Vue bloc
- Organisation
- Théorie
- Pratique
- Autres
- Crédits
Bloc 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 (anglais) - [75h Projet]
- Suppl : Julien Brusten
Corequis
| Q2 | 25 | - | [+] | 5 | |
| ELEN0062-1 | Introduction to machine learning (anglais) - [40h Projet] | Q1 | 30 | 5 | [+] | 5 | |
| INFO0016-1 | Introduction to the theory of computation (anglais) | Q1 | 26 | 26 | - | 5 | |
| INFO0940-1 | Operating systems (anglais) - [30h Projet] | Q2 | 30 | 6 | [+] | 5 | |
| ELEN0060-2 | Information and coding theory (anglais) - [30h Projet] | Q2 | 30 | 15 | [+] | 5 | |
| GEST3162-1 | Principles of management (anglais) | Q1 | 25 | 25 | - | 5 | |
| PROJ0010-1 | Software project engineering and management (anglais) - [290h Projet]
Prérequis
Corequis
| 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 (anglais) - [12h Laboratoire, 30h Projet]
Corequis
| Q2 | 30 | - | [+] | 5 | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| INFO0045-3 | Introduction to computer security (anglais) - [8h Laboratoire, 30h Projet] | 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 (anglais) - [45h Projet] | Q2 | 30 | 5 | [+] | 5 | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| SYST0003-1 | Linear control systems (anglais) | Q1 | 5 | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| Partim A | 26 | 6 | - | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| Partim C - [6h Laboratoire] | - | 20 | [+] | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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| Code | Détails | Organisation | Théorie | Pratique | Autres | Crédits | |
|---|---|---|---|---|---|---|---|
| Registration to this focus only with a file (contact : C. Puit) |
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Compulsory courses |
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| FINA0001-1 | Analyse des états financiers et financement de l'entreprise | Q2 | 45 | - | - | 5 | |
| ECON2259-1 | Microéconomie et économie industrielle | Q2 | 40 | 15 | - | 5 | |
| LOGI0010-1 | Supply Chain Management (anglais) | 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 | Programmation avancée - [40h Projet] | Q1 | 25 | 20 | [+] | 5 | |
| INFO0010-4 | Introduction to computer networking (anglais) | Q2 | 5 | ||||
| Partim A - [8h Laboratoire, 40h Projet] | 30 | 2 | [+] | ||||
| Partim B - [4h Laboratoire] | 5 | - | [+] | ||||
| INFO0012-2 | Computation structures (anglais) - [40h Projet] | Q1 | 26 | 26 | [+] | 5 | |
| INFO0062-1 | Object-oriented programming (anglais) - [20h Projet] | Q2 | 25 | 20 | [+] | 5 | |
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| INFO0031-1 | Network Engineering (anglais) - [12h Laboratoire, 30h Projet] | Q2 | 30 | - | [+] | 5 | |
| INFO0045-3 | Introduction to computer security (anglais) - [8h Laboratoire, 30h Projet] | Q1 | 30 | 10 | [+] | 5 | |
| INFO0056-1 | Securing Networks (anglais) - [12h Laboratoire, 30h Projet] (années paires)
Corequis
| Q2 | 30 | - | [+] | 5 | |
| ELEN0002-2 | Introduction to audio and video techniques (anglais) - [8h Laboratoire] | Q1 | 30 | 22 | [+] | 5 | |
| INFO0939-1 | High performance scientific computing (anglais) - [20h Projet] | Q1 | 30 | 15 | [+] | 5 | |
| INFO8002-1 | Large-scale data systems (anglais) - [45h Projet] | Q1 | 25 | 10 | [+] | 5 | |
| INFO8012-1 | Digital Forensics (anglais) - [12h Laboratoire, 30h Projet] (années paires)
Prérequis
| Q2 | 30 | - | [+] | 5 | |
| INFO8011-1 | (pas organisé en 2018-2019) Network infrastructures - [12h Laboratoire, 30h Projet] (années impaires)
