Block view
- Organisation
- Théorie
- Pratique
- Autres
- Crédits
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.
To complete their curriculum, students must earn or validate the 65 credits of the compulsory courses (including the master thesis), choose 30 credits from one of the three professional foci 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 | Organisation | Théorie | Pratique | Autres | Crédits | |
|---|---|---|---|---|---|---|---|
| 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 | |
| INFO0940-1 | Operating systems (english language) - [30h Projet] | Q2 | 30 | 6 | [+] | 5 | |
| ELEN0060-2 | Information and coding theory (english language) - [30h Projet] | Q2 | 30 | 15 | [+] | 5 | |
| GEST3162-1 | Principles of management (english language) | Q1 | 25 | 25 | - | 5 | |
| PROJ0010-1 | Software project engineering and management (english language) - [280h Projet]
Prerequisite
Corequisite
| TA | 20 | - | [+] | 10 |
Optional courses
Choose one focus among the three below :
| Code | Détails | Organisation | Théorie | Pratique | Autres | Crédits | |
|---|---|---|---|---|---|---|---|
| For students who have begun this focus before 2018-2019 | |||||||
| Code | Détails | Organisation | Théorie | Pratique | Autres | Crédits | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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Compulsory Courses |
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| INFO0031-1 | Network Engineering (english language) - [12h Laboratory work, 30h Projet]
Corequisite
| Q2 | 30 | - | [+] | 5 | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| INFO0045-3 | Introduction to computer security (english language) - [8h Laboratory work, 30h Projet]
Corequisite
| Q1 | 30 | 10 | [+] | 5 | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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| Code | Détails | Organisation | Théorie | Pratique | Autres | Crédits | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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Compulsory Courses |
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| INFO8010-1 | Deep learning (english language) - [45h Projet] | Q2 | 30 | 5 | [+] | 5 | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| SYST0003-1 | Linear control systems (english language) | Q1 | 5 | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| Theory | 26 | 6 | - | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| Control system design in time domain and frequency domain - [6h Laboratory work] | - | 20 | [+] | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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| Code | Détails | Organisation | Théorie | Pratique | Autres | Crédits | |
|---|---|---|---|---|---|---|---|
| Registration to this focus only with a file (contact : C. Puit) | |||||||
Compulsory Courses |
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| FINA0001-1 | Financial statement analysis and financing an enterprise | Q2 | 45 | - | - | 5 | |
| ECON2259-1 | Microeconomics and industrial economy | Q2 | 40 | 15 | - | 5 | |
| LOGI0010-1 | Supply Chain Management (english language) | Q2 | 45 | - | - | 5 | |
| Code | Détails | Organisation | Théorie | Pratique | Autres | Crédits | |
|---|---|---|---|---|---|---|---|
Optional courses outside the focus |
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|
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. |
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| INFO2050-1 | Advanced computer programming - [40h Projet]
Pierre Geurts - Suppl : Pascal Fontaine
| Q1 | 25 | 20 | [+] | 5 | |
| INFO0010-4 | Introduction to computer networking (english language) - [12h Laboratory work, 40h Projet] | 35 | 2 | [+] | 5 | ||
| INFO0012-2 | Computation structures (english language) - [40h Projet] | Q1 | 26 | 26 | [+] | 5 | |
| INFO0062-1 | Object-oriented programming (english language) - [20h Projet] | Q2 | 25 | 20 | [+] | 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) - [8h Laboratory work, 30h Projet]
Corequisite
| Q1 | 30 | 10 | [+] | 5 | |
| INFO0056-1 | Securing Networks (english language) - [12h Laboratory work, 30h Projet] (Even years)
Corequisite
| Q2 | 30 | - | [+] | 5 | |
| ELEN0002-2 | Introduction to audio and video techniques (english language) - [8h Laboratory work] | Q1 | 30 | 22 | [+] | 5 | |
| INFO0939-1 | High performance scientific computing (english language) - [20h Projet] | Q1 | 30 | 15 | [+] | 5 | |
