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.
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.
| Code | Détails | Bloc | Organisation | Théorie | Pratique | Autres | Crédits |
|---|---|---|---|---|---|---|---|
| INFO8010-1 | Deep learning (anglais) - [60h Projet] | B1 | Q2 | 30 | - | [+] | 5 |
| SYST0022-1 | Linear Systems Design (anglais) - [15h Projet] | B1 | Q2 | 26 | 26 | [+] | 5 |
Optional courses within the focus
- B1
- 5Cr
- B2
- 15Cr
| Code | Détails | Bloc | Organisation | Théorie | Pratique | Autres | Crédits |
|---|---|---|---|---|---|---|---|
| ELEN0016-2 | Computer vision (anglais) - [50h Projet] | - | Q1 | 30 | 10 | [+] | 5 |
| INFO0948-2 | Introduction to intelligent robotics (anglais) - [80h Projet] | - | Q2 | 30 | 4 | [+] | 5 |
| INFO2049-1 | Web and Text Analytics (anglais)
Corequis
| - | Q1 | 30 | - | - | 5 |
| GBIO0002-1 | Genetics and bioinformatics (anglais) - [15h Projet] | - | Q1 | 30 | 15 | [+] | 5 |
| DROI1357-1 | European law, (big) data and artificial intelligence applications seminar (anglais) | - | Q1 | 24 | - | - | 5 |
| INFO8003-1 | Reinforcement learning (anglais) - [45h Projet] | - | Q2 | 25 | 10 | [+] | 5 |
| INFO8004-1 | Advanced Machine learning (anglais) - [20h Projet] | - | Q2 | 25 | - | [+] | 5 |
| INFO8006-1 | Introduction to artificial intelligence (anglais) - [45h Projet] | - | Q1 | 25 | 20 | [+] | 5 |
| INFO9014-1 | Knowledge representation and reasoning (anglais) - [45h Projet]
Corequis
| - | Q2 | 24 | 20 | [+] | 5 |
| INFO9023-1 | Machine Learning Systems Design (anglais) - [17h Laboratoire, 18h Projet]
Corequis
| - | Q2 | 17 | - | [+] | 5 |
| Code | Détails | Bloc | Organisation | Théorie | Pratique | Autres | Crédits |
|---|---|---|---|---|---|---|---|
| INFO0085-1 | Compilers (anglais) - [75h Projet]
Corequis
| B1 | Q2 | 25 | - | [+] | 5 |
| ELEN0062-1 | Introduction to machine learning (anglais) - [40h Projet] | B1 | Q1 | 30 | 5 | [+] | 5 |
| INFO0016-1 | Introduction to the theory of computation (anglais) | B1 | Q1 | 26 | 26 | - | 5 |
| INFO0940-1 | Operating systems (anglais) - [30h Projet]
Corequis
| B1 | Q2 | 30 | 6 | [+] | 5 |
| ELEN0060-2 | Information and coding theory (anglais) - [30h Projet] | B1 | Q2 | 30 | 15 | [+] | 5 |
| GEST3162-1 | Principles of management (anglais) - [25h Projet] | B1 | Q1 | 30 | - | [+] | 5 |
| PROJ0010-1 | Software project engineering and management (anglais) - [280h Projet]
Prérequis
Corequis
| B1 | TA | 20 | - | [+] | 10 |
| ATFE0015-1 | Master thesis (anglais) - [750h Projet]
Collégialité, Laurent Mathy
| B2 | TA | - | - | [+] | 25 |
Optional courses from the core curriculum
- B1
- 5Cr
- B2
- 20Cr
| Code | Détails | Bloc | Organisation | Théorie | Pratique | Autres | Crédits |
|---|---|---|---|---|---|---|---|
Optional courses outside the focus |
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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 of science in engineering, or unless the corresponding knowledge and skills have been acquired previously. |
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| INFO0902-1 | Structures des données et algorithmes - [40h Projet] | B1 | Q2 | 26 | 20 | [+] | 5 |
| INFO0010-4 | Introduction to computer networking (anglais) - [12h Laboratoire, 40h Projet] | B1 | Q1 | 32 | 2 | [+] | 5 |
| INFO0012-2 | Computation structures (anglais) - [40h Projet] | B1 | Q1 | 26 | 26 | [+] | 5 |
| INFO0062-1 | Object-oriented programming (anglais) - [20h Projet] | B1 | Q2 | 25 | 20 | [+] | 5 |
| INFO9012-1 | Parallel Programming (anglais) | B1 | Q2 | 25 | 25 | - | 5 |
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| INFO0031-1 | Network Engineering (anglais) - [12h Laboratoire, 30h Projet] | - | Q2 | 30 | - | [+] | 5 |
| INFO0045-3 | Introduction to computer security (anglais) - [10h Laboratoire, 30h Projet]
Corequis
| - | Q1 | 30 | 6 | [+] | 5 |
| INFO0056-1 | Securing Networks (anglais) - [12h Laboratoire, 30h Projet] (années paires, organisé en 2024-2025)