Corequis
| Q2 | 30 | - | [+] | 5 | |
| INFO8013-1 | Advanced Computer Security (anglais) - [12h Laboratoire, 30h Projet] (années impaires)
Prérequis
| Q1 | 30 | - | [+] | 5 | |
Intelligent Systems |
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| INFO8010-1 | Deep learning (anglais) - [45h Projet]
Corequis
| Q2 | 30 | 5 | [+] | 5 | |
| ELEN0016-2 | Computer vision (anglais) - [50h Projet] | Q1 | 30 | 10 | [+] | 5 | |
| INFO0051-1 | Logic (anglais) - [10h Projet] | Q1 | 25 | 25 | [+] | 5 | |
| INFO0948-2 | Introduction to intelligent robotics (anglais) - [80h Projet]
Corequis
| Q2 | 30 | 4 | [+] | 5 | |
| INFO0049-1 | Knowledge representation (anglais) - [50h Projet]
Corequis
| Q2 | 28 | 24 | [+] | 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 | Optimal decision making for complex problems (anglais) - [45h Projet] | Q2 | 25 | 10 | [+] | 5 | |
| INFO8004-1 | Advanced Machine learning (anglais) - [45h Projet] | Q2 | 30 | 5 | [+] | 5 | |
| INFO8005-1 | Semantic Data (anglais) - [45h Projet] | Q2 | 25 | 10 | [+] | 5 | |
| INFO0050-1 | Constraint programming projects (anglais) - [80h Projet] | TA | 15 | 10 | [+] | 5 | |
| INFO8006-1 | Introduction to artificial intelligence (anglais) - [45h Projet] | Q1 | 25 | 10 | [+] | 5 | |
Other optional courses |
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| 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 | Concurrent system verification and temporal logic (anglais) - [20h Projet]
Prérequis
| Q2 | 30 | 10 | [+] | 5 | |
| INFO0027-2 | Programming techniques (anglais) - [70h Projet] | Q2 | 24 | 24 | [+] | 5 | |
| GBIO0009-1 | Topics in bioinformatics (anglais) - [35h Projet]
Prérequis
| Q1 | 25 | 15 | [+] | 5 | |
| ELEN0019-2 | Audio signal processing : principles and experiments (anglais) - [24h Laboratoire, 30h Projet] | Q2 | 5 | - | [+] | 5 | |
| MATH0461-2 | Introduction to numerical optimization (anglais) - [25h Projet] | Q1 | 30 | 20 | [+] | 5 | |
| MATH0462-1 | Discrete optimization (anglais) - [25h Projet] | Q1 | 30 | 20 | [+] | 5 | |
| GBIO0030-1 | Computational approaches to statistical genetics (anglais) - [35h Projet]
Prérequis
| Q2 | 25 | 15 | [+] | 5 | |
| INGE0012-1 | Scientific research in engineering and its impact on innovation (anglais) | 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) |
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| ASTG9005-1 | Research Internship (anglais) - [300h Projet] | TA | - | - | [+] | 10 | |
| ASTG0021-1 | Technical company internship (anglais) - [300h Projet] | TA | - | - | [+] | 10 | |
| Remarque : the two company internships are mutually exclusive | |||||||
| PROJ0011-1 | Personal student project (anglais) - [150h Projet]
Bernard Boigelot, Collégialité
| TA | - | - | [+] | 5 | |
Bloc 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 (anglais) - [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) |
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Compulsory courses |
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| ERAS0011-1 | Business Simulation (anglais) - [50h Travaux dirigés] | Q1 | - | - | [+] | 2 | |||||||||||||||||||||||||||||||||
| GRHO0001-4 | Gestion stratégique des ressources humaines | Q1 | 45 | - | - | 5 | |||||||||||||||||||||||||||||||||
| DROI0174-2 | Droit de l'entreprise | Q2 | 45 | - | - | 5 | |||||||||||||||||||||||||||||||||
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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. |
|||||||
|
|||||||
