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French

L'école du numérique

Une voie, plusieurs choix

Informatique et Mathématiques appliquées

Une voie, plusieurs choix

Une voie, plusieurs choix

> Formation > Cursus ingénieur

Master 2 in Computer Science - Semester 9

Curriculum->Master 2 in Computer Science->Semester 9

Courses and group of courses name

ECTS

hours per student

Scientific courses for 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
Advanced Cryptology & Security - WMM9SY09	6.0	39.0

Advanced Information Systems & Software Engineering

Architecture: Component and services - WMM9MO01	3.0	18.0
Model Driven engineering - WMM9MO02	3.0	18.0
Process Engineering - WMM9MO03	3.0	18.0
Verification & test theories - WMM9MO04	3.0	18.0
Temporal and Spatial Informations - WMM9MO05	3.0	18.0
Data Management in large-scale distributed systems - WMM9MO08	3.0	18.0
Software mining & re-engineering - WMM9MO09	3.0	18.0
Information access & retrieval - WMM9MO23	3.0	18.0
Engineering Human-Computer Interaction - WMM9MO36	6.0	36.0
Scientific methodology & performance evaluation - WMM9MO44	3.0	18.0
Software security Secure Programming & Computer Forensic - WMM9SY01	3.0	39.0

Artificial Intelligence & the Web

Machine Learning Fundamentals - WMM9MO21	3.0	18.0
Advanced Algorithms for Machine Learning and Data Mining - WMM9MO22	3.0	18.0
Information access & retrieval - WMM9MO23	3.0	18.0
Knowledge Representation & Reasoning - WMM9MO24	6.0	36.0
Semantic Web from XML to OWL - WMM9MO25	6.0	36.0
Natural language and Speech Processing - WMM9MO26	3.0	18.0
Multi-Agent systems - WMM9MO27	3.0	18.0
Information Visualization - WMM9MO37	3.0	18.0

Data Science.

Data science Seminar - WMM9AM21	3.0	18.0
Model selection for large-scale learning - WMM9AM24	3.0	18.0
Numerical optimal transport & geometry - WMM9AM25	3.0	18.0
GPU Computing - WMM9AM26	3.0	18.0
Data Management in large-scale distributed systems - WMM9MO08	3.0	18.0
Kernel methods for machine learning - WMM9MO14	3.0	18.0
High Performance computing for mathematical models - WMM9MO16	3.0	18.0
Fundamentals of Probabilistic data mining - WMM9MO17	3.0	19.5
Computational Biology - WMM9MO18	3.0	18.0
Stochastic Modelling for Neurosciences - WMM9MO20	3.0	18.0
Machine Learning Fundamentals - WMM9MO21	3.0	18.0
Advanced Algorithms for Machine Learning and Data Mining - WMM9MO22	3.0	18.0
Information access & retrieval - WMM9MO23	3.0	18.0
Category learning & object recognition - WMM9MO31	3.0	18.0
Information Visualization - WMM9MO37	3.0	18.0
Distributed Systems - WMM9MO39	3.0	18.0

Graphics, Vision & Robotics

Machine Learning Fundamentals - WMM9MO21	3.0	18.0
Computer Graphics II - WMM9MO29	6.0	36.0
Autonomous Robotics - WMM9MO30	6.0	36.0
Category learning & object recognition - WMM9MO31	3.0	18.0
Computational Geometry - WMM9MO32	3.0	18.0
Medical Imaging, Simulation and Robotics - WMM9MO33	3.0	18.0
Computer Vision - WMM9MO34	6.0	36.0
Human-Centered Interaction - WMM9MO35	6.0	36.0
Scientific methodology & performance evaluation - WMM9MO44	3.0	18.0

High-confidence Embedded & Cyberphysical Systems

Verification & test theories - WMM9MO04	3.0	18.0
Industrial Processes for high-confidence design - WMM9MO13	6.0	36.0
Verification of sequential programs - WMM9MO45	3.0	18.0
SAT/SMT Solving - WMM9MO46	3.0	18.0
Models & languages for model checking - WMM9MO47	3.0	18.0
Feedback control & real-time systems - WMM9MO49	3.0	18.0
Probabilistic, timed & hybrid systems - WMM9MO50	3.0	18.0
Software security Secure Programming & Computer Forensic - WMM9SY01	3.0	39.0

Digital Infrastructures

Wireless Networks - WMM9MO38	3.0	18.0
Distributed Systems - WMM9MO39	3.0	18.0
Advanced Aspects of operating systems - WMM9MO40	3.0	18.0
Parallel Systems - WMM9MO41	6.0	36.0
Embedded Systems - WMM9MO42	3.0	18.0
Scientific methodology & performance evaluation - WMM9MO44	3.0	18.0
Advanced Data Networks - WMM9MO53	6.0	54.0
Software infrastructure for data centers & Cloud computing - WMM9MO54	3.0	18.0
Software security Secure Programming & Computer Forensic - WMM9SY01	3.0	39.0

Ubiquitous & Interactive Systems

Machine Learning Fundamentals - WMM9MO21	3.0	18.0
Computer Vision - WMM9MO34	6.0	36.0
Human-Centered Interaction - WMM9MO35	6.0	36.0
Engineering Human-Computer Interaction - WMM9MO36	6.0	36.0
Information Visualization - WMM9MO37	3.0	18.0
Scientific methodology & performance evaluation - WMM9MO44	3.0	18.0

Date of update April 1, 2020

French

École nationale supérieure d'informatique et de mathématiques appliquées
681, rue de la passerelle - Domaine universitaire - BP 72
38402 SAINT MARTIN D'HERES

www.grenoble-inp.fr/suivez-nous

Université Grenoble Alpes