| |
| First year (bachelor) |
| - 3MMMNB:Introduction to numerical methods | 3.0 | Semestre 6 |
| - 3MMPA1:Applied Probability | 3.0 | Semestre 5 |
| - 3MMRO:Operations research | 3.0 | Semestre 6 |
| - 3MMTL1:Formal language theory 1 | 3.0 | Semestre 5 |
| - 3MMTL2:Language theory 2 | 3.0 | Semestre 6 |
| - 3MMAI:Analysis for engineers | 3.0 | Semestre 5 |
| - 3MMALGO:Algorithms and data structures 2 | 3.0 | Semestre 6 |
| - 3MMBPI:Introduction to imperative programming | 5.0 | Semestre 5 |
| - 3MMARCH9:Architecture 1: Digital circuits and computer architecture elements | 3.0 | Semestre 6 |
| - 3MMCEP:Low-level software and hardware | 3.0 | Semestre 6 |
| - 3MMPLC:Software project | 4.0 | Semestre 6 |
| - 3MMIRC9:Communication networks | 4.0 | Semestre 5 |
| - 3MMANGS1:English | 1.5 | Semestre 5 |
| - 3MMSAS1:Remedial english | 1.0 | Semestre 5 |
| - 3MMGE:Business management and communication | 1.5 | Semestre 5 |
| - 3MMALLS1:German | 1.0 | Semestre 5 |
| - 3MMESPS1:Spanish | 1.0 | Semestre 5 |
| - 3MMTINF:Information theory | 3.0 | Semestre 5 |
| - 3MMPMS:Statistical principles and methods | 3.0 | Semestre 6 |
| - 3MMCFM:Conferences & Workshops for Responsible Engineers | 0.0 | Semestre 5 |
| - 3MMUNIX:Unix:Introduction and shell programming | 1.0 | Semestre 5 |
| - 3MMEPSS1:Sports | 1.0 | Semestre 5 |
| - 3MMFRAS1:French | 1.0 | Semestre 5 |
| - 3MMTANS1:Tandem Project | 1.0 | Semestre 5 |
| - 3MMMAP:Professional project | 1.5 | Semestre 6 |
| - 3MMANGS2:English | 1.5 | Semestre 6 |
| - 3MMEPSS2:Sports | 1.0 | Semestre 6 |
| - 3MMTANS2:Tandem Project | 1.0 | Semestre 6 |
| - 3MMALLS2:German | 1.0 | Semestre 6 |
| - 3MMESPS2:Spanish | 1.0 | Semestre 6 |
| - 3MMSAS2:Remedial english | 1.0 | Semestre 6 |
| - 3MMFRAS2:French | 1.0 | Semestre 6 |
| - 3MMSALG:Remedial course in algorithmic and basic programming | 0.0 | Semestre 5 |
| - 3MMSMNB:Remedial course in introduction to numerical methods | 0.0 | Semestre 6 |
| - 3MMLV2S1:2nd language at SL UGA | 1.0 | Semestre 5 |
| - 3MMLV2S2:2nd language at SL UGA | 1.0 | Semestre 6 |
| - 3MMSECU:Security | 2.0 | Semestre 5 |
| - 3MMSANA:Remedial calculus | 0.0 | Semestre 5 |
| - 3MMIFM:Introduction to Math Formalisation | 0.0 | Semestre 5 |
| - 3MMSPS:Remedial course: probability | 0.0 | Semestre 5 |
| - 3MMRSES1: | 0.0 | Semestre 5 |
| - 3MMRSES2: | 0.0 | Semestre 6 |
| - 3MMIE:Introduction to business economics | 1.0 | Semestre 5 |
| - 3MMAC: | 1.0 | Semestre 5 |
| - 3MMVT1: | 1.0 | Semestre 5 |
| - 3MMVT2: | 1.0 | Semestre 6 |
| - 3MMRC: | 0.0 | Semestre 5 |
