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.
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 | Details | Bloc | Organization | Theory | Practical | Others | Credits |
|---|---|---|---|---|---|---|---|
| INFO8010-1 | Deep learning (english language) - [60h Projet] | B1 | Q2 | 30 | - | [+] | 5 |
| SYST0022-1 | Linear Systems Design (english language) - [15h Projet] | B1 | Q2 | 26 | 26 | [+] | 5 |
Optional courses within the focus
- B1
- 5Cr
- B2
- 15Cr
| Code | Details | Bloc | 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)
Corequisite
| - | 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 |
| INFO8006-1 | Introduction to artificial intelligence (english language) - [45h Projet] | - | Q1 | 25 | 20 | [+] | 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 |
| Code | Details | Bloc | Organization | Theory | Practical | Others | Credits |
|---|---|---|---|---|---|---|---|
| INFO0085-1 | Compilers (english language) - [75h Projet]
Corequisite
| B1 | Q2 | 25 | - | [+] | 5 |
| ELEN0062-1 | Introduction to machine learning (english language) - [40h Projet] | B1 | Q1 | 30 | 5 | [+] | 5 |
| INFO0016-1 | Introduction to the theory of computation (english language) | B1 | Q1 | 26 | 26 | - | 5 |
| INFO0940-1 | Operating systems (english language) - [30h Projet]
Corequisite
| B1 | Q2 | 30 | 6 | [+] | 5 |
| ELEN0060-2 | Information and coding theory (english language) - [30h Projet] | B1 | Q2 | 30 | 15 | [+] | 5 |
| GEST3162-1 | Principles of management (english language) - [25h Projet] | B1 | Q1 | 30 | - | [+] | 5 |
| PROJ0010-1 | Software project engineering and management (english language) - [280h Projet]
Prerequisite
Corequisite
| B1 | TA | 20 | - | [+] | 10 |
| ATFE0015-1 | Master thesis (english language) - [750h Projet]
Collégialité, Laurent Mathy
| B2 | TA | - | - | [+] | 25 |
Optional courses from the core curriculum
- B1
- 5Cr
- B2
- 20Cr
| Code | Details | Bloc | Organization | Theory | Practical | Others | Credits |
|---|---|---|---|---|---|---|---|
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 | Data structures and algorithms - [40h Projet] | B1 | Q2 | 26 | 20 | [+] | 5 |
| INFO0010-4 | Introduction to computer networking (english language) - [12h Laboratory work, 40h Projet] | B1 | Q1 | 32 | 2 | [+] | 5 |
| INFO0012-2 | Computation structures (english language) - [40h Projet] | B1 | Q1 | 26 | 26 | [+] | 5 |
| INFO0062-1 | Object-oriented programming (english language) - [20h Projet] | B1 | Q2 | 25 | 20 | [+] | 5 |
| INFO9012-1 | Parallel Programming (english language) | B1 | Q2 | 25 | 25 | - | 5 |
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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, organized in 2024-2025)
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, not organized in 2024-2025) | - | Q2 | 30 | - | [+] | 5 |
| INFO8012-1 | Digital Forensics (english language) - [12h Laboratory work, 30h Projet] (Even years, organized in 2024-2025)
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, not organized in 2024-2025)
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 |
| INFO9015-1 | Logic for Computer Science (english language) | - | Q1 | 24 | 20 | - | 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 |
| INFO8003-1 | Reinforcement learning (english language) - [45h Projet] | - | Q2 | 25 | 10 | [+] | 5 |
| INFO8004-1 | Advanced Machine learning (english language) - [20h Projet]
Corequisite
| - | Q2 | 25 | - | [+] | 5 |
| INFO8006-1 | Introduction to artificial intelligence (english language) - [45h Projet] | - | Q1 | 25 | 20 | [+] | 5 |
| INFO9014-1 | Knowledge representation and reasoning (english language) - [45h Projet]
Corequisite
| - | Q2 | 24 | 20 | [+] | 5 |
Other optional courses |
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| INFO9015-1 | Logic for Computer Science (english language) | - | Q1 | 24 | 20 | - | 5 |
| INFO9016-1 | Advanced Databases (english language) - [20h Projet] | - | Q2 | 24 | 20 | [+] | 5 |
| INFO0064-2 | Embedded systems (english language) | - | Q1 | 25 | 20 | - | 3 |
| INFO2055-1 | Embedded systems project (english language) - [60h Projet]
Corequisite
| - | Q2 | - | - | [+] | 2 |
| INFO2051-1 | Object-oriented programming on mobile devices (english language) - [90h Projet] | - | Q1 | 15 | 10 | [+] | 5 |
| INFO0060-1 | Introduction to computer systems verification (english language) - [20h Projet]
Corequisite
| - | Q2 | 20 | 20 | [+] | 5 |
| INFO0027-2 | Programming techniques (english language) | - | Q2 | 5 | |||
| Algorithmics - [40h Projet] | 14 | 14 | [+] | ||||
| Software patterns - [30h Projet] | 10 | 10 | [+] | ||||
| MATH0461-2 | Introduction to numerical optimization (english language) - [25h Projet] | - | Q1 | 30 | 20 | [+] | 5 |
| MATH0462-1 | Discrete optimization (english language) - [25h Projet] | - | Q2 | 30 | 20 | [+] | 5 |
| GBIO0030-1 | Computational approaches to statistical generics (english language) - [35h Projet]
Prerequisite
| - | Q2 | 25 | 15 | [+] | 5 |
| MECA0524-1 | CAD & Geometric Algorithms - [60h Projet] | - | Q1 | 20 | 20 | [+] | 5 |
| INFO0004-2 | Object-oriented programming projects (english language) - [90h Projet] | - | Q2 | 20 | - | [+] | 5 |
| GBIO0031-1 | Learning from genomic data (english language) - [150h Projet] | - | Q2 | - | - | [+] | 5 |
| INFO9023-1 | Machine Learning Systems Design (english language) - [17h Laboratory work, 18h Projet]
Corequisite
| - | 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 (english language) - [300h Projet]
Prerequisite
| B2 | TA | - | - | [+] | 10 |
| ASTG0021-1 | Technical company internship (english language) - [300h Projet]
Prerequisite
| B2 | TA | - | - | [+] | 10 |
| Notice : the two company internships are mutually exclusive | |||||||
| PROJ0011-1 | Personal student project (english language) - [150h Projet]
Bernard Boigelot, Collégialité
| - | TA | - | - | [+] | 5 |
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