| INFO8002-1 | Large-scale data systems (english language) - [45h Projet] | Q1 | 25 | 10 | [+] | 5 | |
| INFO8012-1 | Digital Forensics (english language) - [12h Laboratory work, 30h Projet] (Even years)
Prerequisite
Corequisite
| Q2 | 30 | - | [+] | 5 | |
| INFO8011-1 | Network infrastructures (english language) - [12h Laboratory work, 30h Projet] (Odd years)
Corequisite
| Q1 | 30 | - | [+] | 5 | |
| INFO8013-1 | Advanced Computer Security (english language) - [12h Laboratory work, 30h Projet] (Odd years)
Prerequisite
| Q2 | 30 | - | [+] | 5 | |
Intelligent Systems |
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| INFO8010-1 | Deep learning (english language) - [45h Projet]
Corequisite
| Q2 | 30 | 5 | [+] | 5 | |
| ELEN0016-2 | Computer vision (english language) - [50h Projet] | Q1 | 30 | 10 | [+] | 5 | |
| INFO0051-1 | Logic (english language) - [10h Projet] | Q1 | 25 | 25 | [+] | 5 | |
| INFO0948-2 | Introduction to intelligent robotics (english language) - [80h Projet]
Corequisite
| Q2 | 30 | 4 | [+] | 5 | |
| INFO0049-1 | Knowledge representation (english language) - [50h Projet]
Corequisite
| Q2 | 28 | 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 | Optimal decision making for complex problems (english language) - [45h Projet] | Q2 | 25 | 10 | [+] | 5 | |
| INFO8004-1 | Advanced Machine learning (english language) - [45h Projet] | Q2 | 30 | 5 | [+] | 5 | |
| INFO8005-1 | Semantic Data (english language) - [45h Projet] | Q2 | 25 | 10 | [+] | 5 | |
| INFO0050-1 | Constraint programming projects (english language) - [80h Projet]
Prerequisite
| TA | 15 | 10 | [+] | 5 | |
| INFO8006-1 | Introduction to artificial intelligence (english language) - [45h Projet] | Q1 | 25 | 10 | [+] | 5 | |
Other optional courses |
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| 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 | Concurrent system verification and temporal logic (english language) - [20h Projet]
Prerequisite
| Q2 | 30 | 10 | [+] | 5 | |
| INFO0027-2 | Programming techniques (english language) - [70h Projet] | Q2 | 24 | 24 | [+] | 5 | |
| GBIO0009-1 | Topics in bioinformatics (english language) - [35h Projet]
Prerequisite
| Q1 | 25 | 15 | [+] | 5 | |
| ELEN0019-2 | Audio signal processing : principles and experiments (english language) - [24h Laboratory work, 30h Projet] | Q2 | 5 | - | [+] | 5 | |
| 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 | |
| INGE0012-1 | Scientific research in engineering and its impact on innovation (english language) | Q2 | 26 | 26 | - | 5 | |
| MECA0524-1 | CAD & Geometric Algorithms - [60h Projet] | Q1 | 20 | 20 | [+] | 5 | |
| [...] | With the agreement of the jury, choose 5 credits in any course programme of the University | - | |||||
Internships and projects (maximum 15 credits) |
|||||||
| Notice : the two company internships are mutually exclusive | |||||||
| PROJ0011-1 | Personal student project (english language) - [150h Projet]
Bernard Boigelot, Collégialité
| TA | - | - | [+] | 5 | |
Block 2
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 | Détails | Organisation | Théorie | Pratique | Autres | Crédits | |
|---|---|---|---|---|---|---|---|
| ATFE0015-1 | Master thesis (english language) - [750h Projet]
Collégialité, Laurent Mathy
| TA | - | - | [+] | 25 |
Optional courses
Carry on the focus during the second bloc :
| Code | Détails | Organisation | Théorie | Pratique | Autres | Crédits | |
|---|---|---|---|---|---|---|---|
| For students who have begun this focus before 2018-2019 | |||||||
| Code | Détails | Organisation | Théorie | Pratique | Autres | Crédits | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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| Code | Détails | Organisation | Théorie | Pratique | Autres | Crédits | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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| Code | Détails | Organisation | Théorie | Pratique | Autres | Crédits | |||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Registration to this focus only with a file (contact : C. Puit) | |||||||||||||||||||||||||||||||||||||||
Compulsory Courses |
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| ERAS0011-1 | Business Simulation (english language) - [50h Monitored workshops] | Q1 | - | - | [+] | 2 | |||||||||||||||||||||||||||||||||
| GRHO0001-4 | Strategic Human Resources Management | Q1 | 45 | - | - | 5 | |||||||||||||||||||||||||||||||||
