> Legend | ||||||||
Annual block | ||||||||
1 | 2 | |||||||
Statistical modelling | ||||||||
LSTAT2120 | Linear models | Christian Hafner | 30h+7.5h | 5 credits | 1q | x | ||
LSTAT2130 | Introduction to Bayesian statistics | Philippe Lambert | 15h+5h | 4 credits | 2q | x | ||
LSTAT2150 | Nonparametric statistics: smoothings methods | Rainer von Sachs | 15h+5h | 4 credits | 1q | x | x | |
Cours au choix
At least one course among: |
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LSTAT2100 | Discrete data analysis. | Anouar El Ghouch | 30h+7.5h | 5 credits | 2q | x | ||
LSTAT2170 | Times series | Rainer von Sachs | 22.5h+7.5h | 5 credits | 2q | x | x | |
LSTAT2180 | Resampling methods with applications | Eugen Pircalabelu | 15h+5h | 4 credits | 1q | x | x | |
Machine learning and Data mining | ||||||||
LSTAT2110 | Data Analysis | Johan Segers | 22.5h+7.5h | 5 credits | 1q | x | ||
Cours au choix
Choose at least 3 courses among the 4 following: |
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LELEC2870 | Machine Learning : regression, dimensionality reduction and data visualization | John Lee (compensates Michel Verleysen) , Michel Verleysen | 30h+30h | 5 credits | 1q | x | x | |
LINGI2262 | Machine Learning :classification and evaluation | Pierre Dupont | 30h+30h | 5 credits | 2q | x | x | |
LINGI2364 | Mining Patterns in Data | Siegfried Nijssen | 30h+15h | 5 credits | 1q | x | ||
LSINF2275 | Data mining & decision making | Marco Saerens | 30h+15h | 5 credits | 2q | x | x | |
Statistical computing, data structures and algorithms for data analysis | ||||||||
LSTAT2020 | Statistical computing | Céline Bugli (compensates Bernadette Govaerts) , Bernadette Govaerts | 20h+20h | 6 credits | 1q | x | ||
LSTAT2360 | Seminar in data management: basic | Catherine Legrand | 7.5h+10h | 5 credits | 1q | x | x | |
LINGI2172 | Databases | Siegfried Nijssen | 30h+30h | 6 credits | 2q | x | ||
LINMA2472 | Algorithms in data science | Vincent Blondel , Jean-Charles Delvenne (coord.) , Gautier Krings (compensates Vincent Blondel) , Leto Peel (compensates Jean-Charles Delvenne) | 30h+22.5h | 5 credits | 1q | x | ||
Cours au choix | ||||||||
LSTAT2370 | Data Management II : SAS ADVANCED PROGRAMMING | Catherine Legrand | 7.5h+25h | 6 credits | 2q | x | ||
Philosophie
Maximum one course among: |
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LSC2001 | Introduction to contemporary philosophy | François Kammerer (compensates Peter Verdée) , Peter Verdée | 30h | 2 credits | 2q | x | x | |
LSC2220 | Philosophy of science | Alexandre Guay , Johannes Martens (compensates Alexandre Guay) | 30h | 2 credits | 2q | x | x | |
LFILO2003E | Ethics in the Sciences and technics (sem) | Hervé Jeanmart , René Rezsohazy | 15h+15h | 2 credits | 2q | x | x | |
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. |
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Mathématique - Analyse et algèbre linéaire
Each of the following three modules of two courses allows acquiring similar skills: |
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Module 1 | ||||||||
LINFO1111 | Analysis | Abdou Kouider Ben-Naoum | 45h+37.5h | 7 credits | 1q | x | ||
LINFO1112 | Algebra | Christophe Craeye , Thomas Peters | 30h+30h | 5 credits | 2q | x | ||
Module 2 | ||||||||
LINGE1114 | Mathematics I: analysis | Pascal Lambrechts , Jean Van Schaftingen , Vincent Wertz (coord.) | 30h+30h | 5 credits | 1q | x | ||
LINGE1121 | Mathematics II: algebra and matrix calculus | Tom Claeys | 30h+30h | 5 credits | 2q | x | ||
Module 3 | ||||||||
LMAT1101 | Mathematics 1 | Pedro Dos Santos Santana Forte Vaz | 30h+20h | 4 credits | 1q | x | x | |
LMAT1102 | Mathematics 2 | Augusto Ponce | 30h+30h | 4 credits | 2q | x | x | |
Probabilités et Statistique
Each of the following four modules of two courses allows acquiring similar skills: |
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Module 1 | ||||||||
LSTAT2010B | Elements of probability and statistics | Eugen Pircalabelu | 30h+30h | 6 credits | 1q | x | ||
Module 2 | ||||||||
LBIR1212 | Probabilities and statistics (I) | Patrick Bogaert | 30h+15h | 4 credits | 1q | x | ||
LBIR1315 | Probability and statistics II | Patrick Bogaert | 22.5h+22.5h | 3 credits | 1q | x | ||
Module 3 | ||||||||
LINGE1113 | Probability | Johan Segers | 30h+15h | 4 credits | 2q | x | ||
LINGE1214 | Further Statistics | Christian Hafner , Catherine Timmermans (compensates Christian Hafner) , Nathan Uyttendaele (compensates Christian Hafner) | 30h+15h | 4 credits | 1q | x | ||
Module 4 | ||||||||
LMAT1271 | Calculation of probability and statistical analysis | Mickaël De Backer (compensates Catherine Timmermans) , Rainer von Sachs | 30h+30h | 6 credits | 2q | x | ||
Programmation et informatique
The student must acquire the skills bound to these three courses: |
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LINFO1101 | Introduction à la programmation | Kim Mens , Siegfried Nijssen , Charles Pecheur | 30h+30h | 5 credits | 1q | x | ||
LSINF1225 | Object-oriented design and data management | Kim Mens | 30h+30h | 5 credits | 2q | x | ||
LSINF1121 | Algorithmics and data structures | Pierre Schaus | 30h+30h | 5 credits | 1q | x |
Core courses
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