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Common core [46.0]LDATE2990 Master thesisThe graduation project can be written and presented in French or English, in consultation with the supervisor. It may be accessible to exchange students by prior agreement between the supervisors and/or the two universities.LEPL2020 Professional integration workLes modules du cours LEPL2020 sont organisés sur les deux blocs annuels du master. Il est fortement recommandé à l’étudiant.e de les suivre dès le bloc annuel 1, mais il.elle ne pourra inscrire le cours qu’au plus tôt l’année où il.elle présente son travail de fin d’études.
EN
q1+q2 30h+15h 2 credits > French-friendlyTeacher(s):
> Myriam Banaï
> Francesco Contino (coord.)
> Delphine Ducarme
> Jean-Pierre Raskin
Myriam Banaï
LINFO2172 DatabasesLSTAT2120 Linear modelsOne course to choose fromLINFO2399 Industrial seminar in computer scienceEN
q2 30h 3 credits > French-friendlyTeacher(s):
> Yves Deville
> Bernard Geubelle
Yves Deville
EN
q1 30h 3 credits > French-friendlyTeacher(s):
> Sébastien Jodogne
> Siegfried Nijssen
Sébastien Jodogne
LINMA2120 Applied mathematics seminarEN
q1+q2 30h 3 credits > French-friendlyTeacher(s):
> Pierre-Antoine Absil
> Gianluca Bianchin
> Frédéric Crevecoeur
> Jean-Charles Delvenne
> François Glineur
> Julien Hendrickx
> Laurent Jacques
> Raphaël Jungers
> Estelle Massart (coord.)
> Geovani Nunes Grapiglia
Pierre-Antoine Absil
LSTAT2390 Applied statistics workshopsEN
q1+q2 15h 3 credits > French-friendlyTeacher(s):
> Christian Ritter
> Laura Symul
Christian Ritter
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List of focuses
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Professional Focus : Data Analytics [30.0]Content:LDATA2010 Information visualisationLINMA2472 Algorithms in data science
EN
q1 30h+22.5h 5 credits > French-friendlyTeacher(s):
> Jean-Charles Delvenne (coord.)
> Gautier Krings (compensates Vincent Blondel)
Jean-Charles Delvenne (coord.)
LINFO2364 Mining Patterns in DataLSTAT2130 Introduction to Bayesian statisticsLINFO2275 Data mining & decision makingEN
q1 30h+30h 5 credits > French-friendlyTeacher(s):
> John Lee
> John Lee (compensates Michel Verleysen)
> Michel Verleysen
John Lee
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Professional Focus : Cybersecurity [30.0]Content:LELEC2760 Secure electronic circuits and systems
EN
q2 30h+30h 5 credits > French-friendlyTeacher(s):
> François-Xavier Standaert
François-Xavier Standaert
LELEC2770 Privacy Enhancing technologyEN
q1 30h+30h 5 credits > French-friendlyTeacher(s):
> Thomas Peters (compensates Olivier Pereira)
> François-Xavier Standaert
Thomas Peters (compensates Olivier Pereira)
LINFO2347 Computer system securityLINFO2144 Secured systems engineeringLMAT2450 CryptographyEN
q1 30h+15h 5 credits > French-friendlyTeacher(s):
> Thomas Peters (compensates Olivier Pereira)
Thomas Peters (compensates Olivier Pereira)
LINGI2348 Information theory and codingEN
q2 30h+15h 5 credits > French-friendlyTeacher(s):
> Jérôme Louveaux
> Jérôme Louveaux (compensates Olivier Pereira)
> Benoît Macq
Jérôme Louveaux
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Options
L'étudiant·e complète son programme pour arriver à min. 90 crédits disciplinaires (dispensés dans les Masters EPL ou sigle STAT, y compris le TFE) en ce non compris les éventuels compléments pris par certains étudiants qui manqueraient de base. Il n'est pas obligatoire de valider une option.
