Master Informatique - Semestre 9

Cursus ingénieur->Master Informatique->Semestre 9

Intitulés des modules/matières

ECTS

Volume horaire

- SHEME for Engineer (choisir entre 0 et 1 fils)
- - Humanités
  - Anglais - 5MMANGL6 3.0 12.0
    Retour d'expérience - 5MMREX 1.0 5.0
  - - Activités Physiques, Sportives et Artistiques - 5MMAPSA 1.0 24.0

Cours scientifiques MoSIG M2 (choisir entre 5 et 6 fils)

GPU Computing - WMM9AM49	6.0	36.0
From Basic Machine Learning models to Advanced Kernel Learning - WMM9AM76	6.0	36.0
Statistical learning: from parametric to nonparametric models - WMM9AM78	6.0	36.0
Graduate School MOOC - WMM9GSM	3.0	0.0
Graduate School Projet - WMM9GSP	3.0	0.0
Mathematical Foundations of Machine Learning - WMM9MO00	6.0	36.0
Multi-agent systems - WMM9MO27	3.0	18.0
Computer vision - WMM9MO34	6.0	36.0
Information visualization - WMM9MO37	3.0	18.0
SAT/SMT Solving - WMM9MO46	3.0	18.0
Process engineering - WMM9MO57	6.0	36.0
Advanced networking - WMM9MO58	6.0	54.0
Advanced Parallel systems - WMM9MO59	6.0	36.0
Fundamentals of data processing and Distributed Knowledge - WMM9MO60	6.0	36.0
Scientific methodology, regulatory and ethical data usage - WMM9MO61	6.0	36.0
Robotics - WMM9MO62	6.0	36.0
Computer graphics - WMM9MO63	6.0	36.0
Advanced software modeling and engineering - WMM9MO65	6.0	36.0
Augmented and virtual reality: innovative interaction techniques - WMM9MO66	6.0	36.0
Human in the loop - WMM9MO68	6.0	36.0
Cloud computing, from infrastructure to applications - WMM9MO69	6.0	36.0
System design - WMM9MO70	6.0	36.0
Large scale data management and distributed systems - WMM9MO72	6.0	36.0
Program testing and verification - WMM9MO73	3.0	18.0
Advanced Machine Learning: Applications to Vision, Audio and Text - WMM9MO74	6.0	36.0
Natural Language Processing & Information Retrieval - WMM9MO75	6.0	36.0
Information Security - WMM9MO80	6.0	36.0
Next generation software development - WMM9MO83	6.0	36.0
Safety critical systems : from design to verification - WMM9MO84	6.0	36.0

Semestre 9

Advanced Machine Learning: Applications to Vision, Audio and Text (M2 MOSIG) - WMMCAML	6.0	36.0
Advanced networking (M2 Mosig) - WMMCANW	6.0	54.0
Mathematical Foundations of Machine Learning (M2 MOSIG) - WMMCMFML	6.0	36.0
From Basic Machine Learning models to Advanced Kernel Learning (M2 SIAM) - WMMCMLAK	6.0	36.0
Network Security - WMMCNWS	6.0	0.0
Réseaux avancés - WMMCRA	3.0	54.0

Choix ORCO (choisir pour totaliser 12.0 ECTS)

