Master : ingénieur civil en science des données, à finalité

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.

Compulsory courses
Code	Détails	Organisation	Théorie	Pratique	Autres	Crédits
Computer Science, Applied Mathematics and Data Science fundamentals :
INFO0016-1	Introduction to the theory of computation (anglais) Quentin Louveaux	Q1	26	26	-	5
MATH0461-2	Introduction to numerical optimization (anglais) - [25h Projet] Quentin Louveaux	Q1	30	20	[+]	5
ELEN0060-2	Information and coding theory (anglais) - [30h Projet] Louis Wehenkel	Q2	30	15	[+]	5
ELEN0062-1	Introduction to machine learning (anglais) - [40h Projet] Pierre Geurts, Louis Wehenkel	Q1	30	5	[+]	5

Elective courses

Single focus

Professional focus in data science
Code	Détails	Organisation	Théorie	Pratique	Autres	Crédits
MATH2021-1	High-dimensional data analysis (anglais) - [30h Projet] Gentiane Haesbroeck	Q1	30	15	[+]	5
INFO8002-1	Large-scale data systems (anglais) - [45h Projet] Gilles Louppe	Q1	25	10	[+]	5
PROJ0016-1	Big data project (anglais) - [270h Projet] Bertrand Cornélusse, Pierre Geurts, Gilles Louppe Corequis INFO8006-1 Introduction to artificial intelligence	TA	20	-	[+]	10
INFO8005-1	Semantic Data (anglais) - [45h Projet] Jean-Louis Binot	Q2	25	10	[+]	5
INFO8010-1	Deep learning (anglais) - [45h Projet] Gilles Louppe	Q2	30	5	[+]	5

Choose 10 credits in the following list among those that have not already been credited before entering the Master programme :
Code	Détails	Organisation	Théorie	Pratique	Autres	Crédits
Remarque : INFO8006-1 is corequisite to compulsory course of the master program and must be taken as a priority, unless it was already taken as part of the bachelor or unless the corresponding knowledge and skills have been acquired previously.
INFO8006-1	Introduction to artificial intelligence (anglais) - [45h Projet] Gilles Louppe	Q1	25	10	[+]	5
INFO8003-1	Optimal decision making for complex problems (anglais) - [45h Projet] Damien Ernst	Q2	25	10	[+]	5
INFO8004-1	Advanced Machine learning (anglais) - [45h Projet] Pierre Geurts, Gilles Louppe, Louis Wehenkel	Q2	30	5	[+]	5
INFO2049-1	Web and Text Analytics (anglais) Ashwin Ittoo	Q1	30	-	-	5
ELEN0016-2	Computer vision (anglais) - [50h Projet] Marc Van Droogenbroeck	Q1	30	10	[+]	5
INFO0948-2	Introduction to intelligent robotics (anglais) - [80h Projet] Pierre Sacré	Q2	30	4	[+]	5
PROJ0017-1	Personal student project in Data Science (anglais) - [150h Projet] Pierre Geurts, Gilles Louppe	TA	-	-	[+]	5
INFO0051-1	Logic (anglais) - [10h Projet] Pascal Gribomont	Q1	25	25	[+]	5
INFO0049-1	Knowledge representation (anglais) - [50h Projet] Pascal Gribomont	Q2	28	4	[+]	5
INFO0027-2	Programming techniques (anglais) - [70h Projet] Laurent Mathy	Q2	24	24	[+]	5
INFO0010-4	Introduction to computer networking (anglais) - [12h Laboratoire, 40h Projet] Guy Leduc		35	2	[+]	5
INFO0940-1	Operating systems (anglais) - [30h Projet] Laurent Mathy	Q2	30	6	[+]	5
INFO0045-3	Introduction to computer security (anglais) - [8h Laboratoire, 30h Projet] Benoît Donnet	Q1	30	10	[+]	5
INFO8011-1	Network infrastructures (anglais) - [12h Laboratoire, 30h Projet] (années impaires) Benoît Donnet, Guy Leduc, Laurent Mathy	Q1	30	-	[+]	5

Bloc 2

Compulsory courses

Code

Détails

Organisation

Théorie

Pratique

Autres

Crédits

Master thesis

ATFE9009-1

Master thesis (anglais) - [750h Projet]

Pierre Geurts

[+]

Management and legal issues

DROI1016-5

Law course in English, Law of artificial Intelligence, Robots and Data-driven Algorithmic Applications (anglais)

Nicolas Petit

[...]

Students who have already acquired the skills and knowledge of GEST3162 (or equivalent) will replace it by GEST3032.

GEST3162-1	Principles of management (anglais) Michael Ghilissen, François Pichault		Q1	25	25	-	5
GEST3032-1	eBusiness and eCommerce (anglais) Ashwin Ittoo		Q1	30	-	-	5

