
Introduction to artificial intelligence (anglais) - [45h Projet] -Q12520[+]5
INFO9014-1
Knowledge representation and reasoning (anglais) - [45h Projet]
Corequis
INFO9015-1
Logic for Computer Science
-Q22420[+]5
INFO9023-1
Machine Learning Systems Design (anglais) - [17h Laboratoire, 18h Projet]
Corequis
ELEN0062-1
Introduction to machine learning
-Q217-[+]5

Compulsory courses from the core curriculum

B1
40Cr
B2
25Cr
CodeDétailsBlocOrganisationThéoriePratiqueAutresCrédits
INFO0085-1
Compilers (anglais) - [75h Projet]
Corequis
INFO0940-1
Operating systems
INFO0012-2
Computation structures
INFO0016-1
Introduction to the theory of computation
B1Q225-[+]5
ELEN0062-1
Introduction to machine learning (anglais) - [40h Projet] B1Q1305[+]5
INFO0016-1
Introduction to the theory of computation (anglais) B1Q12626-5
INFO0940-1
Operating systems (anglais) - [30h Projet]
Corequis
INFO9012-1
Parallel Programming
INFO0012-2
Computation structures
B1Q2306[+]5
ELEN0060-2
Information and coding theory (anglais) - [30h Projet] B1Q23015[+]5
GEST3162-1
Principles of management (anglais) - [25h Projet] B1Q130-[+]5
PROJ0010-1
Software 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
ATFE0015-1
Master thesis (anglais) - [750h Projet]
Collégialité, Laurent Mathy
B2TA--[+]25

Optional courses from the core curriculum

B1
5Cr
B2
20Cr

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.

INFO0902-1
Structures des données et algorithmes - [40h Projet] B1Q22620[+]5
INFO0010-4
Introduction to computer networking (anglais) - [12h Laboratoire, 40h Projet] B1Q1322[+]5
INFO0012-2
Computation structures (anglais) - [40h Projet] B1Q12626[+]5
INFO0062-1
Object-oriented programming (anglais) - [20h Projet] B1Q22520[+]5
INFO9012-1
Parallel Programming (anglais) B1Q22525-5


Computer systems security

INFO0031-1
Network Engineering (anglais) - [12h Laboratoire, 30h Projet] -Q230-[+]5
INFO0045-3
Introduction to computer security (anglais) - [10h Laboratoire, 30h Projet]
Corequis
INFO0010-4
Introduction to computer networking
INFO0012-2
Computation structures
INFO0902-1
Structures des données et algorithmes
-Q1306[+]5
INFO0056-1
Securing Networks (anglais) - [12h Laboratoire, 30h Projet] (années paires, organisé en 2024-2025)
Corequis
INFO0010-4
Introduction to computer networking
INFO0045-3
Introduction to computer security
-Q230-[+]5
INFO0939-1
High performance scientific computing (anglais) - [20h Projet] -Q13015[+]5
INFO8002-1
Topics in Distributed Systems (anglais) - [35h Projet] (années impaires, pas organisé en 2024-2025) -Q230-[+]5
INFO8012-1
Digital Forensics (anglais) - [12h Laboratoire, 30h Projet] (années paires, organisé en 2024-2025)
Corequis
INFO0010-4
Introduction to computer networking
INFO0085-1
Compilers
INFO0940-1
Operating systems
-Q230-[+]5
INFO8011-1
Network infrastructures (anglais) - [8h Laboratoire, 30h Projet]
Corequis
INFO0010-4
Introduction to computer networking
-Q130-[+]5
INFO8013-1
Advanced Computer Security (anglais) - [20h Laboratoire, 30h Projet] (années impaires, pas organisé en 2024-2025)
Corequis
INFO0045-3
Introduction to computer security
-Q220-[+]5

Intelligent Systems

INFO8010-1
Deep learning (anglais) - [60h Projet]
Corequis
ELEN0062-1
Introduction to machine learning
-Q230-[+]5
ELEN0016-2
Computer vision (anglais) - [50h Projet] -Q13010[+]5
INFO9015-1
Logic for Computer Science (anglais) -Q12420-5
INFO0948-2
Introduction to intelligent robotics (anglais) - [80h Projet] -Q2304[+]5
INFO2049-1
Web and Text Analytics (anglais) -Q130--5
GBIO0002-1
Genetics and bioinformatics (anglais) - [15h Projet] -Q13015[+]5
INFO8003-1
Reinforcement learning (anglais) - [45h Projet] -Q22510[+]5
INFO8004-1
Advanced Machine learning (anglais) - [20h Projet]
Corequis
INFO8010-1
Deep learning
ELEN0062-1
Introduction to machine learning
-Q225-[+]5
INFO8006-1
Introduction to artificial intelligence (anglais) - [45h Projet] -Q12520[+]5
INFO9014-1
Knowledge representation and reasoning (anglais) - [45h Projet]
Corequis
INFO9015-1
Logic for Computer Science
-Q22420[+]5

