Ensimag Rubrique Formation 2022

Master Mathématiques et Applications - Semestre 9

Intitulés des modules/matièresECTSVolume horaire
Master 2 Cybersecurity
Scientific courses CySec
Software Security Secure Programming & Computer Forensic - WMM9SY013.039.0
Security Architectures: network, system, key management, cybersecurity of industrial IT - WMM9SY026.078.0
Cryptographic Engineering, protocols & security models, data privacy, coding & applications - WMM9SY036.078.0
Threat & Risk Analysis, IT security, audit and norms - WMM9SY043.039.0
Physical Security: Embedded, Smart Card, Quantum & Biometrics - WMM9SY056.078.0
Choix CySec (choisir 1 fils)
Advanced Security - WMM9SY066.048.0
Advanced Cryptology - WMM9SY076.048.0
SHEME for Engineer (choisir entre 0 et 1 fils)
Humanités
Anglais - 5MMANGL63.012.0
Retour d'expérience - 5MMREX1.05.0
Environnement, culture et langues (choisir 1 fils)
Apprentissage
Analyse de la pratique 5 - 5MM1ADP50.00.0
Journée des Acteurs de l'Apprentissage 5 - 5MM1J2A50.00.0
Période entreprise PE6 pour les apprentis - 5MM1PE42.00.0
Environnement et culture (choisir 2 fils)
Activités Physiques, Sportives et Artistiques - 5MMAPSA1.024.0
Facteur Humain pour la cybersécurité - 5MMCYB1.016.5
Droit et informatique - 5MMDROI61.018.0
Espagnol - 5MMESP61.018.0
Français (étudiants non-francophones uniquement) - 5MMFRA61.018.0
Langue vivante 2 au Services des Langues UGA - 5MMLV261.024.0
Socio-économie de l’innovation - 5MMSOCIO1.018.0
Projet TANDEM - 5MMTAND1.00.0
Transitions et numérique - 5MMTRNU1.018.0
Intitulés des modules/matièresECTSVolume horaire
Master 2 Operations research combinatorics and optimization
ORCO - Elective courses (choisir pour totaliser 12.0 ECTS)
Constraint programming, applications in scheduling - WMM9CO053.018.0
Graph and discrete structures - WMM9CO063.018.0
Advanced heuristic and approximation algorithms - WMM9CO073.018.0
Advanced mathematical programming methods - WMM9CO083.018.0
Academic and industrial challenges - WMM9CO093.018.0
Transport logistics and operations research - WMM9CO106.054.0
Mathematical Foundations of Machine Learning - WMM9MO006.036.0
Multi-agent systems - WMM9MO273.018.0
Information visualization - WMM9MO373.018.0
Robotics - WMM9MO626.036.0
Cloud computing, from infrastructure to applications - WMM9MO696.036.0
Natural Language Processing & Information Retrieval - WMM9MO756.036.0
Information Security - WMM9MO803.021.0
Human computer interaction - WMM9MO826.036.0
Next generation software development - WMM9MO833.018.0
Large scale Data Management - WMM9MO856.036.0
Cryptographic Engineering, protocols & security models, data privacy, coding & applications - WMM9SY036.078.0
GPU Computing
GPU Computing - WMM9AM496.036.0
Scientific Methodology, Regulatory and ethical data usage
Scientific methodology and performance evaluation - WMM9MO933.018.0
Learning, Probabilities and Causality
Learning, Probabilities and Causality - WMM9AM776.054.0
Statistical learning: from parametric to nonparametric models
Statistical learning: from parametric to nonparametric models - WMM9AM786.036.0
Explainable & Trustworthy AI
Explainable & Trustworthy AI - WMM9AI013.00.0
Optimized Management & Processing for learning
Optimized Management & Processing for learning - WMM9AI023.00.0
Generative, Multimodal AI
Generative, Multimodal AI - WMM9AI036.036.0
ORCO - Core courses
Advanced models and methods in operations research - WMM9CO016.036.0
Combinatorial optimization and graph theory - WMM9CO026.036.0
Optimization under uncertainty - WMM9CO036.036.0
Intitulés des modules/matièresECTSVolume horaire
Master 2 of Science in Industrial and Applied Mathematics (choisir entre 1 et 2 fils)
SHEME for Engineer (choisir entre 0 et 1 fils)
Humanités
Anglais - 5MMANGL63.012.0
Retour d'expérience - 5MMREX1.05.0
Environnement, culture et langues (choisir 1 fils)
Apprentissage
Analyse de la pratique 5 - 5MM1ADP50.00.0
Journée des Acteurs de l'Apprentissage 5 - 5MM1J2A50.00.0
Période entreprise PE6 pour les apprentis - 5MM1PE42.00.0
Environnement et culture (choisir 2 fils)
Activités Physiques, Sportives et Artistiques - 5MMAPSA1.024.0
Facteur Humain pour la cybersécurité - 5MMCYB1.016.5
Droit et informatique - 5MMDROI61.018.0
Espagnol - 5MMESP61.018.0
Français (étudiants non-francophones uniquement) - 5MMFRA61.018.0
Langue vivante 2 au Services des Langues UGA - 5MMLV261.024.0
Socio-économie de l’innovation - 5MMSOCIO1.018.0
Projet TANDEM - 5MMTAND1.00.0
Transitions et numérique - 5MMTRNU1.018.0
Theoretical Semester (choisir 5 fils)
Generative, Multimodal AI - WMM9AI036.036.0
Refresh courses - WMM9AM350.018.0
Fluid Mechanics and Granular Materials - WMM9AM436.036.0
GPU Computing - WMM9AM496.036.0
Differential Calculus, Wavelets and Applications - WMM9AM506.036.0
Computational biology - WMM9AM616.036.0
From Basic Machine Learning models to Advanced Kernel Learning - WMM9AM766.036.0
Learning, Probabilities and Causality - WMM9AM776.054.0
Statistical learning: from parametric to nonparametric models - WMM9AM786.036.0
Quantum Information & Dynamics - WMM9AM886.036.0
Numerical Mechanics - WMM9AM896.036.0
Advanced numerical methods for PDEs and optimal transport problems - WMM9AM916.036.0
Mathematical Foundations of Machine Learning - WMM9MO006.036.0
Natural Language Processing & Information Retrieval - WMM9MO756.036.0
Modélisation avancée - MSIAM
Geophysical Imaging - WMM9AM273.018.0
An Introduction to Shape and Topology Optimization - WMM9AM283.018.0
Choix de Projet MSIAM (choisir 1 fils)
Modeling seminar and projects - WMM9AM196.060.0
Data Science Seminars and Challenge - WMM9AM606.036.0