| - 3MMECT: | 1.0 | Semestre 6 |
| - 3MMRIT: | 1.0 | Semestre 6 |
| - 3MMEPT:Economy | 1.0 | Semestre 5 |
| - 5MMTRNU: | 1.0 | Semestre 5 |
| Second year (master 1) |
| - 4MMSEPS1:Operating systems and concurrent programming | 3.0 | Semestre 7 |
| - 4MMPSGS1:Principles of database management systemes(BD1) | 3.0 | Semestre 7 |
| - 4MMPBD:Database Project | 1.5 | Semestre 7 |
| - 4MMMF6:Financial markets | 3.0 | Semestre 8 |
| - 4MMSANG:Remedial english | 1.0 | Semestre 7  |
| - 4MMPPIP:Conferences & Workshops for Responsible Engineers | 1.0 | Semestre 7 |
| - 4MMGDPGL:Project Management | 1.0 | Semestre 7 |
| - 4MMCENTR:Entrepreneurship program | 2.0 | Semestre 8 |
| - 4MMPGL6:Software engineering project | 5.0 | Semestre 7 |
| - 4MMALGA6:Advanced algorithms approximation parallel and randomized algorithms - Complexity | 3.0 | Semestre 8 |
| - 4MMASM7:Multivariate statistical analysis | 3.0 | Semestre 8 |
| - 4MMACOL:Software analysis design | 2.0 | Semestre 8 |
| - 4MMARCA6:Advanced computer architecture | 3.0 | Semestre 8 |
| - 4MMCSGB6:Inside object relational database management system | 3.0 | Semestre 8 |
| - 4MMPCSEA:Operating Systems Development Project - advanced concepts | 3.0 | Semestre 8 |
| - 4MMMEDP6:Partial differential equations and finite difference method | 3.0 | Semestre 7 |
| - 4MMIHM6:Human-Computer Interaction | 3.0 | Semestre 8 |
| - 4MMMG6:Computer aided geometric design | 3.0 | Semestre 7 |
| - 4MMOC6:Combinatorial optimization | 3.0 | Semestre 7 |
| - 4MMON6:Numerical optimization | 3.0 | Semestre 8 |
| - 4MMTI6:Image processing | 3.0 | Semestre 8 |
| - 4MMSIA6:Advanced inferential statistics | 3.0 | Semestre 8 |
| - 4MMTF4:Financial Theory | 3.0 | Semestre 7 |
| - 4MMASDIA:Applications of Data Science and Artificial Intelligence | 3.0 | Semestre 8 |
| - 4MMROA6:Advanced Operation Research - Algorithms for Artificial Intelligence | 3.0 | Semestre 8 |
| - 4MMPCSEF:Operating Systems Development Project - Fundamentals | 1.5 | Semestre 7 |
| - 4MMPIEP6:Probability for computer science | 3.0 | Semestre 8 |
| - 4MMMVAM6:Advanced PDE models | 3.0 | Semestre 8 |
| - 4MMCRY6:Codes: Cryptography, Compression, Error Correction | 3.0 | Semestre 8 |
| - 4MMCAWE6:Construction of WEB applications | 2.0 | Semestre 8 |
| - 4MMG3D6:3D computer graphics | 3.0 | Semestre 8 |
| - 4MMPSAF6:Stochastic Processes with application in Finance | 3.0 | Semestre 7 |
| - 4MMAFCD6:Numerical data management | 3.0 | Semestre 7 |
| - 4MMFLI:Logic bases for computer science | 3.0 | Semestre 7 |
