Block view
- Organization
- Theory
- Practical
- Others
- Credits
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.
| Code | Details | Organization | Theory | Practical | Others | Credits |
|---|---|---|---|---|---|---|
| INFO0085-1 | Compilers (english language) - [75h Projet]
Corequisite
| Q2 | 25 | - | [+] | 5 |
| ELEN0062-1 | Introduction to machine learning (english language) - [40h Projet] | Q1 | 30 | 5 | [+] | 5 |
| INFO0016-1 | Introduction to the theory of computation (english language) | Q1 | 26 | 26 | - | 5 |
| ELEN0060-2 | Information and coding theory (english language) - [30h Projet] | Q2 | 30 | 15 | [+] | 5 |
| PROJ0010-1 | Software project engineering and management (english language) - [280h Projet]
Prerequisite
Corequisite
| TA | 20 | - | [+] | 10 |
| GEST3162-1 | Principles of management (english language) - [25h Projet] | Q1 | 30 | - | [+] | 5 |
Optional courses from the core curriculum
| Code | Details | Organization | Theory | Practical | Others | Credits | |
|---|---|---|---|---|---|---|---|
| [...] | 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 |
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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"). |
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| MATH0500-1 | Introduction to numerical algorithmic - [6h Laboratory work, 45h Projet] | Q1 | 24 | 14 | [+] | 5 | |
| INFO0902-1 | Data structures and algorithms - [40h Projet] | Q2 | 26 | 20 | [+] | 5 | |
| INFO0010-4 | Introduction to computer networking (english language) - [12h Laboratory work, 40h Projet] | Q1 | 32 | 2 | [+] | 5 | |
| INFO0012-2 | Computation structures (english language) - [40h Projet] | Q1 | 26 | 26 | [+] | 5 | |
| INFO0940-1 | Operating systems (english language) - [30h Projet] | Q2 | 30 | 6 | [+] | 5 | |
| INFO8006-1 | Introduction to artificial intelligence (english language) - [45h Projet] | Q1 | 25 | 20 | [+] | 5 | |
| ELEN0060-2 | Information and coding theory (english language) - [30h Projet] | Q2 | 30 | 15 | [+] | 5 | |
Computer systems security |
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| INFO0031-1 | Network Engineering (english language) - [12h Laboratory work, 30h Projet] | Q2 | 30 | - | [+] | 5 | |
| INFO0045-3 | Introduction to computer security (english language) - [10h Laboratory work, 30h Projet]
Corequisite
| Q1 | 30 | 6 | [+] | 5 | |
| INFO0056-1 | Securing Networks (english language) - [12h Laboratory work, 30h Projet] (Even years, not organized in 2025-2026)
Corequisite
| Q2 | 30 | - | [+] | 5 | |
| INFO0939-1 | High performance scientific computing (english language) - [20h Projet] | Q1 | 30 | 15 | [+] | 5 | |
| INFO8002-1 | Topics in Distributed Systems (english language) - [35h Projet] (Odd years, organized in 2025-2026) | Q2 | 30 | - | [+] | 5 | |
| INFO8012-1 | Digital Forensics (english language) - [12h Laboratory work, 30h Projet] (Even years, not organized in 2025-2026)
Corequisite
| Q2 | 30 | - | [+] | 5 | |
| INFO8011-1 | Network infrastructures (english language) - [8h Laboratory work, 30h Projet]
Corequisite
| Q1 | 30 | - | [+] | 5 | |
| INFO8013-1 | Advanced Computer Security (english language) - [20h Laboratory work, 30h Projet] (Odd years, organized in 2025-2026)
Corequisite
| Q2 | 20 | - | [+] | 5 | |
Intelligent Systems |
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| INFO8010-1 | Deep learning (english language) - [60h Projet]
Corequisite
| Q2 | 30 | - | [+] | 5 | |
| ELEN0016-2 | Computer vision (english language) - [50h Projet] | Q1 | 30 | 10 | [+] | 5 | |
| INFO0948-2 | Introduction to intelligent robotics (english language) - [80h Projet] | Q2 | 30 | 4 | [+] | 5 | |