Dans la rubrique "Options et cours au choix en connaissances socioéconomiques", l'étudiant·e valide une des deux options ou choisit obligatoirement au minimum 3 crédits parmi les cours au choix ou les cours de l’option en enjeux de l’entreprise.-
Majors in data science
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Major in computer systemsContent:Compulsory courses :LINFO2145 Cloud ComputingElective coursesLINFO2347 Computer system securityLINFO2143 Concurrent systems : models and analysisLINFO2349 Networking and security seminar
EN
q1 30h 3 credits > French-friendlyTeacher(s):
> Etienne Riviere
> Ramin Sadre
Etienne Riviere
LINFO2146 Mobile and Embedded ComputingLINFO2355 Multicore programming -
Major in numerical methods and optimisation
The student who wishes to validate this option chooses 15 credits among:
Content:Compulsory coursesLINMA2471 Optimization models and methods IIEN
q1 30h+22.5h 5 credits > French-friendlyTeacher(s):
> François Glineur
> Geovani Nunes Grapiglia
François Glineur
LINMA2380 Matrix computationsOne course betweenLINFO2266 Advanced Algorithms for OptimizationLINMA2450 Combinatorial optimizationEN
q1 30h+22.5h 5 credits > French-friendlyTeacher(s):
> Julien Hendrickx
> Geovani Nunes Grapiglia
Julien Hendrickx
Elective coursesLINMA2470 Stochastic modellingEN
q2 30h+22.5h 5 credits > French-friendlyTeacher(s):
> Philippe Chevalier
> Mehdi Madani (compensates Philippe Chevalier)
Philippe Chevalier
LINMA2491 Operational ResearchEN
q1 30h+22.5h 5 credits > French-friendlyTeacher(s):
> Pierre-Antoine Absil
> Simon Vary (compensates Pierre-Antoine Absil)
Pierre-Antoine Absil
LINMA2875 System IdentificationLINFO2365 Constraint programmingLINMA2460 Optimization : Nonlinear programmingEN
q2 30h+22.5h 5 credits > French-friendlyTeacher(s):
> Geovani Nunes Grapiglia
Geovani Nunes Grapiglia
LINMA2120 Applied mathematics seminarEN
q1+q2 30h 3 credits > French-friendlyTeacher(s):
> Pierre-Antoine Absil
> Gianluca Bianchin
> Frédéric Crevecoeur
> Jean-Charles Delvenne
> François Glineur
> Julien Hendrickx
> Laurent Jacques
> Raphaël Jungers
> Estelle Massart (coord.)
> Geovani Nunes Grapiglia
Pierre-Antoine Absil
LINMA2360 Project in mathematical engineeringEN
q1+q2 30h+22.5h 5 credits > French-friendlyTeacher(s):
> Pierre-Antoine Absil
> Laurent Jacques
Pierre-Antoine Absil
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Elective technical coursesContent:StatisticsLSTAT2200 Survey and Sampling
FR
q2 15h+5h 4 creditsTeacher(s):
> Séverine Guisset
> Christian Ritter
Séverine Guisset
LSTAT2380 Statistical consultingLSTAT2390 Applied statistics workshopsEN
q1+q2 15h 3 credits > French-friendlyTeacher(s):
> Christian Ritter
> Laura Symul
Christian Ritter
Machine learning, vision and artificial intelligenceLELEC2885 Image processing and computer visionEN
q1 30h+30h 5 credits > French-friendlyTeacher(s):
> Christophe De Vleeschouwer (coord.)
> Laurent Jacques
Christophe De Vleeschouwer (coord.)
LGBIO2010 BioinformaticsEN
q1 30h+30h 5 credits > French-friendlyTeacher(s):
> Vincent Branders (compensates Pierre Dupont)
Vincent Branders (compensates Pierre Dupont)
LINFO2263 Computational LinguisticsLINGI2348 Information theory and codingEN
q2 30h+15h 5 credits > French-friendlyTeacher(s):
> Jérôme Louveaux
> Jérôme Louveaux (compensates Olivier Pereira)
> Benoît Macq
Jérôme Louveaux
EN
q1 30h 3 credits > French-friendlyTeacher(s):
> Sébastien Jodogne
> Siegfried Nijssen
Sébastien Jodogne
LINFO2381 Health InformaticsData structures and algorithms for data analysisLELEC2770 Privacy Enhancing technologyEN
q1 30h+30h 5 credits > French-friendlyTeacher(s):
> Thomas Peters (compensates Olivier Pereira)
> François-Xavier Standaert
Thomas Peters (compensates Olivier Pereira)
LINFO1361 Artificial intelligenceFR
q2 30h+30h 5 creditsTeacher(s):
> Eric Piette (compensates Yves Deville)
Eric Piette (compensates Yves Deville)
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Options et cours au choix en connaissances socio-économiques
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Business risks and opportunitiesContent:LEPL2211 Business issues introductionLEPL2212 Financial performance indicators
EN
q2 30h+5h 4 credits > French-friendlyTeacher(s):
> Anne-Catherine Provost
Anne-Catherine Provost
LEPL2214 Law, Regulation and Legal ContextFR
q1 30h+5h 4 creditsTeacher(s):
> Vincent Cassiers
> Werner Derycke
Vincent Cassiers
One course between
From 3 to 5credit(s)LEPL2210 Ethics and ICTEN
q2 30h 3 credits > French-friendlyTeacher(s):
> Maxime Lambrecht (compensates Axel Gosseries)
> Maxime Lambrecht (compensates Olivier Pereira)
Maxime Lambrecht (compensates Axel Gosseries)
Cours en marketingMGEST1108 MarketingMLSMM2136 Trends in Digital MarketingMLSMM2134 e-Consumer BehaviorFR
q2 30h 5 creditsTeacher(s):
> Nicolas Kervyn de Meerendré (compensates Karine Charry)
Nicolas Kervyn de Meerendré (compensates Karine Charry)
Cours en Sourcing and ProcurementLLSMS2036 Supply Chain ProcurementEN
q1 30h 5 creditsTeacher(s):
> Per Joakim Agrell
> Antony Paulraj
Per Joakim Agrell
LLSMS2038 Procurement Organisation and ScopeEN
q1 30h 5 creditsTeacher(s):
> Constantin Blome
> Canan Kocabasoglu Hillmer
Constantin Blome
LLSMS2037 Sourcing StrategyAlternative to the major in business risks and opportunities for computer science studentsComputer science students who have already taken courses in this field while pursuing their Bachelor's degree may choose between 16-20 credits from the courses offered in the management minor for computer sciences.
