Ensimag Rubrique Formation 2022

Master in Applied Mathematics - Semester 9

Courses and group of courses nameECTShours per student
Master 2 in CyberSecurity
Scientific courses for 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
CySec Choice (choice of 1 child element)
Advanced Security - WMM9SY066.048.0
Advanced Cryptology - WMM9SY076.048.0
Mandatory Humanities (choice of between 0 and 1 child element)
Humanties
English - 5MMANGL63.012.0
Business Project - 5MMREX1.05.0
Environment, Culture and langue (choice of 1 child element)
Courses for Alternants
Analysis of Practices 5 - 5MM1ADP50.00.0
Debriefing 5 - 5MM1J2A50.00.0
Summer period PE6 - 5MM1PE42.00.0
Environment and Culture (choice of 2 child elements)
Sports - 5MMAPSA1.024.0
Human Factors for CyberSecurity - 5MMCYB1.016.5
Law and IT - 5MMDROI61.018.0
Spanish - 5MMESP61.018.0
French - 5MMFRA61.018.0
2nd language at SL UGA - 5MMLV261.024.0
- 5MMSOCIO1.018.0
Tandem Project - 5MMTAND1.00.0
- 5MMTRNU1.018.0
Courses and group of courses nameECTShours per student
ORCO - Elective courses (choice to add up 12.0 ECTS)
- WMM9CO053.018.0
- WMM9CO063.018.0
- WMM9CO073.018.0
- WMM9CO083.018.0
- WMM9CO093.018.0
- 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
- WMM9MO826.036.0
- 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, Probabilites and Causalities - 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
Advanced Machine Learning: Applications to Vision, Audio and Text - WMM9AI036.036.0
ORCO - Core courses
- WMM9CO016.036.0
- WMM9CO026.036.0
- WMM9CO036.036.0
Courses and group of courses nameECTShours per student
Master 2 of Science in Industrial & Applied Mathematics (choice of between 1 and 2 child elements)
Mandatory Humanities (choice of between 0 and 1 child element)
Humanties
English - 5MMANGL63.012.0
Business Project - 5MMREX1.05.0
Environment, Culture and langue (choice of 1 child element)
Courses for Alternants
Analysis of Practices 5 - 5MM1ADP50.00.0
Debriefing 5 - 5MM1J2A50.00.0
Summer period PE6 - 5MM1PE42.00.0
Environment and Culture (choice of 2 child elements)
Sports - 5MMAPSA1.024.0
Human Factors for CyberSecurity - 5MMCYB1.016.5
Law and IT - 5MMDROI61.018.0
Spanish - 5MMESP61.018.0
French - 5MMFRA61.018.0
2nd language at SL UGA - 5MMLV261.024.0
- 5MMSOCIO1.018.0
Tandem Project - 5MMTAND1.00.0
- 5MMTRNU1.018.0
Theoretical Semester (choice of 5 child elements)
Advanced Machine Learning: Applications to Vision, Audio and Text - 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, Probabilites and Causalities - 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
Advanced modeling - MSIAM
Geophysical Imaging - WMM9AM273.018.0
An Introduction to Shape and Topology Optimization - WMM9AM283.018.0
Project selection (choice of 1 child element)
Modeling Seminar and projects - WMM9AM196.060.0
Data Science Seminars and Challenge - WMM9AM606.036.0