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Mandatory Optional
Course not taught in 2020-2021 Periodic course not taught in 2020-2021
Periodic course taught in 2020-2021 Activity with prerequisites
Click on the course title to see detailed informations (objectives, teaching methods, evaluation...)
Annual unit
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Mandatory Statistical modelling
Mandatory LSTAT2120 Linear models   Christian Hafner
30h+7.5h  5 credits q1 x  
Mandatory LSTAT2130 Introduction to Bayesian statistics   Philippe Lambert
15h+5h  4 credits q2 x  
Mandatory LSTAT2150 Nonparametric statistics: smoothings methods   Rainer Von Sachs
15h+5h  4 credits q1 x x
Mandatory Cours au choix
At least 2 courses among the 5 following.
Optional LSTAT2100 Discrete data analysis.   Anouar El Ghouch
30h+7.5h  5 credits q2 x  
Optional LSTAT2170 Times series   Rainer Von Sachs
22.5h+7.5h  5 credits q2 x x
Optional LSTAT2180 Resampling methods with applications   Eugen Pircalabelu
15h+5h  4 credits q1 x x
Optional LSTAT2210 Advenced linear models   Lieven Desmet (compensates Catherine Legrand)
,
15h+5h  4 credits q1 x x
Optional LSTAT2450 Statistical learning. Estimation, selection and inference   Eugen Pircalabelu
30h+7.5h  3 credits q1   x
Mandatory Machine learning and Data mining
Mandatory LSTAT2110 Data Analysis   Johan Segers
30h+7.5h  5 credits q1 x  
Mandatory Cours au choix
Choose at least 2 courses among the 3 following.
Optional LELEC2870 Machine learning : regression, deep networks and dimensionality reduction   John Lee
, Michel Verleysen
30h+30h  5 credits q1 x x
Optional LINGI2262 Machine Learning :classification and evaluation   Pierre Dupont
30h+30h  5 credits q2   x
Optional LSINF2275 Data mining & decision making   Marco Saerens
30h+15h  5 credits q2 x x
Mandatory Statistical computing, data structures and algorithms for data analysis
Mandatory LSTAT2020 Statistical softwares and basic statistical programming   Céline Bugli
15h+15h  3 credits q1 x  
Mandatory LSTAT2030 Statistique et data sciences avec R: Programmation avancée   Anouar El Ghouch
15h+15h  3 credits q2 x  
Mandatory LDATS2360 Seminar in data management: basic   Céline Bugli
15h+10h  5 credits q1 x x
Mandatory LINGI2172 Databases   Siegfried Nijssen
30h+30h  6 credits q2   x
Optional Cours au choix
Optional LDATS2370 Data Management II : SAS ADVANCED PROGRAMMING   Christophe Kabacinski
15h+10h  5 credits q2   x
Optional LINMA2472 Algorithms in data science   Jean-Charles Delvenne (coord.)
, Gautier Krings (compensates Vincent Blondel)
30h+22.5h  5 credits q1   x
Optional Philosophie
Maximum one course among:
Optional LSC2001 Introduction to contemporary philosophy   Peter Verdée
30h  2 credits q2 x x
Optional LSC2220 Philosophy of science   Peter Verdée (compensates Alexandre Guay)
30h  2 credits q2 x x
Optional LFILO2003E Ethics in the Sciences and technics (sem)   15h+15h  2 credits q2 x x
Mandatory Activités de base
The student chooses, for a maximum of 10 credits, the courses in the list below for which it did not acquire equivalent skills in its previous formation. This choice is discussed with the advisor of the master and next approved by the restricted jury.
Optional Mathématique - Analyse et algèbre linéaire
Each of the following three modules of two courses allows acquiring similar skills:
Optional Module 1
Mandatory LINFO1111 Analysis   François Glineur
, Roland Keunings
45h+37.5h  7 credits q1 x  
Mandatory LINFO1112 Algebra   Christophe Craeye
, Thomas Peters
30h+30h  5 credits q2 x  
Optional Module 2
Mandatory LINGE1114 Mathematics I: analysis   Heiner Olbermann
30h+30h  5 credits q1 x  
Mandatory LINGE1121 Mathematics II: algebra and matrix calculus   Tom Claeys
30h+30h  5 credits q2 x  
Optional Module 3
Mandatory LMAT1101 Mathematics 1   Pedro Dos Santos Santana Forte Vaz
30h+20h  4 credits q1 x x
Mandatory LMAT1102 Mathematics 2   Augusto Ponce
30h+30h  4 credits q2 x x
Optional Probabilités et Statistique
Each of the following four modules of two courses allows acquiring similar skills:
Optional Module 1
Mandatory LSTAT2012 Probabilités: Concepts de base pour l'analyse statistique   Eugen Pircalabelu
15h+15h  3 credits q1 x  
Mandatory LSTAT2013 Concepts de base en statistique inférentielle   Eugen Pircalabelu
15h+15h  3 credits q1 x  
Optional Module 2
Mandatory LBIR1212 Probabilities and statistics (I)   Patrick Bogaert
30h+15h  4 credits q1 x  
Mandatory LBIR1315 Probability and statistics II   Patrick Bogaert
22.5h+22.5h  3 credits q1 x  
Optional Module 3
Mandatory LINGE1113 Probability   Aurélie Bertrand (compensates Johan Segers)
,
30h+15h  4 credits q2 x  
Mandatory LINGE1214 Further Statistics   Christian Hafner
30h+15h  4 credits q1 x  
Optional Module 4
Mandatory LMAT1271 Calculation of probability and statistical analysis   Mickaël De Backer (compensates Rainer Von Sachs)
,
30h+30h  6 credits q2 x  
Optional Programmation et informatique
The student must acquire the skills bound to these three courses:
Optional LINFO1101 Introduction à la programmation   Kim Mens
, Siegfried Nijssen
, Charles Pecheur
30h+30h  5 credits q1 x  
Optional LEPL1402 Informatique 2   Ramin Sadre
, Pierre Schaus
30h+30h  5 credits q1 x  
Optional LEPL1509 Projet 4 (en informatique)   Marc Lainez (compensates Yves Deville)
30h+22.5h  5 credits q2 x  
Optional Other pre-requisite activities
The teaching units below may be added to the student's program if they are admitted on a case-by-case basis. The choice of these units will be made in consultation with the study advisor.
Optional LSTAT2011 Éléments de mathématiques pour la statistique   Catherine Legrand
15h+15h  3 credits q1 x  
Optional LMAFY1101 Data exploration and introduction to statiscal inference   Anouar El Ghouch
30h+30h  5 credits q2 x  
Optional LPSP1209 Statistics, inference on one or two variables   Bernadette Govaerts
22.5h+15h  4 credits q1 x  
Optional LPSP1306 Statistics: descriptive analysis and GLM multivariate data modeling   Nathalie Lefèvre
, Cédric Taverne
30h+15h  4 credits q2 x  
Optional LINGE1222 Multivariate Statistical Analysis   Nathan Uyttendaele (compensates Johan Segers)
30h+15h  4 credits q2 x  
Optional LANGL1330 English intermediate level - 1st part   Stéphanie Brabant
, Estelle Dagneaux
, Aurélie Deneumoustier
, Fanny Desterbecq
, Marie Duelz
, Amandine Dumont
, Jérémie Dupal (compensates Anne-Julie Toubeau)
, Carlo Lefevre
, Sandrine Mulkers (coord.)
, Marc Piwnik (coord.)
, Nevin Serbest
, Françoise Stas
,
20h  3 credits q1 or q2 x