GPU Computing - WMM9AM49	6.0	36.0
From Basic Machine Learning models to Advanced Kernel Learning - WMM9AM76	6.0	36.0
Learning, Probabilities and Causality - WMM9AM77	6.0	54.0
Statistical learning: from parametric to nonparametric models - WMM9AM78	6.0	36.0
Efficient methods in optimization - WMM9AM87	6.0	36.0
Constraint programming, applications in scheduling - WMM9CO05	3.0	18.0
Graph and discrete structures - WMM9CO06	3.0	18.0
Advanced heuristic and approximation algorithms - WMM9CO07	3.0	18.0
Advanced mathematical programming methods - WMM9CO08	3.0	18.0
Academic and industrial challenges - WMM9CO09	3.0	18.0
Transport logistics and operations research - WMM9CO10	6.0	54.0
Mathematical Foundations of Machine Learning - WMM9MO00	6.0	36.0
Multi-agent systems - WMM9MO27	3.0	18.0
Information visualization - WMM9MO37	3.0	18.0
Advanced Parallel systems - WMM9MO59	6.0	36.0
Fundamentals of data processing and Distributed Knowledge - WMM9MO60	6.0	36.0
Scientific methodology, regulatory and ethical data usage - WMM9MO61	6.0	36.0
Robotics - WMM9MO62	6.0	36.0
Cloud computing, from infrastructure to applications - WMM9MO69	6.0	36.0
Large scale data management and distributed systems - WMM9MO72	6.0	36.0
Advanced Machine Learning: Applications to Vision, Audio and Text - WMM9MO74	6.0	36.0
Natural Language Processing & Information Retrieval - WMM9MO75	6.0	36.0
Information Security - WMM9MO80	6.0	36.0
Human computer interaction - WMM9MO82	6.0	36.0
Next generation software development - WMM9MO83	6.0	36.0
Safety critical systems : from design to verification - WMM9MO84	6.0	36.0
Cryptographic Engineering, protocols & security models, data privacy, coding & applications - WMM9SY03	6.0	78.0

- Orco
- Advanced models and methods in operations research - WMM9CO01 6.0 36.0
  Combinatorial optimization and graph theory - WMM9CO02 6.0 36.0
  Optimization under uncertainty - WMM9CO03 6.0 36.0
- SHEME for Engineer (choisir entre 0 et 1 fils)
- - Humanités
  - Anglais - 5MMANGL6 3.0 12.0
    Retour d'expérience - 5MMREX 1.0 5.0
  - - Activités Physiques, Sportives et Artistiques - 5MMAPSA 1.0 24.0

Scientific courses CySec

Software Security Secure Programming & Computer Forensic - WMM9SY01	3.0	39.0
Security Architectures: network, system, key management, cybersecurity of industrial IT - WMM9SY02	6.0	78.0
Cryptographic Engineering, protocols & security models, data privacy, coding & applications - WMM9SY03	6.0	78.0
Threat & Risk Analysis, IT security, audit and norms - WMM9SY04	3.0	39.0
Physical Security: Embedded, Smart Card, Quantum & Biometrics - WMM9SY05	6.0	78.0

- Choix CySec (choisir 1 fils)
- Advanced Security - WMM9SY06 6.0 48.0
  Advanced Cryptology - WMM9SY07 6.0 48.0

Mise à jour - 16/07/2024

Anglais - 5MMANGL6	3.0	12.0
Retour d'expérience - 5MMREX	1.0	5.0

Analyse de la pratique 5 - 5MM1ADP5	0.0	0.0
Journée des Acteurs de l'Apprentissage 5 - 5MM1J2A5	0.0	0.0
Période entreprise PE6 pour les apprentis - 5MM1PE4	2.0	0.0

Facteur Humain pour la cybersécurité - 5MMCYB	1.0	16.5
Droit et informatique - 5MMDROI6	1.0	18.0
Socio-économie de l’innovation - 5MMSOCIO	1.0	18.0

Espagnol - 5MMESP6	1.0	18.0
Français (étudiants non-francophones uniquement) - 5MMFRA6	1.0	18.0
Langue vivante 2 au Services des Langues UGA - 5MMLV26	1.0	24.0

Advanced models and methods in operations research - WMM9CO01	6.0	36.0
Combinatorial optimization and graph theory - WMM9CO02	6.0	36.0
Optimization under uncertainty - WMM9CO03	6.0	36.0

Advanced Security - WMM9SY06	6.0	48.0
Advanced Cryptology - WMM9SY07	6.0	48.0