Other optional courses

INFO9015-1
Logic for Computer Science (anglais) -Q12420-5
INFO9016-1
Advanced Databases (anglais) - [20h Projet] -Q22420[+]5
INFO0064-2
Embedded systems (anglais) -Q12520-3
INFO2055-1
Embedded systems project (anglais) - [60h Projet]
Corequis
INFO0064-2
Embedded systems
-Q2--[+]2
INFO2051-1
Object-oriented programming on mobile devices (anglais) - [90h Projet] -Q11510[+]5
INFO0060-1
Introduction to computer systems verification (anglais) - [20h Projet]
Corequis
INFO0016-1
Introduction to the theory of computation
INFO9015-1
Logic for Computer Science
-Q22020[+]5
INFO0027-2
Programming techniques (anglais) -Q2   5
Algorithmics - [40h Projet]   1414[+] 
Software patterns - [30h Projet]   1010[+] 
MATH0461-2
Introduction to numerical optimization (anglais) - [25h Projet] -Q13020[+]5
MATH0462-1
Discrete optimization (anglais) - [25h Projet] -Q23020[+]5
GBIO0030-1
Computational approaches to statistical genetics (anglais) - [35h Projet]
Prérequis
GBIO0002-1
Genetics and bioinformatics
-Q22515[+]5
MECA0524-1
CAD & Geometric Algorithms - [60h Projet] -Q12020[+]5
INFO0004-2
Object-oriented programming projects (anglais) - [90h Projet] -Q220-[+]5
GBIO0031-1
Learning from genomic data (anglais) - [150h Projet] -Q2--[+]5
INFO9023-1
Machine Learning Systems Design (anglais) - [17h Laboratoire, 18h Projet]
Corequis
ELEN0062-1
Introduction to machine learning
-Q217-[+]5
[...] With the agreement of the jury, choose 5 credits in any course programme of the University or from the UNIC course catalog.-

Internships and projects (maximum 15 credits)

ASTG9005-1
Research Internship (anglais) - [300h Projet]
Prérequis
PROJ0010-1
Software project engineering and management
B2TA--[+]10
ASTG0021-1
Technical company internship (anglais) - [300h Projet]
Prérequis
PROJ0010-1
Software project engineering and management
B2TA--[+]10
Remarque : the two company internships are mutually exclusive
PROJ0011-1
Personal student project (anglais) - [150h Projet]
Bernard Boigelot, Collégialité
-TA--[+]5

Crédits supplémentaires Master en ingénieur civil en informatique (120 ECTS)

CodeDétailsBlocOrganisationThéoriePratiqueAutresCrédits

Compulsory courses

B0
48Cr
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.
MATH0495-1
Eléments du calcul des probabilitésB0Q1   5
Partim 1 : Outils d'analyse pour les probabilités   6-- 
Partim 2 : Théorie des probabilités   20-- 
MATH0006-3
Introduction to numerical analysis (anglais) B0Q12020-4
INFO0054-1
Programmation fonctionnelle - [20h Projet] B0Q12424[+]5
INFO0030-3
Projet de programmation - [100h Projet] B0Q220-[+]5
ELEN0040-1
Digital electronics (anglais) B0Q22626-5
MATH0013-1
Algèbre B0Q12626-5
MECA0003-2
Mécanique rationnelle B0Q12030-4
LANG6011-1
Remedial English for Computer Science (anglais) B0Q2327-3
DROI0101-1
Contrats relatifs à l'informatique B0Q230--4
GENV0002-1
Energie et développement durable - [20h Projet] B0Q2268[+]3
MATH0504-1
Mathématiques appliquées B0Q12626-5

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.
MATH0495-1
Eléments du calcul des probabilitésB0Q1   3
Partim 1 : Outils d'analyse pour les probabilités   6-- 
Partim 2 : Théorie des probabilités   20-- 
MATH0006-3
Introduction to numerical analysis (anglais) B0Q12020-4
INFO0054-1
Programmation fonctionnelle - [20h Projet] B0Q12424[+]5
INFO0030-3
Projet de programmation - [100h Projet] B0Q220-[+]5
ELEN0040-1
Digital electronics (anglais) B0Q22626-5
MATH0013-1
Algèbre B0Q12626-5
MECA0003-2
Mécanique rationnelle B0Q12030-4
LANG6011-1
Remedial English for Computer Science (anglais) B0Q2327-3
DROI0724-1
Droit et activités de l'ingénieur B0Q126--2
GENV0002-1
Energie et développement durable - [20h Projet] B0Q2268[+]3
MATH0504-1
Mathématiques appliquées B0Q12626-5