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Major in Interdisciplinary Program in Entrepreneurship - INEO
Commune à la plupart des masters de l'EPL, cette option a pour objectif de familiariser l'étudiant·e avec les spécificités de l'entreprenariat et de la création d’entreprise afin de développer chez lui les aptitudes, connaissances et outils nécessaires à la création d'entreprise.
Cette option rassemble des étudiants de différentes facultés en équipes interdisciplinaires afin de créer un projet entrepreneurial. La formation interdisciplinaire en entrepeneuriat (INEO) est une option qui s’étend sur 2 ans et s’intègre dans plus de 30 Masters de 9 facultés/écoles de l’UCLouvain. Le choix de l’option INEO implique la réalisation d’un mémoire interfacultaire (en équipe) portant sur un projet de création d’entreprise. L’accès à cette option, ainsi qu'à chacun des cours, est limité aux étudiant·es sélectionnés sur dossier. Toutes les informations sur https://uclouvain.be/fr/etudier/ineo (https://uclouvain.be/fr/etudier/ineo).
L'étudiant.e qui choisit de valider cette option doit sélectionner au minimum 20 crédits et au maximum 25 crédits. Cette option n'est pas accessible en anglais et ne peut être prise simultanément avec l'option « Enjeux de l'entreprise ».Content:Required coursesLINEO2001 Théorie de l'entrepreneuriatLINEO2003 Plan d'affaires et étapes-clefs de la création d'entrepriseLes séances du cours LINEO2003 sont réparties sur les deux blocs annuels du master. L'étudiant doit les suivre dès le bloc annuel 1, mais ne pourra inscrire le cours que dans son programme de bloc annuel 2.
Prerequisite coursesStudent who have not taken management courses during their previous studies must enroll in LINEO2021.
LINEO2021 Financer son projetFR
q2 30h+15h 5 creditsTeacher(s):
> Yves De Rongé
> Philippe Grégoire (compensates Yves De Rongé)
Yves De Rongé
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Cours au choix en connaissances socio-économiquesContent:LFSA2995 Company Internship
FR
q1+q2 30h 10 creditsTeacher(s):
> Dimitri Lederer
> Jean-Pierre Raskin
Dimitri Lederer
LFSA2212 Innovation classesEN
q1 30h+15h 5 credits > French-friendlyTeacher(s):
> Benoît Macq
> Jean-Pierre Raskin
> Benoît Raucent
Benoît Macq
LSTAT2380 Statistical consultingLSTAT2390 Applied statistics workshopsEN
q1+q2 15h 3 credits > French-friendlyTeacher(s):
> Christian Ritter
> Laura Symul
Christian Ritter
LINMA2360 Project in mathematical engineeringEN
q1+q2 30h+22.5h 5 credits > French-friendlyTeacher(s):
> Pierre-Antoine Absil
> Laurent Jacques
Pierre-Antoine Absil
LINMA2120 Applied mathematics seminarEN
q1+q2 30h 3 credits > French-friendlyTeacher(s):
> Pierre-Antoine Absil
> Gianluca Bianchin
> Frédéric Crevecoeur
> Jean-Charles Delvenne
> François Glineur
> Julien Hendrickx
> Laurent Jacques
> Raphaël Jungers
> Estelle Massart (coord.)
