2017-2018 / Master

Data science and engineering (120 ECTS)

120 crédits

Block view

  • Organisation
  • Théorie
  • Pratique
  • Autres
  • Crédits

Block 1

Compulsory Courses

CodeDétailsOrganisationThéoriePratiqueAutresCrédits

Computer Science, Applied Mathematics and Data Science fundamentals :

INFO0016-1Introduction to the theory of computation (english language) Q13030-5
MATH0461-2Introduction to numerical optimization (english language) - [25h Projet] Q13020[+]5
INFO8006-1Introduction to artificial intelligence (english language) - [45h Projet] Q12510[+]5
ELEN0062-1Introduction to machine learning (english language) - [40h Projet] Q1305[+]5

Optional courses

Single focus

Professional focus

CodeDétailsOrganisationThéoriePratiqueAutresCrédits
MATH2021-1High-dimensional data analysis (english language) - [10h Laboratory work, 15h Projet] Q115-[+]3
INFO8002-1Large-scale database systems (english language) - [45h Projet] Q12510[+]5
PROJ0016-1Big data project (english language) - [180h Projet] TA10-[+]7
ELEN0060-2Information and coding theory (english language) - [30h Projet] Q23015[+]5
INFO8004-1Advanced Machine learning (english language) - [45h Projet] Q2305[+]5
INFO8005-1Semantic Data (english language) - [45h Projet]
Q22510[+]5

Choose 10 credits in the following list :

CodeDétailsOrganisationThéoriePratiqueAutresCrédits
INFO8003-1Optimal decision making for complex problems (english language) - [45h Projet] Q22510[+]5
INFO0027-2Programming techniques (english language) - [70h Projet] Q23024[+]5
INFO0049-1Knowledge representation (english language) - [50h Projet] Q23025[+]5
INFO0010-4Introduction to computer networking (english language) - [12h Laboratory work, 40h Projet] Q2352[+]5
INFO0045-3Introduction to computer security (english language) - [8h Laboratory work, 30h Projet] Q23010[+]5

Block 2

Compulsory Courses

CodeDétailsOrganisationThéoriePratiqueAutresCrédits
ATFE9009-1Master thesis and internship (english language)
TA---30
GEST3162-1Principles of management (english language) Q12525-5
DROI8031-3Introduction to the law of robots, including linguistic support, Law of artificial intelligence, robots and data-driven algorithmic applications (english language) Q120--5
Notice : students who have already acquired the skills and knowledge of GEST3162 (or equivalent) will replace it by GEST3032 (see options below).

Optional courses

Choose 20 credits in the following lists :

CodeDétailsOrganisationThéoriePratiqueAutresCrédits

Optional courses in computer science

INFO0027-2Programming techniques (english language) - [70h Projet] Q23024[+]5
INFO0049-1Knowledge representation (english language) - [50h Projet] Q23025[+]5
INFO2049-1Web and Text Analytics (english language) Q130--5
ELEN0016-2Computer vision (english language) - [50h Projet] Q13010[+]5
INFO0939-1High performance scientific computing (english language) - [20h Projet] Q13015[+]5
INFO0948-2Introduction to intelligent robotics (english language) - [80h Projet] Q2304[+]5
INFO0010-4Introduction to computer networking (english language) - [12h Laboratory work, 40h Projet] Q2352[+]5
INFO0045-3Introduction to computer security (english language) - [8h Laboratory work, 30h Projet] Q23010[+]5
INFO8003-1Optimal decision making for complex problems (english language) - [45h Projet] Q22510[+]5

Optional courses in applied mathematics

MATH2022-1Large sample analysis : theory and practice (english language) - [40h Projet]
N..., Yvik Swan
Q12412[+]5
MATH0462-1Discrete optimization (english language) - [25h Projet] Q13020[+]5
MQGE0002-3Computational Optimization (english language) Q230--5

Optional courses in bioinformatics

GBIO0002-1Genetics and bioinformatics (english language) - [15h Projet] Q13015[+]5
GBIO0009-1Topics in bioinformatics (english language) - [35h Projet] Q12515[+]5
GBIO0030-1Computational approaches to statistical generics (english language) - [35h Projet] Q22515[+]5

Optional course in management

GEST3032-1eBusiness and eCommerce (english language) Q130--5

Miscellaneous

STAT0079-1SAS certification (english language) - [25h Monitored workshops] Q215-[+]5
INGE0012-1Scientific research in engineering and its impact on innovation (english language) Q23030-5
[...] 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)

CodeDétailsOrganisationThéoriePratiqueAutresCrédits

Optional courses

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

CodeDétailsOrganisationThéoriePratiqueAutresCrédits


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

MATH0002-4Mathematical analysis 1 Q12222-4
MATH0003-1Geometry Q22515-3
MATH0013-1Algebra Q13020-5
MATH0062-1Elements of probability calculus - [25h Projet] Q21510[+]3
MATH0487-2Elements of statistics - [25h Projet] Q11510[+]3
MATH0488-1Elements of stochastic processes - [30h Projet] Q21010[+]2
INFO2009-2Introduction to computer science - [8h Laboratory work] Q12414[+]4
MATH0006-3Introduction to numerical analysis (english language) Q12020-4
MECA0003-2Rational Mechanics Q12030-4
SYST0002-2Introduction aux signaux et systèmes - [15h Projet] Q13030[+]5


2.  Additional courses in computer science :

INFO0902-1Data structures and algorithms - [40h Projet] Q23020[+]5
INFO0009-1Database (general organisation) - [25h Projet] Q23025[+]5
INFO0054-1Functional programming - [15h Projet] Q23025[+]5
INFO0062-1Object-oriented programming (english language) - [20h Projet] Q23024[+]5


3. A level B2 in English