2024-2025 / Master

MSc. in Computer Science, professional focus in intelligent systems

120 crédits

Cycle view

  • Bloc
  • Organization
  • Theory
  • Practical
  • Others
  • Credits
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.
Students choosing this focus shall select, in addition to 5 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 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 within the focus

B1
5Cr
CodeDetailsBlocOrganizationTheoryPracticalOthersCredits
INFO8010-1Deep learning (english language) - [60h Projet] B1Q230-[+]5

Optional courses within the focus

B1
10Cr
B2
15Cr

Choose 25 credits in the following list :

B1
10Cr
B2
15Cr
CodeDetailsBlocOrganizationTheoryPracticalOthersCredits
ELEN0016-2Computer vision (english language) - [50h Projet] -Q13010[+]5
INFO0948-2Introduction to intelligent robotics (english language) - [80h Projet] -Q2304[+]5
INFO2049-1Web and Text Analytics (english language) -Q130--5
GBIO0002-1Genetics and bioinformatics (english language) - [15h Projet] -Q13015[+]5
DROI1357-1European law, (big) data and artificial intelligence applications seminar (english language) -Q124--5
INFO8003-1Reinforcement learning (english language) - [45h Projet] -Q22510[+]5
INFO8004-1Advanced Machine learning (english language) - [20h Projet] -Q225-[+]5
INFO9014-1Knowledge representation and reasoning (english language) - [45h Projet]
Corequisite
INFO9015-1
Logic for Computer Science
-Q22420[+]5
INFO9023-1Machine Learning Systems Design (english language) - [17h Laboratory work, 18h Projet]
Corequisite
ELEN0062-1
Introduction to machine learning
-Q217-[+]5

Compulsory courses from the core curriculum

B1
35Cr
B2
25Cr
CodeDetailsBlocOrganizationTheoryPracticalOthersCredits
INFO0085-1Compilers (english language) - [75h Projet]
Corequisite
INFO0940-1
Operating systems
INFO0012-2
Computation structures
INFO0902-1
Structures des données et algorithmes
INFO0016-1
Introduction to the theory of computation
B1Q225-[+]5
ELEN0062-1Introduction to machine learning (english language) - [40h Projet] B1Q1305[+]5
INFO0016-1Introduction to the theory of computation (english language) B1Q12626-5
ELEN0060-2Information and coding theory (english language) - [30h Projet] B1Q23015[+]5
PROJ0010-1Software project engineering and management (english language) - [280h Projet]
Prerequisite
INFO0062-1
Object-oriented programming
Corequisite
INFO0010-4
Introduction to computer networking
B1TA20-[+]10
GEST3162-1Principles of management (english language) - [25h Projet] B1Q130-[+]5
ATFE0002-1Master thesis (english language) - [750h Projet]
Collégialité, Laurent Mathy
B2TA--[+]25

Optional courses from the core curriculum

B1
10Cr
B2
20Cr

Choose remaining credits in the lists below :

B1
10Cr
B2
20Cr
CodeDetailsBlocOrganizationTheoryPracticalOthersCredits
[...] With the agreement of the jury, choose 5 credits in any course programme of the University or from the UNIC course catalog.5

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 (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 to numerical algorithmic - [6h Laboratory work, 45h Projet] B1Q12414[+]5
INFO0902-1Data structures and algorithms - [40h Projet] B1Q22620[+]5
INFO0010-4Introduction to computer networking (english language) - [12h Laboratory work, 40h Projet] B1Q1322[+]5
INFO0012-2Computation structures (english language) - [40h Projet] B1Q12626[+]5
INFO0940-1Operating systems (english language) - [30h Projet] B1Q2306[+]5
INFO8006-1Introduction to artificial intelligence (english language) - [45h Projet] B1Q12520[+]5

Computer systems security

INFO0031-1Network Engineering (english language) - [12h Laboratory work, 30h Projet] -Q230-[+]5
INFO0045-3Introduction to computer security (english language) - [10h Laboratory work, 30h Projet]
Corequisite
INFO0010-4
Introduction to computer networking
INFO0012-2
Computation structures
INFO0902-1
Structures des données et algorithmes
-Q1306[+]5
INFO0056-1Securing Networks (english language) - [12h Laboratory work, 30h Projet] (Even years, organized in 2024-2025)
Corequisite
INFO0010-4
Introduction to computer networking
INFO0045-3
Introduction to computer security
-Q230-[+]5
INFO0939-1High performance scientific computing (english language) - [20h Projet] -Q13015[+]5
INFO8002-1Topics in Distributed Systems (english language) - [35h Projet] (Odd years, not organized in 2024-2025) -Q230-[+]5
INFO8012-1Digital Forensics (english language) - [12h Laboratory work, 30h Projet] (Even years, organized in 2024-2025)
Corequisite
INFO0940-1
Operating systems
INFO0010-4
Introduction to computer networking
INFO0085-1
Compilers
-Q230-[+]5
INFO8011-1Network infrastructures (english language) - [8h Laboratory work, 30h Projet]
Corequisite
INFO0010-4
Introduction to computer networking
-Q130-[+]5
INFO8013-1Advanced Computer Security (english language) - [20h Laboratory work, 30h Projet] (Odd years, not organized in 2024-2025)
Corequisite
INFO0045-3
Introduction to computer security
-Q220-[+]5