| - 4MMMPA6:Probabilistic models for learning | 3.0 | Semestre 7 |
| - 4MMDIAGF:Financial diagnostic | 2.0 | Semestre 7 |
| - 4MMMARKE:Marketing. | 3.0 | Semestre 7 |
| - 4MMIPD6:Introduction to derivative products | 3.0 | Semestre 8 |
| - 4MMSIRR6:Intelligent Systems: Reasoning and Recognition | 3.0 | Semestre 8 |
| - 4MMAOD6:Algorithms and Discrete Optimization | 1.5 | Semestre 7 |
| - 4MMPOO6:Object-Oriented Programming | 1.5 | Semestre 7 |
| - 4MMIFEE6:Investing, Financing and Evaluating Corporations | 1.5 | Semestre 7 |
| - 4MMANGS1:English | 1.5 | Semestre 7 |
| - 4MMANGS2:English | 1.5 | Semestre 8 |
| - 4MMEPSS1:Sports | 1.0 | Semestre 7 |
| - 4MMEPSS2:Sports | 1.0 | Semestre 8 |
| - 4MMTANS1:TANDEM project | 1.0 | Semestre 7 |
| - 4MMTANS2:TANDEM Project | 1.0 | Semestre 8 |
| - 4MMALLS1:German | 1.0 | Semestre 7 |
| - 4MMALLS2:German | 1.0 | Semestre 8 |
| - 4MMESPS1:Spanish | 1.0 | Semestre 7 |
| - 4MMESPS2:Spanish | 1.0 | Semestre 8 |
| - 4MMFRAS1:French | 1.0 | Semestre 7 |
| - 4MMFRAS2:French | 1.0 | Semestre 8 |
| - 4MMHI:Computer-Science History | 1.0 | Semestre 8 |
| - 4MMLV2S1:2nd language at SL UGA | 1.0 | Semestre 7 |
| - 4MMLV2S2:2nd language at SL UGA | 1.0 | Semestre 8 |
| - 4MMSD6:Dynamic systems | 3.0 | Semestre 7 |
| - 4MMACSS:Code Analysis for Safety and Security | 3.0 | Semestre 8 |
| - 4MMPDI:Principles of Internet | 3.0 | Semestre 7 |
| - 4MMSTAG:Internship | 6.0 | Semestre 8 |
| - 4MMSEPS2:Operating systems and concurrent programming | 3.0 | Semestre 8 |
| - 4MMINNO:Innovation program | 2.0 | Semestre 8 |
| - 4MMMANA:Management program | 2.0 | Semestre 8 |
| - 4MMIRL:Introduction to research | 3.0 | Semestre 8 |
| - 4MMPSPE:Specialization projects | 3.0 | Semestre 8 |
| - 4MMFLAB:FabLab projects | 3.0 | Semestre 8 |
| - 4MMSADM:Statistical Analysis and Document Mining | 3.0 | Semestre 8 |
| - 4MMPENTR:Industrial Projects | 3.0 | Semestre 8 |
| - 4MMSPS: | 1.0 | Semestre 7, Semestre 8 |
| - WMMCTWSE:Technical writing and speaking in English | 3.0 | Semestre 8 |
| - WMMCRM:Research methodology | 3.0 | Semestre 8 |
| - WMMCFLE:French as a Foreign Language | 0.0 | Semestre 7 |
| - WMMCIIP:Introduction to imperative programming - Python (virtual) | 0.0 | Semestre 7 |
| - WMMCFCF:French Culture for Foreigners | 3.0 | Semestre 7 |
| - WMMCCA:Control and automation from Aalto | 5.0 | Semestre 8 |
| - WMMCDBF:Data Base Foundations | 6.0 | Semestre 8 |
| - WMMCAPS:Algorithmic Problem Solving | 6.0 | Semestre 7 |
| - WMMCDT:Digital Transmission from Técnico Lisboa | 6.0 | Semestre 8 |
