Cycle view
- 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 70 credits of the compulsory courses (including the master thesis), choose one option for 20 credits and 30 credits from one of the three professional foci.
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 |
|---|---|---|---|---|---|---|---|
| INFO0085-1 | Compilers (english language) - [75h Projet]
Corequisite
| B1 | Q2 | 25 | - | [+] | 5 |
| INFO0063-1 | Object-oriented software engineering (english language) - [30h Projet]
Corequisite
| B1 | Q1 | 30 | 24 | [+] | 5 |
| INFO0016-1 | Introduction to the theory of computation (english language) | B1 | Q1 | 30 | 30 | - | 5 |
| MATH0462-1 | Discrete optimization (english language) - [25h Projet] | B1 | Q1 | 30 | 20 | [+] | 5 |
| INFO0051-1 | Logic (english language) - [10h Projet] | B1 | Q1 | 30 | 25 | [+] | 5 |
| ELEN0060-2 | Information and coding theory (english language) - [30h Projet] | B1 | Q2 | 30 | 15 | [+] | 5 |
| GEST3162-1 | Principles of management (english language) | B1 | Q1 | 25 | 25 | - | 5 |
| PROJ0010-1 | Integrated software project, including fundamentals in project management (english language) - [290h Projet]
Corequisite
| B1 | TA | 10 | - | [+] | 10 |
| ATFE0015-1 | Master thesis (english language) - [750h Projet]
Collégialité, Laurent Mathy
| B2 | TA | - | - | [+] | 25 |
Optional courses
- B1
- 15Cr
- B2
- 35Cr
Students will choose one of the focus below and will carry it on during the second bloc
- B1
- 15Cr
- B2
- 15Cr
| Code | Détails | Bloc | Organisation | Théorie | Pratique | Autres | Crédits | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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Compulsory Courses |
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| INFO0031-1 | Computer network architectures and multimedia (english language) - [10h Laboratory work, 25h Projet]
Corequisite
| B1 | Q1 | 35 | - | [+] | 5 | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| INFO0045-3 | Introduction to computer security (english language) - [8h Laboratory work, 30h Projet] | B1 | Q2 | 30 | 10 | [+] | 5 | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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Compulsory Courses |
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| ELEN0062-1 | Introduction to machine learning (english language) - [40h Projet]
Corequisite
| B1 | Q1 | 30 | 5 | [+] | 5 | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| SYST0003-1 | Linear control systems (english language) - [6h Laboratory work] | B2 | Q1 | 30 | 30 | [+] | 5 | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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| Code | Détails | Bloc | Organisation | Théorie | Pratique | Autres | Crédits | ||||||||||||||||||||||||||||||||
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| Registration to this focus only with a file (contact: C. Puit) |
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Compulsory Courses |
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| FINA0001-1 | Financial statement analysis and financing an enterprise | B1 | Q2 | 45 | - | - | 5 | ||||||||||||||||||||||||||||||||
| ECON2259-1 | Microeconomics and industrial economy | B1 | Q2 | 40 | 15 | - | 5 | ||||||||||||||||||||||||||||||||
| LOGI0010-1 | Supply Chain Management (english language) | B1 | Q2 | 45 | - | - | 5 | ||||||||||||||||||||||||||||||||
| ERAS0011-1 | Business Simulation (english language) - [50h Monitored workshops] | B2 | Q1 | - | - | [+] | 2 | ||||||||||||||||||||||||||||||||
| GRHO0001-4 | Strategic Human Resources Management | B2 | Q1 | 45 | - | - | 5 | ||||||||||||||||||||||||||||||||
| DROI0174-2 | Commercial law | B2 | Q2 | 45 | - | - | 5 | ||||||||||||||||||||||||||||||||
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| 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 in computer science, or unless the corresponding knowledge and skills have been acquired previously. |
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| MATH0500-1 | Introduction to numerical algorithmic - [6h Laboratory work, 45h Projet] | B2 | Q1 | 24 | 14 | [+] | 5 |
| INFO2050-1 | Advanced computer programming - [40h Projet] | B2 | Q1 | 25 | 20 | [+] | 5 |
| INFO0010-4 | Introduction to computer networking (english language) - [12h Laboratory work, 40h Projet] | B2 | Q2 | 35 | 2 | [+] | 5 |
| INFO0012-2 | Computation structures (english language) - [40h Projet] | B2 | Q1 | 30 | 25 | [+] | 5 |
| INFO0940-1 | Operating systems (english language) - [30h Projet] | B2 | Q2 | 30 | 6 | [+] | 5 |
Computer systems and networks |
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| INFO0031-1 | Computer network architectures and multimedia (english language) - [10h Laboratory work, 25h Projet] | B2 | Q1 | 35 | - | [+] | 5 |
| INFO0045-3 | Introduction to computer security (english language) - [8h Laboratory work, 30h Projet] | B2 | Q2 | 30 | 10 | [+] | 5 |
| INFO0941-1 | Network measurement and monitoring (english language) - [60h Projet]