Intelligent Systems

INFO8010-1Deep learning (english language) - [60h Projet]
Corequisite
ELEN0062-1
Introduction to machine learning
-Q230-[+]5
ELEN0016-2Computer vision (english language) - [50h Projet] -Q13010[+]5
INFO0948-2Introduction to intelligent robotics (english language) - [80h Projet] -Q2304[+]5
INFO9015-1Logic for Computer Science (english language) -Q12420-5
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
INFO8004-1Advanced Machine learning (english language) - [20h Projet]
Corequisite
INFO8010-1
Deep learning
ELEN0062-1
Introduction to machine learning
-Q225-[+]5
INFO9014-1Knowledge representation and reasoning (english language) - [45h Projet]
Corequisite
INFO9015-1
Logic for Computer Science
-Q22420[+]5

Other optional courses

INFO2051-1Object-oriented programming on mobile devices (english language) - [90h Projet] -Q11510[+]5
INFO0064-2Embedded systems (english language) -Q12520-3
INFO2055-1Embedded systems project (english language) - [60h Projet]
Corequisite
INFO0064-2
Embedded systems
-Q2--[+]2
INFO0060-1Introduction to computer systems verification (english language) - [20h Projet]
Corequisite
INFO9015-1
Logic for Computer Science
INFO0016-1
Introduction to the theory of computation
-Q22020[+]5
MECA0524-1CAD & Geometric Algorithms - [60h Projet] -Q12020[+]5
MATH0461-2Introduction to numerical optimization (english language) - [25h Projet] -Q13020[+]5
MATH0462-1Discrete optimization (english language) - [25h Projet]
Corequisite
MATH0500-1
Introduction à l'algorithmique numérique
-Q23020[+]5
GBIO0030-1Computational approaches to statistical generics (english language) - [35h Projet]
Prerequisite
GBIO0002-1
Genetics and bioinformatics
-Q22515[+]5
GBIO0031-1Learning from genomic data (english language) - [150h Projet]
Prerequisite
GBIO0002-1
Genetics and bioinformatics
-Q2--[+]5
INFO9012-1Parallel Programming (english language) -Q22525-5
INFO9015-1Logic for Computer Science (english language) -Q12420-5
INFO9016-1Advanced Databases (english language) - [20h Projet] -Q22420[+]5
INFO9023-1Machine Learning Systems Design (english language) - [17h Laboratory work, 18h Projet]
Corequisite
ELEN0062-1
Introduction to machine learning
-Q217-[+]5

Internships and projects (maximum 15 credits)

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

Additional ECTS Master in computer science (for students who have not obtained a Bachelor's degree in computer science)

CodeDetailsBlocOrganizationTheoryPracticalOthersCredits

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
CodeDetailsBlocOrganizationTheoryPracticalOthersCredits
INFO9012-1Parallel Programming (english language) B0Q22525-5
INFO0062-1Object-oriented programming (english language) - [20h Projet] B0Q22520[+]5
INFO0054-1Functional programming - [20h Projet] B0Q12424[+]5
MATH2019-1Mathematics for computing 1 B0Q12626-5
INFO0027-3Programming techniques, Software patterns (english language) - [30h Projet] B0Q21010[+]2
MATH0495-1Elements for calculating probabilitiesB0   5
Part 1: Analysis tools for probabilities   6-- 
Part 2: Probability theory   20-- 

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
CodeDetailsBlocOrganizationTheoryPracticalOthersCredits
LANG6011-1Remedial English for Computer Science (english language) B0Q2327-3
LANG0988-1Advanced English for ICT studies (english language) B0Q1525-3

Additonal ECTS Master in computer science (aimed at bachelors in computer science from non university higher education institution)

CodeDetailsBlocOrganizationTheoryPracticalOthersCredits

Compulsory Courses

B0
57Cr
CodeDetailsBlocOrganizationTheoryPracticalOthersCredits
MATH0500-1Introduction to numerical algorithmic - [6h Laboratory work, 45h Projet] B0Q12414[+]5
INFO0902-1Data structures and algorithms - [40h Projet] B0Q22620[+]5
INFO9012-1Parallel Programming (english language) B0Q22525-5
INFO0010-4Introduction to computer networking (english language) - [12h Laboratory work, 40h Projet] B0Q1322[+]5
INFO0012-2Computation structures (english language) - [40h Projet] B0Q12626[+]5
INFO0940-1Operating systems (english language) - [30h Projet] B0Q2306[+]5
INFO0062-1Object-oriented programming (english language) - [20h Projet] B0Q22520[+]5
INFO0054-1Functional programming - [20h Projet] B0Q12424[+]5
MATH2019-1Mathematics for computing 1 B0Q12626-5
INFO0027-3Programming techniques, Software patterns (english language) - [30h Projet] B0Q21010[+]2
MATH0495-1Elements for calculating probabilitiesB0   5
Part 1: Analysis tools for probabilities   6-- 
Part 2: Probability theory   20-- 
INFO8006-1Introduction to artificial intelligence (english language) - [45h Projet] B0Q12520[+]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
CodeDetailsBlocOrganizationTheoryPracticalOthersCredits
LANG6011-1Remedial English for Computer Science (english language) B0Q2327-3
LANG0988-1Advanced English for ICT studies (english language) B0Q1525-3