Program of study 2017-2021

Organization

A program on two years full-time.

The typical trajectory of a student who follows the track "ORO" is:

First year

Semester 1 (Fall) in Nantes

All scientific courses are given in French.
• Compulsory courses from the core curriculum:

code	Course	Lecturer(s)	Hours (CM\|TD\|TP)	ECTS credits
X1II010	Graphes Graphs	Iréna Rusu (U Nantes)	24	2
X1II030	Complexité et algorithmes Complexity and Algorithms	Guillaume Fertin (U Nantes)	24	2
X1II040	Anglais scientifique Scientific English 1	Laurie Labarbe (U Nantes)	20	2

• Compulsory courses from the track "Optimization in Operations Research (ORO)":

code	Course	Lecturer(s)	Hours (CM\|TD\|TP)	ECTS credits
X1I2010	Optimisation discrète et combinatoire Discrete and Combinatorial Optimization	Xavier Gandibleux (U Nantes), Anthony Przybylski (U Nantes)	60	8
X1I2020	Graphes II et Réseaux Graphs II and Networks	Iréna Rusu (U Nantes)	24	6
X1I2030	Métaheuristiques Metaheuristics	Xavier Gandibleux (U Nantes)	24	3
X1I2IMT	Optimisation non-linéaire NonLinear Optimization	Alexandre Goldsztejn (CNRS)	24	3
X1MS010	Analyse des données Data Analysis	Lise Bellanger (U Nantes)	32	3
X1II020	Langages de programmation de haut-niveau High-level Programming Languages	Didier Robbes (U Nantes)	24	3

• Optional courses from the core curriculum; a total of 3 credits chosen from the following:

Option 1:

code	Course	Lecturer(s)	Hours (CM\|TD\|TP)	ECTS credits
X1II050	Communication, connaissance de l'entreprise. Introduction to Entrepreneurship	Olivier Godard (U Nantes)	12	2
X1II060	Introduction à la recherche Introduction to Research	Claude Jard (U Nantes)	12	1

Option 2:

code	Course	Lecturer(s)	Hours (CM\|TD\|TP)	ECTS credits
X1LI010	Management à visée innovante et entrepreunariale Management	.	12	2

Semester 2 (Spring) in Nantes

Some scientific courses are given in English.

• Compulsory courses from the core curriculum:

code	Course	Lecturer(s)	Hours (CM\|TD\|TP)	ECTS credits
X2II010	Apprentissage automatique Machine Learning	Colin De la Higera (U Nantes)	24	2
X2II020	Fouille de données Data Mining	Julien Blanchard (EPUN)	24	2
X2II030	Compilation Compilation	Mourad Oussalah (U Nantes)	24	2
X2II040	Ethique et numérique Ethics	Chantal Enguehard (U Nantes).	12	2
X2II050	Travail d'étude et de recherche Research Project	-	semester	10
X2II060	Anglais pour la communication scientifique	.	10	2

• Compulsory courses from the track "Optimization in Operations Research (ORO)":

code	Course	Lecturer(s)	Hours (CM\|TD\|TP)	ECTS credits
X2I2010	Programmation par Contraintes Constraint Programming	Eric Monfroy (U Angers)	24	4

• Options courses from the core curriculum; a total of 6 credits chosen from the following:

Option 1 (optimization):

code	Course	Lecturer(s)	Hours (CM\|TD\|TP)	ECTS credits
X2I3010	Programmation multi-coeurs Multicore Programming	Matthieu Perrin (U Nantes)	24	3
X2I3020	Ingénierie de la décision Decision Engineering	Evgeny Gurevsky (U Nantes)	24	3

Option 2 (software):

code	Course	Lecturer(s)	Hours (CM\|TD\|TP)	ECTS credits
X2I4010	Systèmes temps réel embarqués. Embedded Real-time systems	Audrey Queudet (U Nantes)	24	3
X2I4020	Ingénierie des réseaux Network Engineering	Salima Hamma (U Nantes)	24	3

Option 3 (data):

code	Course	Lecturer(s)	Hours (CM\|TD\|TP)	ECTS credits
X2I5010	Modèles probabilistes Probabilistic models	Colin De la Higera (UNantes)	24	3
X2I5020	Interaction et applications Interaction and applications	Matthieu Perreira da Silva (EPUN)	24	3

• Available courses from the core curriculum:

code	Course	Lecturer(s)	Hours (CM\|TD\|TP)
X2MC050	Optimisation déterministe et stochastique Deterministic and Stochastic Optimization	François Jauberteau (U Nantes).	64
X1LA010	Anglais Préparation TOEIC TOEIC	-	0
X2II090	Stage d'été Summer Internship	-	0

Semester 2 (Spring) in Brussels

All courses are given in English. Each erasmus student has to select courses, scheduled on spring semester, for a total of 30 ECTS among the list available here (master 1, option "Optimization and Algorithms").

Example:

Module	Course	Coordinator	Hours (CM\|TD\|TP)	ECTS credits
Optimization	Continuous Optimization	Bernard Fortz	48	5
Optimization	Combinatorial Optimization	Michael Poss	48	5
Optimization	Heuristic Optimization	Thomas Stuetzle	60	5
Computational Intelligence	Statistical Fundation of Machine Learning	Gianluca Bontempi	48	5
Computational Intelligence	Techniques of Artificial Intelligence	Hugues Bersini	36	5
Computational Intelligence	Swarm Intelligence	Marco Dorigo	60	5
Core Curriculum	Computing Project (see here)	Mauro Birattari	150	5

Second year

Semester 3 (Fall)

Total of 264hours. All lectures are organized at Nantes and given in English.

code	Course	Lecturer(s)	Hours (CM\|TD\|TP)	ECTS credits
X3IO050	Large Scale Optimisation	Marc Sevaux (UBS), André Rossi (U Paris-Dauphine)	24 (12\|12\|00)	3
X3IO080	Multi-Objective Optimization	Anthony Przybylski (U Nantes)	24 (12\|12\|00)	3
X3IO010	Multi-Objective MetaHeuristics	Xavier Gandibleux (U Nantes)	24 (12\|12\|00)	3
X3IO030	Global Optimisation	Laurent Granvilliers (U Nantes)	24 (12\|12\|00)	3
X3IOM10	Global Constraints	Nicolas Beldiceanu (IMT-A)	24 (12\|12\|00)	3
X3IO020	Advanced Constraint Programming	Eric Monfroy (U Angers)	24 (12\|12\|00)	3
X3IO040	Optimization in Robotics	Christophe Jermann (U Nantes), Alexandre Goldsztejn (CNRS)	24 (12\|12\|00)	3
X3IOM30	Transportation and Logistics	Fabien Lehuédé (IMT-A)	24 (12\|12\|00)	3
X3IOM20	Planning and Scheduling	Odile Morineau (IMT-A)	24 (12\|12\|00)	3
X3IO060	Algorithmics in Genomics	Irena Rusu (U Nantes), Guillaume Fertin (U Nantes)	24 (12\|12\|00)	2
X3IO070	Conferences	Quentin Tonneau (Artelys, Nantes), Frédéric Gardi (Innovation24, Paris), Damien Blanchon (IBM, Paris)	24 (00\|24\|00)	1

Semester 4 (Spring)

The master thesis may be prepared in English.

code	Course	-	Period	ECTS credits
X4II010	- Master Thesis (track research) or - internship (track application)	-	(min) 5 months from February 1 to (min) June 30	30

Sections

Outils personnels