| INFO9015-1 | Logic for Computer Science (english language) | Q1 | 24 | 20 | - | 5 | |
| INFO2049-1 | Web and Text Analytics (english language)
Corequisite
| Q1 | 30 | - | - | 5 | |
| GBIO0002-1 | Genetics and bioinformatics (english language) - [15h Projet] | Q1 | 30 | 15 | [+] | 5 | |
| INFO8004-1 | Advanced Machine learning (english language) - [20h Projet]
Corequisite
| Q2 | 25 | - | [+] | 5 | |
| INFO9014-1 | Knowledge representation and reasoning (english language) - [45h Projet]
Corequisite
| Q2 | 24 | 20 | [+] | 5 | |
| INFO9023-1 | Machine Learning Systems Design (english language) - [17h Laboratory work, 18h Projet]
Corequisite
| Q2 | 17 | - | [+] | 5 | |
| INFO9030-1 | Explainable Artificial Intelligence (english language) - [50h Projet] | Q2 | 24 | - | [+] | 5 | |
Other optional courses |
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| INFO2051-1 | Object-oriented programming on mobile devices (english language) - [90h Projet] | Q1 | 15 | 10 | [+] | 5 | |
| INFO0064-2 | Embedded systems (english language) | Q1 | 25 | 20 | - | 3 | |
| INFO2055-1 | Embedded systems project (english language) - [60h Projet]
Corequisite
| Q2 | - | - | [+] | 2 | |
| INFO0060-1 | Introduction to computer systems verification (english language) - [20h Projet]
Corequisite
| Q2 | 20 | 20 | [+] | 5 | |
| MECA0524-1 | CAD & Geometric Algorithms - [60h Projet] | Q1 | 20 | 20 | [+] | 5 | |
| MATH0461-2 | Introduction to numerical optimization (english language) - [25h Projet] | Q1 | 30 | 20 | [+] | 5 | |
| MATH0462-1 | Discrete optimization (english language) - [25h Projet]
Corequisite
| Q2 | 30 | 20 | [+] | 5 | |
| GBIO0030-1 | Computational approaches to statistical generics (english language) - [35h Projet]
Prerequisite
| Q2 | 25 | 15 | [+] | 5 | |
| GBIO0031-1 | Learning from genomic data (english language) - [150h Projet]
Prerequisite
| Q2 | - | - | [+] | 5 | |
| INFO9012-1 | Parallel Programming (english language) | Q2 | 25 | 25 | - | 5 | |
| INFO9015-1 | Logic for Computer Science (english language) | Q1 | 24 | 20 | - | 5 | |
| INFO9016-1 | Advanced Databases (english language) - [20h Projet] | Q1 | 24 | 20 | [+] | 5 | |
| ELEN0449-1 | Computer Vision understanding (english language) - [50h Projet] | Q2 | 24 | 10 | [+] | 5 | |
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.
| Code | Details | Organization | Theory | Practical | Others | Credits |
|---|---|---|---|---|---|---|
| INFO8010-1 | Deep learning (english language) - [60h Projet] | Q2 | 30 | - | [+] | 5 |
Choose 10 credits in the following list :
| Code | Details | Organization | Theory | Practical | Others | Credits |
|---|---|---|---|---|---|---|
| ELEN0016-2 | Computer vision (english language) - [50h Projet] | Q1 | 30 | 10 | [+] | 5 |
| INFO0948-2 | Introduction to intelligent robotics (english language) - [80h Projet] | Q2 | 30 | 4 | [+] | 5 |
| INFO2049-1 | Web and Text Analytics (english language) | Q1 | 30 | - | - | 5 |
| GBIO0002-1 | Genetics and bioinformatics (english language) - [15h Projet] | Q1 | 30 | 15 | [+] | 5 |
| DROI1357-1 | European law, (big) data and artificial intelligence applications seminar (english language) | Q1 | 24 | - | - | 5 |
| INFO8003-1 | Reinforcement learning (english language) - [45h Projet] | Q2 | 25 | 10 | [+] | 5 |
| INFO8004-1 | Advanced Machine learning (english language) - [20h Projet] | Q2 | 25 | - | [+] | 5 |
| INFO9014-1 | Knowledge representation and reasoning (english language) - [45h Projet]
Corequisite
| Q2 | 24 | 20 | [+] | 5 |
| INFO9023-1 | Machine Learning Systems Design (english language) - [17h Laboratory work, 18h Projet]
Corequisite
| Q2 | 17 | - | [+] | 5 |