Corequis
| - | Q2 | 30 | - | [+] | 5 |
| INFO0939-1 | High performance scientific computing (anglais) - [20h Projet] | - | Q1 | 30 | 15 | [+] | 5 |
| INFO8002-1 | Topics in Distributed Systems (anglais) - [35h Projet] (années impaires, pas organisé en 2024-2025) | - | Q2 | 30 | - | [+] | 5 |
| INFO8012-1 | Digital Forensics (anglais) - [12h Laboratoire, 30h Projet] (années paires, organisé en 2024-2025)
Corequis
| - | Q2 | 30 | - | [+] | 5 |
| INFO8011-1 | Network infrastructures (anglais) - [8h Laboratoire, 30h Projet]
Corequis
| - | Q1 | 30 | - | [+] | 5 |
| INFO8013-1 | Advanced Computer Security (anglais) - [20h Laboratoire, 30h Projet] (années impaires, pas organisé en 2024-2025)
Corequis
| - | Q2 | 20 | - | [+] | 5 |
Intelligent Systems |
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| INFO8010-1 | Deep learning (anglais) - [60h Projet]
Corequis
| - | Q2 | 30 | - | [+] | 5 |
| ELEN0016-2 | Computer vision (anglais) - [50h Projet] | - | Q1 | 30 | 10 | [+] | 5 |
| INFO9015-1 | Logic for Computer Science (anglais) | - | Q1 | 24 | 20 | - | 5 |
| INFO0948-2 | Introduction to intelligent robotics (anglais) - [80h Projet] | - | Q2 | 30 | 4 | [+] | 5 |
| INFO2049-1 | Web and Text Analytics (anglais) | - | Q1 | 30 | - | - | 5 |
| GBIO0002-1 | Genetics and bioinformatics (anglais) - [15h Projet] | - | Q1 | 30 | 15 | [+] | 5 |
| INFO8003-1 | Reinforcement learning (anglais) - [45h Projet] | - | Q2 | 25 | 10 | [+] | 5 |
| INFO8004-1 | Advanced Machine learning (anglais) - [20h Projet]
Corequis
| - | Q2 | 25 | - | [+] | 5 |
| INFO8006-1 | Introduction to artificial intelligence (anglais) - [45h Projet] | - | Q1 | 25 | 20 | [+] | 5 |
| INFO9014-1 | Knowledge representation and reasoning (anglais) - [45h Projet]
Corequis
| - | Q2 | 24 | 20 | [+] | 5 |
Other optional courses |
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| INFO9015-1 | Logic for Computer Science (anglais) | - | Q1 | 24 | 20 | - | 5 |
| INFO9016-1 | Advanced Databases (anglais) - [20h Projet] | - | Q2 | 24 | 20 | [+] | 5 |
| INFO0064-2 | Embedded systems (anglais) | - | Q1 | 25 | 20 | - | 3 |
| INFO2055-1 | Embedded systems project (anglais) - [60h Projet]
Corequis
| - | Q2 | - | - | [+] | 2 |
| INFO2051-1 | Object-oriented programming on mobile devices (anglais) - [90h Projet] | - | Q1 | 15 | 10 | [+] | 5 |
| INFO0060-1 | Introduction to computer systems verification (anglais) - [20h Projet]
Corequis
| - | Q2 | 20 | 20 | [+] | 5 |
| INFO0027-2 | Programming techniques (anglais) | - | Q2 | 5 | |||
| Algorithmics - [40h Projet] | 14 | 14 | [+] | ||||
| Software patterns - [30h Projet] | 10 | 10 | [+] | ||||
| MATH0461-2 | Introduction to numerical optimization (anglais) - [25h Projet] | - | Q1 | 30 | 20 | [+] | 5 |
| MATH0462-1 | Discrete optimization (anglais) - [25h Projet] | - | Q2 | 30 | 20 | [+] | 5 |
| GBIO0030-1 | Computational approaches to statistical genetics (anglais) - [35h Projet]
Prérequis
| - | Q2 | 25 | 15 | [+] | 5 |
| MECA0524-1 | CAD & Geometric Algorithms - [60h Projet] | - | Q1 | 20 | 20 | [+] | 5 |
| INFO0004-2 | Object-oriented programming projects (anglais) - [90h Projet] | - | Q2 | 20 | - | [+] | 5 |
| GBIO0031-1 | Learning from genomic data (anglais) - [150h Projet] | - | Q2 | - | - | [+] | 5 |
| INFO9023-1 | Machine Learning Systems Design (anglais) - [17h Laboratoire, 18h Projet]
Corequis
| - | Q2 | 17 | - | [+] | 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) |
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| ASTG9005-1 | Research Internship (anglais) - [300h Projet]
Prérequis
| B2 | TA | - | - | [+] | 10 |
| ASTG0021-1 | Technical company internship (anglais) - [300h Projet]
Prérequis
| B2 | TA | - | - | [+] | 10 |
| Remarque : the two company internships are mutually exclusive | |||||||
| PROJ0011-1 | Personal student project (anglais) - [150h Projet]
Bernard Boigelot, Collégialité
| - | TA | - | - | [+] | 5 |
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