Corequisite
| B2 | Q2 | 20 | - | [+] | 5 |
| INFO2051-1 | Object-oriented programming on mobile devices (english language) - [90h Projet] | B2 | Q2 | 15 | 10 | [+] | 5 |
| INFO0056-1 | Managing and securing computer networks (english language) - [12h Laboratory work, 55h Projet]
Corequisite
| B2 | Q2 | 30 | - | [+] | 5 |
| ELEN0002-2 | Introduction to audio and video techniques (english language) - [8h Laboratory work] | B2 | Q1 | 30 | 22 | [+] | 5 |
| INFO0939-1 | High performance scientific computing (english language) - [20h Projet] | B2 | Q1 | 30 | 15 | [+] | 5 |
| INFO2060-1 | Advanced operating systems (english language) | B2 | Q1 | 30 | 30 | - | 5 |
| INFO8002-1 | Large-scale database systems (english language) - [45h Projet] | B2 | Q1 | 25 | 10 | [+] | 5 |
Intelligent Systems |
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| ELEN0062-1 | Introduction to machine learning (english language) - [40h Projet]
Corequisite
| B2 | Q1 | 30 | 5 | [+] | 5 |
| ELEN0016-2 | Computer vision (english language) - [50h Projet] | B2 | Q1 | 30 | 10 | [+] | 5 |
| INFO0948-2 | Introduction to intelligent robotics (english language) - [80h Projet]
Corequisite
| B2 | Q2 | 30 | 4 | [+] | 5 |
| INFO0049-1 | Knowledge representation (english language) - [50h Projet]
Corequisite
| B2 | Q2 | 30 | 25 | [+] | 5 |
| INFO2046-2 | Computational geometry (english language) - [95h Projet] | B2 | Q1 | 25 | - | [+] | 5 |
| INFO2049-1 | Web and Text Analytics (english language)
Corequisite
| B2 | Q1 | 30 | - | - | 5 |
| GBIO0002-1 | Genetics and bioinformatics (english language) - [15h Projet] | B2 | Q1 | 30 | 15 | [+] | 5 |
| INFO8003-1 | Optimal decision making for complex problems (english language) - [45h Projet] | B2 | Q2 | 25 | 10 | [+] | 5 |
| INFO8004-1 | Advanced Machine learning (english language) - [45h Projet] | B2 | Q2 | 30 | 5 | [+] | 5 |
| DROI8031-3 | Introduction to the law of robots, including linguistic support, Law of artificial intelligence, robots and data-driven algorithmic applications (english language) | B2 | Q1 | 20 | - | - | 5 |
Other optional courses |
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| INFO0064-2 | Embedded systems (english language) | B2 | Q1 | 25 | 20 | - | 3 |
| INFO2055-1 | Embedded systems project (english language) - [60h Projet]
Corequisite
| B2 | Q2 | - | - | [+] | 2 |
| INFO0050-1 | Constraint programming projects (english language) - [80h Projet]
Corequisite
| B2 | TA | 15 | 10 | [+] | 5 |
| INFO0060-1 | Concurrent system verification and temporal logic (english language) - [20h Projet]
Prerequisite
| B2 | Q2 | 30 | 10 | [+] | 5 |
| INFO0026-3 | Computer graphics (english language) - [45h Projet] | B2 | Q2 | 24 | 24 | [+] | 5 |
| GBIO0009-1 | Topics in bioinformatics (english language) - [35h Projet]
Prerequisite
| B2 | Q1 | 25 | 15 | [+] | 5 |
| ELEN0019-2 | Audio signal processing : principles and experiments (english language) - [24h Laboratory work, 30h Projet] | B2 | Q1 | 5 | - | [+] | 5 |
| MATH0461-2 | Introduction to numerical optimization (english language) - [25h Projet] | B2 | Q1 | 30 | 20 | [+] | 5 |
| GBIO0030-1 | Computational approaches to statistical generics (english language) - [35h Projet]
Prerequisite
| B2 | Q2 | 25 | 15 | [+] | 5 |
| INGE0012-1 | Scientific research in engineering and its impact on innovation (english language) | B2 | Q2 | 30 | 30 | - | 5 |
| INFO8005-1 | Semantic Data (english language) - [45h Projet] | B2 | Q2 | 25 | 10 | [+] | 5 |
| INFO8006-1 | Introduction to artificial intelligence (english language) - [45h Projet] | B2 | Q1 | 25 | 10 | [+] | 5 |
Internships and projects (maximum 15 credits) |
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| ASTG9005-1 | Research Internship (english language) - [300h Projet] | B2 | TA | - | - | [+] | 10 |
| ASTG0021-1 | Technical company internship (english language) - [300h Projet] | B2 | TA | - | - | [+] | 10 |
| Notice : the two company internships are mutually exclusive | |||||||
| PROJ0011-1 | Personal student project (english language) - [150h Projet]
Bernard Boigelot, Collégialité
| B2 | TA | - | - | [+] | 5 |
| [...] | With the agreement of the jury, choose 5 credits in any course programme of the University | - | |||||
| Code | Détails | Bloc | Organisation | Théorie | Pratique | Autres | Crédits |
|---|---|---|---|---|---|---|---|
| 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. | |||||||
| INFO2050-1 | Advanced computer programming - [40h Projet] | B0 | Q1 | 25 | 20 | [+] | 5 |
| MATH0495-1 | Elements of probability calculus - [5h Projet] | B0 | Q1 | 15 | 15 | [+] | 3 |
| MATH0500-1 | Introduction to numerical algorithmic - [6h Laboratory work, 45h Projet] | B0 | Q1 | 24 | 14 | [+] | 5 |
| INFO0027-2 | Programming techniques (english language) - [70h Projet] | B0 | Q2 | 30 | 24 | [+] | 5 |
| INFO0030-3 | Programming Projects - [100h Projet] | B0 | Q2 | 20 | - | [+] | 5 |
| MATH1222-3 | Introduction to stochastic processes, Markov chains - [10h Monitored workshops] | B0 | Q2 | 20 | 10 | [+] | 5 |