| INFO9030-1 | Explainable Artificial Intelligence (english language) - [50h Projet] | Q2 | 24 | - | [+] | 5 |
Block 2
| Code | Details | Organization | Theory | Practical | Others | Credits |
|---|---|---|---|---|---|---|
| ATFE0002-1 | Master thesis (english language) - [750h Projet]
Collégialité, Laurent Mathy
| TA | - | - | [+] | 25 |
Optional courses from the core curriculum
| Code | Details | Organization | Theory | Practical | Others | Credits | |
|---|---|---|---|---|---|---|---|
| [...] | With the agreement of the jury, choose 5 credits in any course programme of the University or from the UNIC course catalog. | 5 | |||||
Computer systems security |
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| INFO0031-1 | Network Engineering (english language) - [12h Laboratory work, 30h Projet] | Q2 | 30 | - | [+] | 5 | |
| INFO0045-3 | Introduction to computer security (english language) - [10h Laboratory work, 30h Projet]
Corequisite
| Q1 | 30 | 6 | [+] | 5 | |
| INFO0056-1 | Securing Networks (english language) - [12h Laboratory work, 30h Projet] (Even years, not organized in 2025-2026)
Corequisite
| Q2 | 30 | - | [+] | 5 | |
| INFO0939-1 | High performance scientific computing (english language) - [20h Projet] | Q1 | 30 | 15 | [+] | 5 | |
| INFO8002-1 | Topics in Distributed Systems (english language) - [35h Projet] (Odd years, organized in 2025-2026) | Q2 | 30 | - | [+] | 5 | |
| INFO8012-1 | Digital Forensics (english language) - [12h Laboratory work, 30h Projet] (Even years, not organized in 2025-2026)
Corequisite
| Q2 | 30 | - | [+] | 5 | |
| INFO8011-1 | Network infrastructures (english language) - [8h Laboratory work, 30h Projet]
Corequisite
| Q1 | 30 | - | [+] | 5 | |
| INFO8013-1 | Advanced Computer Security (english language) - [20h Laboratory work, 30h Projet] (Odd years, organized in 2025-2026)
Corequisite
| Q2 | 20 | - | [+] | 5 | |
Intelligent Systems |
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| INFO8010-1 | Deep learning (english language) - [60h Projet]
Corequisite
| Q2 | 30 | - | [+] | 5 | |
| ELEN0016-2 | Computer vision (english language) - [50h Projet] | Q1 | 30 | 10 | [+] | 5 | |
| INFO0948-2 | Introduction to intelligent robotics (english language) - [80h Projet] | Q2 | 30 | 4 | [+] | 5 | |
| INFO9015-1 | Logic for Computer Science (english language) | Q1 | 24 | 20 | - | 5 | |
| INFO2049-1 | Web and Text Analytics (english language)
Corequisite
| Q1 | 30 | - | - | 5 | |
| GBIO0002-1 | Genetics and bioinformatics (english language) - [15h Projet] | Q1 | 30 | 15 | [+] | 5 | |
| INFO8004-1 | Advanced Machine learning (english language) - [20h Projet]
Corequisite
| Q2 | 25 | - | [+] | 5 | |
| INFO9014-1 | Knowledge representation and reasoning (english language) - [45h Projet]
Corequisite
| Q2 | 24 | 20 | [+] | 5 | |
| INFO9023-1 | Machine Learning Systems Design (english language) - [17h Laboratory work, 18h Projet]
Corequisite
| Q2 | 17 | - | [+] | 5 | |
| INFO9030-1 | Explainable Artificial Intelligence (english language) - [50h Projet] | Q2 | 24 | - | [+] | 5 | |
Other optional courses |
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| INFO2051-1 | Object-oriented programming on mobile devices (english language) - [90h Projet] | Q1 | 15 | 10 | [+] | 5 | |
| INFO0064-2 | Embedded systems (english language) | Q1 | 25 | 20 | - | 3 | |
| INFO2055-1 | Embedded systems project (english language) - [60h Projet]
Corequisite
| Q2 | - | - | [+] | 2 | |
| INFO0060-1 | Introduction to computer systems verification (english language) - [20h Projet]
Corequisite
| Q2 | 20 | 20 | [+] | 5 | |
| MECA0524-1 | CAD & Geometric Algorithms - [60h Projet] | Q1 | 20 | 20 | [+] | 5 | |
