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  6. Master [120] in Data Science : Statistic

Core courses

dats2m  2019-2020  Louvain-la-Neuve

 
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Annual block
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Mandatory Statistical modelling
Mandatory LSTAT2120 Linear models   Christian Hafner
30h+7.5h  5 credits 1q x  
Mandatory LSTAT2130 Introduction to Bayesian statistics   Philippe Lambert
15h+5h  4 credits 2q x  
Mandatory LSTAT2150 Nonparametric statistics: smoothings methods   Rainer von Sachs
15h+5h  4 credits 1q x x
Mandatory Cours au choix

At least 2 courses among the 5 following.  

Optionnal LSTAT2100 Discrete data analysis.   Anouar El Ghouch
30h+7.5h  5 credits 2q x  
Optionnal LSTAT2170 Times series   Rainer von Sachs
22.5h+7.5h  5 credits 2q x x
Optionnal LSTAT2180 Resampling methods with applications   Eugen Pircalabelu
15h+5h  4 credits 1q x x
Optionnal LSTAT2210 Advenced linear models   Lieven Desmet (compensates Catherine Legrand)
, Catherine Legrand
15h+5h  4 credits 1q x x
Optionnal LSTAT2400 High-dimensional statistics: Theory and practice   Eugen Pircalabelu
15h  3 credits 2q   x
 
Mandatory Machine learning and Data mining
Mandatory LSTAT2110 Data Analysis   Johan Segers
30h+7.5h  5 credits 1q x  
Mandatory Cours au choix

Choose at least 2 courses among the 3 following.  

Optionnal LELEC2870 Machine Learning : regression, dimensionality reduction and data visualization   John Lee (compensates Michel Verleysen)
, Michel Verleysen
30h+30h  5 credits 1q x x
Optionnal LINGI2262 Machine Learning :classification and evaluation   Pierre Dupont
30h+30h  5 credits 2q   x
Optionnal LSINF2275 Data mining & decision making   Marco Saerens
30h+15h  5 credits 2q 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 1q x  
Mandatory LSTAT2030 Statistique et data sciences avec R: Programmation avancée   Anouar El Ghouch
15h+15h  3 credits 2q x  
Mandatory LSTAT2360 Seminar in data management: basic   Céline Bugli
15h+10h  5 credits 1q x x
Mandatory LINGI2172 Databases   Siegfried Nijssen
30h+30h  6 credits 2q   x
Optionnal Cours au choix
Optionnal LSTAT2370 Data Management II : SAS ADVANCED PROGRAMMING   Christophe Kabacinski
15h+10h  6 credits 2q   x
Optionnal LINMA2472 Algorithms in data science   Vincent Blondel
, Jean-Charles Delvenne (coord.)
, Gautier Krings (compensates Vincent Blondel)
30h+22.5h  5 credits 1q   x
 
Optionnal Philosophie

Maximum one course among:  

Optionnal LSC2001 Introduction to contemporary philosophy   François Kammerer (compensates Peter Verdée)
30h  2 credits 2q x x
Optionnal LSC2220 Philosophy of science   Alexandre Guay
30h  2 credits 2q x x
Optionnal LFILO2003E Ethics in the Sciences and technics (sem)   Charles Pence
15h+15h  2 credits 2q 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.  

Optionnal Mathématique - Analyse et algèbre linéaire

Each of the following three modules of two courses allows acquiring similar skills:  

Optionnal Module 1
Mandatory LINFO1111 Analysis   Abdou Kouider Ben-Naoum
45h+37.5h  7 credits 1q x  
Mandatory LINFO1112 Algebra   Christophe Craeye
, Thomas Peters
30h+30h  5 credits 2q x  
Optionnal Module 2
Mandatory LINGE1114 Mathematics I: analysis   Pascal Lambrechts
, Jean Van Schaftingen
, Vincent Wertz
30h+30h  5 credits 1q x  
Mandatory LINGE1121 Mathematics II: algebra and matrix calculus   Tom Claeys
30h+30h  5 credits 2q x  
Optionnal Module 3
Mandatory LMAT1101 Mathematics 1   Pedro Dos Santos Santana Forte Vaz
30h+20h  4 credits 1q x x
Mandatory LMAT1102 Mathematics 2   Julien Federinov (compensates Augusto Ponce)
, Augusto Ponce
30h+30h  4 credits 2q x x
Optionnal Probabilités et Statistique

Each of the following four modules of two courses allows acquiring similar skills:  

Optionnal Module 1
Mandatory LSTAT2012 Probabilités: Concepts de base pour l'analyse statistique   Eugen Pircalabelu
15h+15h  3 credits 1q x  
Mandatory LSTAT2013 Concepts de base en statistique inférentielle   Eugen Pircalabelu
15h+15h  3 credits 1q x  
Optionnal Module 2
Mandatory LBIR1212 Probabilities and statistics (I)   Patrick Bogaert
30h+15h  4 credits 1q x  
Mandatory LBIR1315 Probability and statistics II   Patrick Bogaert
22.5h+22.5h  3 credits 1q x  
Optionnal Module 3
Mandatory LINGE1113 Probability   Aurélie Bertrand (compensates Johan Segers)
, Johan Segers
30h+15h  4 credits 2q x  
Mandatory LINGE1214 Further Statistics   Christian Hafner
30h+15h  4 credits 1q x  
Optionnal Module 4
Mandatory LMAT1271 Calculation of probability and statistical analysis   Mickaël De Backer (compensates Rainer von Sachs)
, Rainer von Sachs
30h+30h  6 credits 2q x  
Optionnal Programmation et informatique

The student must acquire the skills bound to these three courses:  

Optionnal LINFO1101 Introduction à la programmation   Kim Mens
, Siegfried Nijssen
, Charles Pecheur
30h+30h  5 credits 1q x  
Optionnal LEPL1402 Informatique 2   Ramin Sadre
, Pierre Schaus
30h+30h  5 credits 1q x  
Optionnal LINFO1225 Conception orientée objet et gestion de données   Kim Mens
30h+30h  5 credits 2q x