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.
| Code | Détails | Organisation | Théorie | Pratique | Autres | Crédits | |
|---|---|---|---|---|---|---|---|
| INFO0085-1 | Compilers (english language) - [75h Projet]
- Suppl : Julien Brusten
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 | |
| ELEN0060-2 | Information and coding theory (english language) - [30h Projet] | Q2 | 30 | 15 | [+] | 5 | |
| PROJ0010-1 | Software project engineering and management (english language) - [290h 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 | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Students choosing this focus shall select, in addition to 10 credits of compulsory courses, 55 credits of elective courses inside or outside the focus. However, for his/her whole master program (block 1 and block 2), a total of 20 credits of options must be taken inside the focus. The regulation allows students to choose elective courses during the block of their choice, in accordance with the prerequisites and co-requisites. Students must also be attentive to schedule constraints. | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Compulsory Courses |
|||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| 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] | Q1 | 30 | 10 | [+] | 5 | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Choose 5 credits in the following list :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 |
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
Q2 | 30 | - | [+] | 5 |
INFO8011-1 | (pas organisé en 2018-2019) Network infrastructures - [12h Laboratory work, 30h Projet] (Odd years)
| Corequisite
Q2 | 30 | - | [+] | 5 |
INFO8013-1 | Advanced Computer Security (english language) - [12h Laboratory work, 30h Projet] (Odd years)
| Prerequisite
Q1 | 30 | - | [+] | 5 |
|
|||||||||||||||||
| Code | Détails | Organisation | Théorie | Pratique | Autres | Crédits | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Students choosing this focus shall select, in addition to 5 credits of compulsory courses, 60 credits of elective courses inside oroutside the focus. However, for his/her whole master program (block 1 and block 2), a total of 25 credits of options must be taken inside the focus. The regulation allows students to choose elective courses during the block of their choice, in accordance with the prerequisites and co-requisites. Students must also be attentive to schedule constraints. | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Compulsory Courses |
|||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| INFO8010-1 | Deep learning (english language) - [45h Projet] | Q2 | 30 | 5 | [+] | 5 | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
|
|||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| Code | Détails | Organisation | Théorie | Pratique | Autres | Crédits | |
|---|---|---|---|---|---|---|---|
| Students choosing this focus shall select, in addition to 27 credits of compulsory courses, 38 credits of elective courses inside or outside the focus. One of the 3 language courses belonging to the focus must necessarily be chosen as an option in either block 1 or block 2, for 3 credits. The regulation allows students to choose elective courses during the block of their choice, in accordance with the prerequisites and co-requisites. Students must also be attentive to schedule constraints. | |||||||
| Registration to this focus only with a file (contact: C. Puit) |
|||||||
Compulsory Courses |
|||||||
| 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 | |
|---|---|---|---|---|---|---|---|
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 (Are involved in these courses bachelors in "Informatique de gestion" and "Informatique et systèmes who must take these courses during the block 1"). |
|||||||
| MATH0500-1 | Introduction to numerical algorithmic - [6h Laboratory work, 45h Projet] | Q1 | 24 | 14 | [+] | 5 | |
| INFO2050-1 | Advanced computer programming - [40h Projet] | Q1 | 25 | 20 | [+] | 5 | |
| INFO0010-4 | Introduction to computer networking (english language) | Q2 | 5 | ||||
| Part A - [8h Laboratory work, 40h Projet] | 30 | 2 | [+] | ||||
| Part B - [4h Laboratory work] | 5 | - | [+] | ||||
| INFO0012-2 | Computation structures (english language) - [40h Projet] | Q1 | 26 | 26 | [+] | 5 | |
| INFO0940-1 | Operating systems (english language) - [30h Projet] | Q2 | 30 | 6 | [+] | 5 | |
| INFO8006-1 | Introduction to artificial intelligence (english language) - [45h Projet] | Q1 | 25 | 10 | [+] | 5 | |
| [...] | With the agreement of the jury, choose 5 credits in any course programme of the University : | 5 | |||||
Computer systems security |
|||||||
| 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] | 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
| Q2 | 30 | - | [+] | 5 | |
| INFO8011-1 | (pas organisé en 2018-2019) Network infrastructures - [12h Laboratory work, 30h Projet] (Odd years)
Corequisite
| Q2 | 30 | - | [+] | 5 | |
| INFO8013-1 | Advanced Computer Security (english language) - [12h Laboratory work, 30h Projet] (Odd years)
Prerequisite
| Q1 | 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 | |
| INFO0948-2 | Introduction to intelligent robotics (english language) - [80h Projet]
Corequisite
| Q2 | 30 | 4 | [+] | 5 | |
| INFO0051-1 | Logic (english language) - [10h Projet] | Q1 | 25 | 25 | [+] | 5 | |
| INFO0049-1 | Knowledge representation (english language) - [50h Projet]
Corequisite