> Geovani Nunes Grapiglia
Pierre-Antoine Absil
LACTU2170 STOCHASTIC FINANCELACTU2030 LIFE INSURANCELLSMS2034 Supply Chain PlanningLINFO2399 Industrial seminar in computer scienceEN
q2 30h 3 credits > French-friendlyTeacher(s):
> Yves Deville
> Bernard Geubelle
Yves Deville
LINFO2402 Open Source Project
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Others elective courses
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Others elective coursesContent:The elective courses recommended and available for Master students in Data Science Engineering are listed here above and in the courses of EPL. However, a student can further suggest other courses that would be relevant for his.her personal curriculum, pending that this is compliant with the rules for setting up a personal Master programme.
LanguagesStudents may select from any language course offered at the ILV. Special attention is placed on the following seminars in professional development:
LALLE2500 Professional development seminar GermanLALLE2501 Professional development seminar-GermanNL
q1 or q2 30h 3 creditsTeacher(s):
> Isabelle Demeulenaere (coord.)
Isabelle Demeulenaere (coord.)
NL
q1 or q2 30h 3 creditsTeacher(s):
> Isabelle Demeulenaere (coord.)
> Dag Houdmont
Isabelle Demeulenaere (coord.)
Group dynamicsLEPL2351 Become a tutorFR
q1 15h+30h 3 creditsTeacher(s):
> Jean-Charles Delvenne (coord.)
> Delphine Ducarme
> Thomas Pardoen
> Benoît Raucent
Jean-Charles Delvenne (coord.)
LEPL2352 Become a tutorFR
q2 15h+30h 3 creditsTeacher(s):
> Jean-Charles Delvenne (coord.)
> Delphine Ducarme
> Thomas Pardoen
> Benoît Raucent
Jean-Charles Delvenne (coord.)
Autres UEs hors-EPLL'étudiant·e peut choisir maximum 8 ects de cours hors EPL considérées comme non-disciplinaires par la commission de diplôme
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Preparatory Module (only for students who qualify for the course via complementary coursework)
To access this Master, students must have a good command of certain subjects. If this is not the case, students must take supplementary classes chosen by the faculty to satisfy course prerequisites.
Mathematics - Calculus and linear algebraThe student follows one of the following blocks:
Module 1LINFO1111 AnalysisFR
q1 45h+37.5h 7 creditsPierre-Antoine Absil
LINFO1112 AlgebraFR
q2 30h+30h 5 creditsTeacher(s):
> Christophe Craeye
> Enrico Vitale
Christophe Craeye
Module 2LINGE1114 Mathematics I: analysisProbability and statisticsThe student follows one of the following blocks:
Module 1LBIR1315 Probability and statistics IILBIR1212 Probabilities and statistics (I)Module 2LEPL1108 Discrete mathematics and probabilityFR
q1 30h+30h 5 creditsTeacher(s):
> Jean-Charles Delvenne
> Jean-Charles Delvenne (compensates Olivier Pereira)
Jean-Charles Delvenne
LEPL1109 Statistics and data sciencesFR
q1 30h+30h 5 creditsTeacher(s):
> Donatien Hainaut
> Laurent Jacques
Donatien Hainaut
Programming and computer scienceThe student follows one of the following blocks:
LINFO1101 Introduction to programmingFR
q1 30h+30h 5 creditsTeacher(s):
> Kim Mens
> Siegfried Nijssen
> Charles Pecheur
Kim Mens
LINFO1104 Programming language conceptsLEPL1402 Informatics 2FR
q1 30h+30h 5 creditsTeacher(s):
> Sébastien Jodogne
> Ramin Sadre
> Pierre Schaus
Sébastien Jodogne
Un cours parmi :EN
q1 30h+22.5h 5 credits > French-friendlyTeacher(s):
> Jean-Charles Delvenne
> Jean-Charles Delvenne (compensates Vincent Blondel)
Jean-Charles Delvenne
LINFO1121 Algorithms and data structuresComputer systems:The student follows one of the following blocks:
LINFO1341 Computer networksLINFO1252 Informatic SystemsNumerical methods and optimisation:The student follows one of the following blocks:
LINMA1702 Optimization models and methods IUn cours parmi :LEPL1104 Numerical methodsLINFO1113 Numerical algorithmicFR
q2 30h+30h 6 creditsTeacher(s):
> Estelle Massart
> Loïc Quertenmont
Estelle Massart
Other EU to be determined with the Study AdvisorDepending on his / her previous academic background, the student (in consultation with the study advisor) can add other UEs in order to acquire the necessary prerequisites for the program.