| DROI2003-2 | Legal management of a company and its employees | Q2 | 5 | ||||||||||||||||||||||||||||||||||||
| Droit des sociétés | 25 | - | - | ||||||||||||||||||||||||||||||||||||
| Droit fiscal - [5h Conférence] | 25 | - | [+] | ||||||||||||||||||||||||||||||||||||
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| Code | Détails | Organisation | Théorie | Pratique | Autres | Crédits | |
|---|---|---|---|---|---|---|---|
Optional courses outside the focus |
|||||||
|
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. |
|||||||
|
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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) - [8h Laboratory work, 30h Projet]
Corequisite
| Q1 | 30 | 10 | [+] | 5 | |
| INFO0056-1 | Securing Networks (english language) - [12h Laboratory work, 30h Projet] (Even years)
Corequisite
| Q2 | 30 | - | [+] | 5 | |
| ELEN0002-2 | Introduction to audio and video techniques (english language) - [8h Laboratory work] | Q1 | 30 | 22 | [+] | 5 | |
| INFO0939-1 | High performance scientific computing (english language) - [20h Projet] | Q1 | 30 | 15 | [+] | 5 | |
| INFO8002-1 | Large-scale data systems (english language) - [45h Projet] | Q1 | 25 | 10 | [+] | 5 | |
| INFO8012-1 | Digital Forensics (english language) - [12h Laboratory work, 30h Projet] (Even years)
Prerequisite
Corequisite
| Q2 | 30 | - | [+] | 5 | |
| INFO8011-1 | Network infrastructures (english language) - [12h Laboratory work, 30h Projet] (Odd years)
Corequisite
| Q1 | 30 | - | [+] | 5 | |
| INFO8013-1 | Advanced Computer Security (english language) - [12h Laboratory work, 30h Projet] (Odd years)
Prerequisite
| Q2 | 30 | - | [+] | 5 | |
Intelligent Systems |
|||||||
| INFO8010-1 | Deep learning (english language) - [45h Projet]
Corequisite
| Q2 | 30 | 5 | [+] | 5 | |
| ELEN0016-2 | Computer vision (english language) - [50h Projet] | Q1 | 30 | 10 | [+] | 5 | |
| INFO0051-1 | Logic (english language) - [10h Projet] | Q1 | 25 | 25 | [+] | 5 | |
| INFO0948-2 | Introduction to intelligent robotics (english language) - [80h Projet]
Corequisite
| Q2 | 30 | 4 | [+] | 5 | |
| INFO0049-1 | Knowledge representation (english language) - [50h Projet]
Corequisite
| Q2 | 28 | 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 | Optimal decision making for complex problems (english language) - [45h Projet] | Q2 | 25 | 10 | [+] | 5 | |
| INFO8004-1 | Advanced Machine learning (english language) - [45h Projet] | Q2 | 30 | 5 | [+] | 5 | |
| INFO8005-1 | Semantic Data (english language) - [45h Projet] | Q2 | 25 | 10 | [+] | 5 | |
| INFO0050-1 | Constraint programming projects (english language) - [80h Projet]
Prerequisite
| TA | 15 | 10 | [+] | 5 | |
| INFO8006-1 | Introduction to artificial intelligence (english language) - [45h Projet] | Q1 | 25 | 10 | [+] | 5 | |
Other optional courses |
|||||||
| 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 | Concurrent system verification and temporal logic (english language) - [20h Projet]
Prerequisite
| Q2 | 30 | 10 | [+] | 5 | |
| INFO0027-2 | Programming techniques (english language) - [70h Projet] | Q2 | 24 | 24 | [+] | 5 | |
| GBIO0009-1 | Topics in bioinformatics (english language) - [35h Projet]
Prerequisite
| Q1 | 25 | 15 | [+] | 5 | |
| ELEN0019-2 | Audio signal processing : principles and experiments (english language) - [24h Laboratory work, 30h Projet] | Q2 | 5 | - | [+] | 5 | |
| 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 | |
| INGE0012-1 | Scientific research in engineering and its impact on innovation (english language) | Q2 | 26 | 26 | - | 5 | |
| MECA0524-1 | CAD & Geometric Algorithms - [60h Projet] | Q1 | 20 | 20 | [+] | 5 | |
| [...] | With the agreement of the jury, choose 5 credits in any course programme of the University | - | |||||
Internships and projects (maximum 15 credits) |
|||||||
| ASTG9005-1 | Research Internship (english language) - [300h Projet] | TA | - | - | [+] | 10 | |
| ASTG0021-1 | Technical company internship (english language) - [300h Projet] | TA | - | - | [+] | 10 | |
| Notice : the two company internships are mutually exclusive | |||||||
| PROJ0011-1 | Personal student project (english language) - [150h Projet]
Bernard Boigelot, Collégialité
| TA | - | - | [+] | 5 | |
Bloc d'aménagement du programme de l'année
| Code | Détails | Organisation | Théorie | Pratique | Autres | Crédits | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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