Vue bloc
- Organisation
- Théorie
- Pratique
- Autres
- Crédits
Bloc 1
If one or several of the mandatory courses have already been credited when entering the Master of Data science program, they can be replaced by a corresponding amount of credits chosen among the elective courses.
| Code | Détails | Organisation | Théorie | Pratique | Autres | Crédits | |
|---|---|---|---|---|---|---|---|
Computer Science, Applied Mathematics and Data Science fundamentals : |
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| INFO0016-1 | Introduction to the theory of computation (anglais) | Q1 | 26 | 26 | - | 5 | |
| MATH0461-2 | Introduction to numerical optimization (anglais) - [25h Projet] | Q1 | 30 | 20 | [+] | 5 | |
| ELEN0060-2 | Information and coding theory (anglais) - [30h Projet] | Q2 | 30 | 15 | [+] | 5 | |
| ELEN0062-1 | Introduction to machine learning (anglais) - [40h Projet] | Q1 | 30 | 5 | [+] | 5 | |
Elective courses
Single focus
| Code | Détails | Organisation | Théorie | Pratique | Autres | Crédits | |
|---|---|---|---|---|---|---|---|
| MATH2021-1 | High-dimensional data analysis (anglais) - [30h Projet] | Q1 | 30 | 15 | [+] | 5 | |
| INFO8002-1 | Large-scale data systems (anglais) - [45h Projet] | Q1 | 25 | 10 | [+] | 5 | |
| PROJ0016-1 | Big data project (anglais) - [180h Projet]
Corequis
| TA | 25 | - | [+] | 10 | |
| INFO9014-1 | Knowledge representation and reasoning (anglais) | Q2 | 24 | 20 | - | 5 | |
| INFO8010-1 | Deep learning (anglais) - [55h Projet] | Q2 | 25 | 10 | [+] | 5 |
| Code | Détails | Organisation | Théorie | Pratique | Autres | Crédits | |
|---|---|---|---|---|---|---|---|
| INFO8006-1 | Introduction to artificial intelligence (anglais) - [45h Projet] | Q1 | 25 | 20 | [+] | 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 | 25 | - | [+] | 5 | |
| INFO2049-1 | Web and Text Analytics (anglais) | Q1 | 30 | - | - | 5 | |
| ELEN0016-2 | Computer vision (anglais) - [50h Projet] | Q1 | 30 | 10 | [+] | 5 | |
| INFO0948-2 | Introduction to intelligent robotics (anglais) - [80h Projet] | Q2 | 30 | 4 | [+] | 5 | |
| PROJ0017-1 | Personal student project in Data Science (anglais) - [150h Projet] | TA | - | - | [+] | 5 | |
| INFO9015-1 | Logic for Computer Science (anglais) | Q1 | 24 | 20 | - | 5 | |
| INFO0027-2 | Programming techniques (anglais) | Q2 | 5 | ||||
| Algorithmics - [40h Projet] | 14 | 14 | [+] | ||||
| Software patterns - [30h Projet] | 10 | 10 | [+] | ||||
| INFO0010-4 | Introduction to computer networking (anglais) - [12h Laboratoire, 40h Projet] | Q1 | 35 | 2 | [+] | 5 | |
| INFO0940-1 | Operating systems (anglais) - [30h Projet] | Q2 | 30 | 6 | [+] | 5 | |
| INFO0045-3 | Introduction to computer security (anglais) - [10h Laboratoire, 30h Projet] | Q1 | 30 | 6 | [+] | 5 | |
| INFO8011-1 | Network infrastructures (anglais) - [12h Laboratoire, 30h Projet] (années impaires, organisé en 2021-2022) | Q1 | 30 | - | [+] | 5 |
Bloc 2
| Code | Détails | Organisation | Théorie | Pratique | Autres | Crédits | |
|---|---|---|---|---|---|---|---|
Master thesis |
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| ATFE9009-1 | Master thesis (anglais) - [750h Projet] | TA | - | - | [+] | 25 | |
Management and legal issues |
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| DROI1357-1 | European law, (big) data and artificial intelligence applications seminar (anglais)
- Suppl : Ljupcho Grozdanovski
| Q1 | 24 | - | - | 5 | |
| GEST3162-1 | Principles of management (anglais) - [25h Projet] | Q1 | 30 | - | [+] | 5 | |
| [...] | Students who have already acquired the skills and knowledge of GEST3162 (or equivalent) will replace it by a course of their choice of 5 ECTS | 5 | |||||
Elective courses
| Code | Détails | Organisation | Théorie | Pratique | Autres | Crédits | |