| MATH0461-2 | Introduction to numerical optimization (english language) - [25h Projet] | Q1 | 30 | 20 | [+] | 5 | |
| MATH0462-1 | Discrete optimization (english language) - [25h Projet]
Corequisite
| Q2 | 30 | 20 | [+] | 5 | |
| GBIO0030-1 | Computational approaches to statistical generics (english language) - [35h Projet]
Prerequisite
| Q2 | 25 | 15 | [+] | 5 | |
| GBIO0031-1 | Learning from genomic data (english language) - [150h Projet]
Prerequisite
| Q2 | - | - | [+] | 5 | |
| INFO9012-1 | Parallel Programming (english language) | Q2 | 25 | 25 | - | 5 | |
| INFO9015-1 | Logic for Computer Science (english language) | Q1 | 24 | 20 | - | 5 | |
| INFO9016-1 | Advanced Databases (english language) - [20h Projet] | Q1 | 24 | 20 | [+] | 5 | |
| ELEN0449-1 | Computer Vision understanding (english language) - [50h Projet] | Q2 | 24 | 10 | [+] | 5 | |
Internships and projects (maximum 15 credits) |
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| ASTG9005-1 | Research Internship (english language) - [300h Projet]
Prerequisite
| TA | - | - | [+] | 10 | |
| ASTG0021-1 | Technical company internship (english language) - [300h Projet]
Prerequisite
| TA | - | - | [+] | 10 | |
| Notice : the two company internships are mutually exclusive | |||||||
| PROJ0011-1 | Personal student project (english language) - [150h Projet]
Bernard Boigelot, Collégialité
| TA | - | - | [+] | 5 | |
Choose 15 credits in the following list :
| Code | Details | Organization | Theory | Practical | Others | Credits |
|---|---|---|---|---|---|---|
| ELEN0016-2 | Computer vision (english language) - [50h Projet] | Q1 | 30 | 10 | [+] | 5 |
| INFO0948-2 | Introduction to intelligent robotics (english language) - [80h Projet] | Q2 | 30 | 4 | [+] | 5 |
| INFO2049-1 | Web and Text Analytics (english language) | Q1 | 30 | - | - | 5 |
| GBIO0002-1 | Genetics and bioinformatics (english language) - [15h Projet] | Q1 | 30 | 15 | [+] | 5 |
| DROI1357-1 | European law, (big) data and artificial intelligence applications seminar (english language) | Q1 | 24 | - | - | 5 |
| INFO8003-1 | Reinforcement learning (english language) - [45h Projet] | Q2 | 25 | 10 | [+] | 5 |
| INFO8004-1 | Advanced Machine learning (english language) - [20h Projet] | Q2 | 25 | - | [+] | 5 |
| INFO9014-1 | Knowledge representation and reasoning (english language) - [45h Projet]
Corequisite
| Q2 | 24 | 20 | [+] | 5 |
| INFO9023-1 | Machine Learning Systems Design (english language) - [17h Laboratory work, 18h Projet]
Corequisite
| Q2 | 17 | - | [+] | 5 |
| INFO9030-1 | Explainable Artificial Intelligence (english language) - [50h Projet] | Q2 | 24 | - | [+] | 5 |
Bloc d'aménagement du programme de l'année
| Code | Details | Organization | Theory | Practical | Others | Credits | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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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. |
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Optional courses
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The following courses must be taken in addition to the programme of the "Master 60 for bachelors in computer science". Among these courses, those belonging to the "bloc 0" are prerequisites of the "Master 60" programme and must necessarily be taken during the first year of the master. |
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| Code | Details | Organization | Theory | Practical | Others | Credits |
|---|---|---|---|---|---|---|
| LANG6011-1 | Remedial English for Computer Science (english language) | Q2 | 3 | 27 | - | 3 |
| LANG0988-1 | Advanced English for ICT studies (english language) | Q1 | 5 | 25 | - | 3 |