| Q2 | 28 | 24 | [+] | 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 | |
| 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] | TA | 15 | 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 | |
| MECA0524-1 | CAD & Geometric Algorithms - [60h Projet] | Q1 | 20 | 20 | [+] | 5 | |
| ELEN0019-2 | Audio signal processing : principles and experiments (english language) - [24h Laboratory work, 30h Projet] | Q2 | 5 | - | [+] | 5 | |
| GBIO0009-1 | Topics in bioinformatics (english language) - [35h Projet]
Prerequisite
| Q1 | 25 | 15 | [+] | 5 | |
| MATH0461-2 | Introduction to numerical optimization (english language) - [25h Projet] | Q1 | 30 | 20 | [+] | 5 | |
| MATH0462-1 | Discrete optimization (english language) - [25h Projet]
Corequisite
| Q1 | 30 | 20 | [+] | 5 | |
| GBIO0030-1 | Computational approaches to statistical generics (english language) - [35h Projet]
Prerequisite
| Q2 | 25 | 15 | [+] | 5 | |
| GBIO0031-1 | Learning from genomic data (english language) - [150h Projet]
Prerequisite
| Q2 | - | - | [+] | 5 | |
| INGE0012-1 | Scientific research in engineering and its impact on innovation (english language) | Q2 | 26 | 26 | - | 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 | |
|---|---|---|---|---|---|---|---|
| ATFE0002-1 | Master thesis (english language) - [750h Projet]
Collégialité, Laurent Mathy
| TA | - | - | [+] | 25 |
Optional courses
Choose one focus among the three below :
| Code | Détails | Organisation | Théorie | Pratique | Autres | Crédits | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Choose 15 credits in the following list :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 |
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
Q2 | 30 | - | [+] | 5 |
INFO8011-1 | (pas organisé en 2018-2019) Network infrastructures - [12h Laboratory work, 30h Projet] (Odd years)
| Corequisite
Q2 | 30 | - | [+] | 5 |
INFO8013-1 | Advanced Computer Security (english language) - [12h Laboratory work, 30h Projet] (Odd years)
| Prerequisite
Q1 | 30 | - | [+] | 5 |
|
|||||||||||||||||
| Code | Détails | Organisation | Théorie | Pratique | Autres | Crédits | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
|
|||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| Code | Détails | Organisation | Théorie | Pratique | Autres | Crédits | |||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Compulsory Courses |
|||||||||||||||||||||||||||||||||||||||
| ERAS0011-1 | Business Simulation (english language) - [50h Monitored workshops] | Q1 | - | - | [+] | 2 | |||||||||||||||||||||||||||||||||
| GRHO0001-4 | Strategic Human Resources Management | Q1 | 45 | - | - | 5 | |||||||||||||||||||||||||||||||||
| DROI0174-2 | Business law | Q2 | 45 | - | - | 5 | |||||||||||||||||||||||||||||||||
|
|||||||||||||||||||||||||||||||||||||||
| Code | Détails | Organisation | Théorie | Pratique | Autres | Crédits | |
|---|---|---|---|---|---|---|---|
| [...] | With the agreement of the jury, choose 5 credits in any course programme of the University : | 5 | |||||
Computer systems security |
|||||||
| 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] | 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
| Q2 | 30 | - | [+] | 5 | |
| INFO8011-1 | (pas organisé en 2018-2019) Network infrastructures - [12h Laboratory work, 30h Projet] (Odd years)
Corequisite
| Q2 | 30 | - | [+] | 5 | |
| INFO8013-1 | Advanced Computer Security (english language) - [12h Laboratory work, 30h Projet] (Odd years)
Prerequisite
| Q1 | 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 | |
| INFO0948-2 | Introduction to intelligent robotics (english language) - [80h Projet]
Corequisite
| Q2 | 30 | 4 | [+] | 5 | |
| INFO0051-1 | Logic (english language) - [10h Projet] | Q1 | 25 | 25 | [+] | 5 | |
| INFO0049-1 | Knowledge representation (english language) - [50h Projet]
Corequisite
| Q2 | 28 | 24 | [+] | 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 | |
| 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] | TA | 15 | 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 | |
| MECA0524-1 | CAD & Geometric Algorithms - [60h Projet] | Q1 | 20 | 20 | [+] | 5 | |
| ELEN0019-2 | Audio signal processing : principles and experiments (english language) - [24h Laboratory work, 30h Projet] | Q2 | 5 | - | [+] | 5 | |
| GBIO0009-1 | Topics in bioinformatics (english language) - [35h Projet]
Prerequisite
| Q1 | 25 | 15 | [+] | 5 | |
| MATH0461-2 | Introduction to numerical optimization (english language) - [25h Projet] | Q1 | 30 | 20 | [+] | 5 | |
| MATH0462-1 | Discrete optimization (english language) - [25h Projet]
Corequisite
| Q1 | 30 | 20 | [+] | 5 | |
| GBIO0030-1 | Computational approaches to statistical generics (english language) - [35h Projet]
Prerequisite
| Q2 | 25 | 15 | [+] | 5 | |
| GBIO0031-1 | Learning from genomic data (english language) - [150h Projet]
Prerequisite
| Q2 | - | - | [+] | 5 | |
| INGE0012-1 | Scientific research in engineering and its impact on innovation (english language) | Q2 | 26 | 26 | - | 5 | |
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 | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Students that are admitted to the master of science in Computer Science without having obtained a degree of bachelor in Computer Science must add to their programme the following list of courses, to be taken in the first year of the master. |
|||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
|
|||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||