Elective courses

Choose 25 credits in the following topics, among those that have not already been credited in Block 1 or before entering this Master programme :
Code	Détails	Organisation	Théorie	Pratique	Autres	Crédits
Elective courses in Data Science and Artificial Intelligence
INFO8004-1	Advanced Machine learning (anglais) - [45h Projet] Pierre Geurts, Gilles Louppe, Louis Wehenkel	Q2	30	5	[+]	5
INFO2049-1	Web and Text Analytics (anglais) Ashwin Ittoo	Q1	30	-	-	5
MATH2022-1	Large sample analysis : theory and practice (anglais)	Q2				5
	General course - [10h Projet] Amir Aboubacar		24	12	[+]
	Project complement - [30h Projet] Amir Aboubacar		-	-	[+]
INFO8003-1	Optimal decision making for complex problems (anglais) - [45h Projet] Damien Ernst	Q2	25	10	[+]	5
ELEN0016-2	Computer vision (anglais) - [50h Projet] Marc Van Droogenbroeck	Q1	30	10	[+]	5
INFO0948-2	Introduction to intelligent robotics (anglais) - [80h Projet] Pierre Sacré	Q2	30	4	[+]	5
INFO0049-1	Knowledge representation (anglais) - [50h Projet] Pascal Gribomont	Q2	28	4	[+]	5
GEST5006-1	SAS Certification applied analytics (anglais) - [25h Travaux dirigés] Michael Schyns	Q2	15	-	[+]	5
Elective courses in Computer Science and Applied Mathematics
INFO0027-2	Programming techniques (anglais) - [70h Projet] Laurent Mathy	Q2	24	24	[+]	5
INFO0939-1	High performance scientific computing (anglais) - [20h Projet] Christophe Geuzaine	Q1	30	15	[+]	5
INFO0010-4	Introduction to computer networking (anglais) - [12h Laboratoire, 40h Projet] Guy Leduc		35	2	[+]	5
INFO0940-1	Operating systems (anglais) - [30h Projet] Laurent Mathy	Q2	30	6	[+]	5
INFO0045-3	Introduction to computer security (anglais) - [8h Laboratoire, 30h Projet] Benoît Donnet	Q1	30	10	[+]	5
INFO8011-1	Network infrastructures (anglais) - [12h Laboratoire, 30h Projet] (années impaires) Benoît Donnet, Guy Leduc, Laurent Mathy	Q1	30	-	[+]	5
MATH0462-1	Discrete optimization (anglais) - [25h Projet] Quentin Louveaux	Q2	30	20	[+]	5
MQGE0002-3	Computational Optimization (anglais) Yves Crama	Q2	30	-	-	5
INFO0051-1	Logic (anglais) - [10h Projet] Pascal Gribomont	Q1	25	25	[+]	5
Elective courses in bioinformatics
GBIO0002-1	Genetics and bioinformatics (anglais) - [15h Projet] Franck Dequiedt, Kristel Van Steen	Q1	30	15	[+]	5
GBIO0009-1	Topics in bioinformatics (anglais) - [35h Projet] Kristel Van Steen	Q1	25	15	[+]	5
GBIO0030-1	Computational approaches to statistical genetics (anglais) - [35h Projet] Kristel Van Steen	Q2	25	15	[+]	5
Elective courses in management
GEST3032-1	eBusiness and eCommerce (anglais) Ashwin Ittoo	Q1	30	-	-	5
Optional company internships
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] Pierre Geurts	TA	-	-	[+]	5
ASTG9009-1	Internship (independent of Master thesis) - [40j Travail sur le terrain] Pierre Geurts	TA	-	-	[+]	10
Miscellaneous
INGE0012-1	Scientific research in engineering and its impact on innovation (anglais) Rodolphe Sepulchre	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

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

Code

Détails

Organisation

Théorie

Pratique

Autres

Crédits

Optional courses

Students who are admitted to this master without having acquired equivalent courses must add them to the programme of their first year.
Code	Détails	Organisation	Théorie	Pratique	Autres	Crédits
1. Basic courses of a bachelor degree of science in engineering, including courses equivalent to :
MATH0002-4	Analyse mathématique 1 Eric Delhez	Q1	22	22	-	4
MATH0013-1	Algèbre Eric Delhez	Q1	26	26	-	5
MATH0062-1	Eléments du calcul des probabilités - [25h Projet] Pierre Sacré	Q2	15	10	[+]	3
MATH0487-2	Eléments de statistiques - [25h Projet] Louis Wehenkel	Q1	15	10	[+]	3
MATH0488-1	Eléments de processus stochastiques - [30h Projet] Maarten Arnst, Vincent Denoël, Pierre Geurts	Q2	10	10	[+]	2
INFO2009-2	Introduction à l'informatique Bernard Boigelot	Q1	24	14	-	4
MATH0006-3	Introduction to numerical analysis (anglais) Quentin Louveaux	Q1	20	20	-	4
MECA0003-2	Mécanique rationnelle Eric Delhez	Q1	20	30	-	4
SYST0002-2	Introduction aux signaux et systèmes - [15h Projet] Guillaume Drion	Q1	26	26	[+]	5
2. Additional courses in computer science :
INFO0902-1	Structures des données et algorithmes - [40h Projet] Pierre Geurts - Suppl : Pascal Fontaine	Q2	26	20	[+]	5
INFO0009-2	Bases de données (organisation générale) - [25h Projet] Samuel Hiard	Q2	26	26	[+]	5
INFO0054-1	Programmation fonctionnelle - [15h Projet] Pascal Gribomont	Q2	28	24	[+]	5
INFO0062-1	Object-oriented programming (anglais) - [20h Projet] Bernard Boigelot	Q2	25	20	[+]	5
3. A level B2 in English.

Ingénieur civil en science des données, à finalité

Vue bloc

Bloc 1

Compulsory courses

Computer Science, Applied Mathematics and Data Science fundamentals :

Elective courses

Single focus

Professional focus in data science

Choose 10 credits in the following list among those that have not already been credited before entering the Master programme :

Bloc 2

Compulsory courses

Master thesis

Management and legal issues

Elective courses

Choose 25 credits in the following topics, among those that have not already been credited in Block 1 or before entering this Master programme :

Elective courses in Data Science and Artificial Intelligence

Elective courses in Computer Science and Applied Mathematics

Elective courses in bioinformatics

Elective courses in management

Optional company internships

Miscellaneous

Bloc d'aménagement du programme de l'année

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

Optional courses

Students who are admitted to this master without having acquired equivalent courses must add them to the programme of their first year.

1. Basic courses of a bachelor degree of science in engineering, including courses equivalent to :

2. Additional courses in computer science :

3. A level B2 in English.