| INFO0031-1 | Network Engineering (anglais) - [12h Laboratoire, 30h Projet] | Q2 | 30 | - | [+] | 5 | |
| INFO0045-3 | Introduction to computer security (anglais) - [8h Laboratoire, 30h Projet] | Q1 | 30 | 10 | [+] | 5 | |
| INFO0056-1 | Securing Networks (anglais) - [12h Laboratoire, 30h Projet] (années paires)
Corequis
| Q2 | 30 | - | [+] | 5 | |
| ELEN0002-2 | Introduction to audio and video techniques (anglais) - [8h Laboratoire] | Q1 | 30 | 22 | [+] | 5 | |
| INFO0939-1 | High performance scientific computing (anglais) - [20h Projet] | Q1 | 30 | 15 | [+] | 5 | |
| INFO8002-1 | Large-scale data systems (anglais) - [45h Projet] | Q1 | 25 | 10 | [+] | 5 | |
| INFO8012-1 | Digital Forensics (anglais) - [12h Laboratoire, 30h Projet] (années paires)
Prérequis
| Q2 | 30 | - | [+] | 5 | |
| INFO8011-1 | (pas organisé en 2018-2019) Network infrastructures - [12h Laboratoire, 30h Projet] (années impaires)
Corequis
| Q2 | 30 | - | [+] | 5 | |
| INFO8013-1 | Advanced Computer Security (anglais) - [12h Laboratoire, 30h Projet] (années impaires)
Prérequis
| Q1 | 30 | - | [+] | 5 | |
Intelligent Systems |
|||||||
| INFO8010-1 | Deep learning (anglais) - [45h Projet]
Corequis
| Q2 | 30 | 5 | [+] | 5 | |
| ELEN0016-2 | Computer vision (anglais) - [50h Projet] | Q1 | 30 | 10 | [+] | 5 | |
| INFO0051-1 | Logic (anglais) - [10h Projet] | Q1 | 25 | 25 | [+] | 5 | |
| INFO0948-2 | Introduction to intelligent robotics (anglais) - [80h Projet]
Corequis
| Q2 | 30 | 4 | [+] | 5 | |
| INFO0049-1 | Knowledge representation (anglais) - [50h Projet]
Corequis
| Q2 | 28 | 24 | [+] | 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 | Optimal decision making for complex problems (anglais) - [45h Projet] | Q2 | 25 | 10 | [+] | 5 | |
| INFO8004-1 | Advanced Machine learning (anglais) - [45h Projet] | Q2 | 30 | 5 | [+] | 5 | |
| INFO8005-1 | Semantic Data (anglais) - [45h Projet] | Q2 | 25 | 10 | [+] | 5 | |
| INFO0050-1 | Constraint programming projects (anglais) - [80h Projet] | TA | 15 | 10 | [+] | 5 | |
| INFO8006-1 | Introduction to artificial intelligence (anglais) - [45h Projet] | Q1 | 25 | 10 | [+] | 5 | |
Other optional courses |
|||||||
| 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 | Concurrent system verification and temporal logic (anglais) - [20h Projet]
Prérequis
| Q2 | 30 | 10 | [+] | 5 | |
| INFO0027-2 | Programming techniques (anglais) - [70h Projet] | Q2 | 24 | 24 | [+] | 5 | |
| GBIO0009-1 | Topics in bioinformatics (anglais) - [35h Projet]
Prérequis
| Q1 | 25 | 15 | [+] | 5 | |
| ELEN0019-2 | Audio signal processing : principles and experiments (anglais) - [24h Laboratoire, 30h Projet] | Q2 | 5 | - | [+] | 5 | |
| MATH0461-2 | Introduction to numerical optimization (anglais) - [25h Projet] | Q1 | 30 | 20 | [+] | 5 | |
| MATH0462-1 | Discrete optimization (anglais) - [25h Projet] | Q1 | 30 | 20 | [+] | 5 | |
| GBIO0030-1 | Computational approaches to statistical genetics (anglais) - [35h Projet]
Prérequis
| Q2 | 25 | 15 | [+] | 5 | |
| INGE0012-1 | Scientific research in engineering and its impact on innovation (anglais) | 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 (anglais) - [300h Projet] | TA | - | - | [+] | 10 | |
| ASTG0021-1 | Technical company internship (anglais) - [300h Projet] | TA | - | - | [+] | 10 | |
| Remarque : the two company internships are mutually exclusive | |||||||
| PROJ0011-1 | Personal student project (anglais) - [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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