2022-2023 / Master

Ingénieur civil en science des données, à finalité

120 crédits

Vue cycle

  • Bloc
  • Organisation
  • Théorie
  • Pratique
  • Autres
  • Crédits
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.

Compulsory courses

B1
10Cr
B2
35Cr
CodeDétailsBlocOrganisationThéoriePratiqueAutresCrédits
DATS0001-1Foundations of data science (anglais) - [55h Projet] B1Q12510[+]5
PROJ0021-1Data science project (anglais) - [120h Projet] B1Q25-[+]5
DROI1357-1European law, (big) data and artificial intelligence applications seminar (anglais) B2Q124--5
GEST3162-1Principles of management (anglais) - [25h Projet] B2Q130-[+]5
ATFE9009-1Master thesis (anglais) - [750h Projet] B2TA--[+]25
[...] Students who have already acquired the skills and knowledge of GEST3162 (or equivalent) will replace it by a course of their choice of 5 ECTS5

Elective courses

B1
50Cr
B2
25Cr

Single focus

B1
30Cr

Professional focus in data science

B1
30Cr
CodeDétailsBlocOrganisationThéoriePratiqueAutresCrédits
ELEN0062-1Introduction to machine learning (anglais) - [40h Projet] B1Q1305[+]5
INFO8010-1Deep learning (anglais) - [55h Projet] B1Q22510[+]5
INFO9014-1Knowledge representation and reasoning (anglais) B1Q22420-5
INFO9016-1Advanced Databases (anglais) B1Q22420-5
MATH0461-2Introduction to numerical optimization (anglais) - [25h Projet] B1Q13020[+]5
MATH2021-1High-dimensional statistics (anglais) - [30h Projet] B1Q13015[+]5

In agreement with the Jury, choose a total of 20 credits for Block 1 and 25 credits for Block 2 in the following list, among those that have not already been credited before.

B1
20Cr
B2
25Cr
CodeDétailsBlocOrganisationThéoriePratiqueAutresCrédits
ELEN0016-2Computer vision (anglais) - [50h Projet] -Q13010[+]5
ELEN0060-2Information and coding theory (anglais) - [30h Projet] -Q23015[+]5
INFO0016-1Introduction to the theory of computation (anglais) -Q12626-5
INFO0027-2Programming techniques (anglais) -Q25
Algorithmics - [40h Projet]   1414[+] 
Software patterns - [30h Projet]   1010[+] 
INFO0054-1Programmation fonctionnelle - [15h Projet] -Q12824[+]5
INFO0939-1High performance scientific computing (anglais) - [20h Projet]
- Suppl : David Colignon
-Q13015[+]5
INFO0948-2Introduction to intelligent robotics (anglais) - [80h Projet] -Q2304[+]5
INFO2049-1Web and Text Analytics (anglais) -Q130--5
INFO8003-1Optimal decision making for complex problems (anglais) - [45h Projet] -Q22510[+]5
INFO8004-1Advanced Machine learning (anglais) - [45h Projet] -Q225-[+]5
INFO9012-1Parallel Programming (anglais) -Q22525-5
INFO9015-1Logic for Computer Science (anglais) -Q12420-5
INGE0012-1Scientific research in engineering and its impact on innovation (anglais) -Q22626-5
MATH0462-1Discrete optimization (anglais) - [25h Projet] -Q23020[+]5
MATH2022-1Monte Carlo methods in statistics (anglais) -Q25
General course - [10h Projet]   2412[+] 
Project complement - [30h Projet]   --[+] 
MQGE0002-3Computational Optimization (anglais) -Q230--5
PROJ0017-1Personal student project in Data Science (anglais) - [150h Projet] -TA--[+]5
BIOL0021-1Biologie des systèmes - [10h Travaux dirigés]
Corequis
OCEA0089-1
Introduction to marine ecosystems modelling
-Q110-[+]2
OCEA0089-1Introduction to marine ecosystems modelling (anglais)
Corequis
BIOL0021-1
Biologie des systèmes
-Q11515-3
GEOG0057-1Analyse spatiale -Q23030-5
GEOG0059-1Infrastructures de données spatiales -Q13030-5
GEST0832-4Marchés financiers
Corequis
FINA0063-1
Advanced Statistical Methods in Finance
-Q14015-5
FINA0063-1Advanced Statistical Methods in Finance (anglais) -Q130--5
GEST3032-1eBusiness and eCommerce (anglais) -Q130--5
GBIO0002-1Genetics and bioinformatics (anglais) - [15h Projet] -Q13015[+]5
GBIO0009-1Topics in bioinformatics (anglais) - [35h Projet] -Q12515[+]5
GBIO0030-1Computational approaches to statistical genetics (anglais) - [35h Projet] -Q22515[+]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.-

Optional company internships

Remarque : the course units ASTG9008-1 and ASTG9009-1 are mutually exclusive
ASTG9008-1Internship (coupled with Master thesis) (anglais) - [80j Travail sur le terrain] B2TA--[+]5
ASTG9009-1Internship (independent of Master thesis) - [40j Travail sur le terrain] B2TA--[+]10

Crédits supplémentaires Master en ingénieur civil en science des données (120 ECTS)

CodeDétailsBlocOrganisationThéoriePratiqueAutresCrédits
Students who are admitted to this master without having acquired equivalent courses must add them to the programme of their first year.
MATH0002-4Analyse mathématique 1 B0Q12222-4
MATH0013-1Algèbre B0Q12626-5
MATH0062-1Eléments du calcul des probabilités - [25h Projet] B0Q21510[+]3
MATH0487-2Eléments de statistiques - [25h Projet] B0Q11510[+]3
MATH0488-1Eléments de processus stochastiques - [30h Projet] B0Q21010[+]2
INFO2009-2Introduction à l'informatique B0Q12414-4
MATH0006-3Introduction to numerical analysis (anglais) B0Q12020-4
MECA0003-2Mécanique rationnelle B0Q12030-4
SYST0002-2Introduction aux signaux et systèmes - [15h Projet] B0Q12626[+]5

2.  Additional courses in computer science :
INFO0902-1Structures des données et algorithmes - [40h Projet] B0Q22620[+]5
INFO0009-2Bases de données (organisation générale) - [25h Projet] B0Q22626[+]5
INFO8006-1Introduction to artificial intelligence (anglais) - [45h Projet] B0Q12520[+]5