|---|---|---|---|---|---|---|---|
Elective courses in Data Science and Artificial Intelligence |
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| INFO8004-1 | Advanced Machine learning (anglais) - [45h Projet] | Q2 | 25 | - | [+] | 5 | |
| INFO2049-1 | Web and Text Analytics (anglais) | Q1 | 30 | - | - | 5 | |
| GEST5006-1 | SAS Certification applied analytics (anglais) | Q2 | 15 | 25 | - | 5 | |
| MATH2022-1 | Large sample analysis : theory and practice (anglais) | Q2 | 5 | ||||
| General course - [10h Projet] | 24 | 12 | [+] | ||||
| Project complement - [30h Projet] | - | - | [+] | ||||
| INFO8003-1 | Optimal decision making for complex problems (anglais) - [45h Projet] | Q2 | 25 | 10 | [+] | 5 | |
| ELEN0016-2 | Computer vision (anglais) - [50h Projet] | Q1 | 30 | 10 | [+] | 5 | |
| INFO0948-2 | Introduction to intelligent robotics (anglais) - [80h Projet] | Q2 | 30 | 4 | [+] | 5 | |
Elective courses in Computer Science and Applied Mathematics |
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| INFO0027-2 | Programming techniques (anglais) | Q2 | 5 | ||||
| Algorithmics - [40h Projet] | 14 | 14 | [+] | ||||
| Software patterns - [30h Projet] | 10 | 10 | [+] | ||||
| INFO0939-1 | High performance scientific computing (anglais) - [20h Projet] | Q1 | 30 | 15 | [+] | 5 | |
| INFO0010-4 | Introduction to computer networking (anglais) - [12h Laboratoire, 40h Projet] | Q1 | 35 | 2 | [+] | 5 | |
| INFO0940-1 | Operating systems (anglais) - [30h Projet] | Q2 | 30 | 6 | [+] | 5 | |
| INFO0045-3 | Introduction to computer security (anglais) - [10h Laboratoire, 30h Projet] | Q1 | 30 | 6 | [+] | 5 | |
| INFO8011-1 | Network infrastructures (anglais) - [12h Laboratoire, 30h Projet] (années impaires, organisé en 2021-2022) | Q1 | 30 | - | [+] | 5 | |
| MATH0462-1 | Discrete optimization (anglais) - [25h Projet] | Q2 | 30 | 20 | [+] | 5 | |
| MQGE0002-3 | Computational Optimization (anglais) | Q2 | 30 | - | - | 5 | |
| INFO9015-1 | Logic for Computer Science (anglais) | Q1 | 24 | 20 | - | 5 | |
Elective courses in bioinformatics |
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| GBIO0002-1 | Genetics and bioinformatics (anglais) - [15h Projet] | Q1 | 30 | 15 | [+] | 5 | |
| GBIO0009-1 | Topics in bioinformatics (anglais) - [35h Projet] | Q1 | 25 | 15 | [+] | 5 | |
| GBIO0030-1 | Computational approaches to statistical genetics (anglais) - [35h Projet] | Q2 | 25 | 15 | [+] | 5 | |
Elective courses in management |
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| GEST3032-1 | eBusiness and eCommerce (anglais) | Q1 | 30 | - | - | 5 | |
Optional company internships |
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| Remarque : the course units ASTG9008-1 and ASTG9009-1 are mutually exclusive | |||||||
| ASTG9008-1 | Internship (coupled with Master thesis) (anglais) - [80j Travail sur le terrain] | TA | - | - | [+] | 5 | |
| ASTG9009-1 | Internship (independent of Master thesis) - [40j Travail sur le terrain] | TA | - | - | [+] | 10 | |
Miscellaneous |
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| INGE0012-1 | Scientific research in engineering and its impact on innovation (anglais) | Q2 | 26 | 26 | - | 5 | |
| [...] | With the agreement of the President of the Jury, students may also choose up to 15 credits in the application area of their Master thesis in other programmes of the university | - | |||||
| [...] | With the agreement of the President of the Jury, students may also choose 5 credits in any other programme of the university. | - | |||||
Bloc d'aménagement du programme de l'année
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Optional courses
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