| - WMMCPDI:Principles of Internet | 5.0 | Semestre 7 |
| - WMMCSADM:Statistical Analysis and Document Mining | 6.0 | Semestre 8 |
| - WMMCFDS:Foundations of Data Science | 6.0 | Semestre 8 |
| - WMMCISEC:Introduction to Cybersecurity | 6.0 | Semestre 7 |
| - WMMCPSPE:Specialization projects | 6.0 | Semestre 8 |
| - 4MMCPPMA:C++ for Applied Mathematics | 3.0 | Semestre 8 |
| - 4MMNR:Green IT | 3.0 | Semestre 8 |
| - 4MMIIA:Introduction to Artificial Intelligence | 3.0 | Semestre 8 |
| - WMMCIMP:Internet Measurement Project | 3.0 | Semestre 8 |
| - 4MMMSAD:Statistical modeling and data analysis | 3.0 | Semestre 8 |
| - 4MMASA:Statistical learning with applications | 3.0 | Semestre 8 |
| - 4MMTRMRI:Panels: Jobs and responsibilities of Ensimag Engineers | 1.0 | Semestre 7 |
| - 4MMRND: | 1.0 | Semestre 7, Semestre 8 |
| - 4MMAC: | 1.0 | Semestre 8 |
| - 4MMKAL:Kaleidoscope | 0.0 | Semestre 8 |
| - 4MMPGL7:Software engineering project | 6.0 | Semestre 7 |
| - 4MMGS1M:MOOC Graduate School | 3.0 | Semestre 8 |
| - 4MMGS2:Projet Graduate School | 3.0 | Semestre 8 |
| - 4MMQPO: | 3.0 | Semestre 8 |
| - WMM7AM06: | 6.0 | Semestre 7 |
| - WMM7AM07:Geometric modelling | 6.0 | Semestre 7 |
| - WMM7AM10: | 3.0 | Semestre 7 |
| - WMM7AM11: | 3.0 | Semestre 7 |
| - WMM7AM12: | 3.0 | Semestre 7 |
| - WMM7SAN1: | 6.0 | Semestre 7 |
| - WMM7AM08:Applied probability and Statistics | 6.0 | Semestre 7 |
| - PAX7RFAA: | 3.0 | Semestre 7 |
| - PAX7MIAU : | 3.0 | Semestre 7 |
| - PAX7MEAL: | 3.0 | Semestre 7 |
| - WMM8AM18: | 3.0 | Semestre 8 |
| - WMM8AM19 : | 3.0 | Semestre 8 |
| - WMM8AMTI: | 3.0 | Semestre 8 |
| - WMM8AM02: | 6.0 | Semestre 8 |
| - WMM8U16: | 3.0 | Semestre 8 |
| - WMM8MO08: | 3.0 | Semestre 8 |
| - WMM8MO11: | 3.0 | Semestre 8 |
| - WMM8MOT1: | 3.0 | Semestre 8 |
| - WMM8MO01: | 3.0 | Semestre 8 |
| - WMM7MO04: | 3.0 | Semestre 7 |
| - WMM7MO06: | 0.0 | Semestre 7 |
| - WMM7MO05: | 3.0 | Semestre 7 |
| - WMM7MO03: | 6.0 | Semestre 7 |
| - WMM7MO01 : | 6.0 | Semestre 7 |
| - WMM7MO02: | 3.0 | Semestre 7 |
| - WMM7MOAN: | 3.0 | Semestre 7 |
| - WMM7MO08: | 3.0 | Semestre 7 |
| - WMM7MO09: | 3.0 | Semestre 7 |
| - WMM8MO07: | 3.0 | Semestre 8 |
| - WMM8MO03: | 3.0 | Semestre 8 |
| - WMM8MO05: | 3.0 | Semestre 8 |
| - WMM8MO06 : | 3.0 | Semestre 8 |
| - WMM8U05: | 3.0 | Semestre 8 |
| - WMM8U03: | 3.0 | Semestre 8 |
| - WMM8MO10: | 3.0 | Semestre 8 |
| - WMM8U07: | 3.0 | Semestre 8 |
| - WMM8MO15: | 3.0 | Semestre 8 |
| - WMM8MO13: | 3.0 | Semestre 8 |
| - 4MMSETO: | 1.0 | Semestre 7 |
| - 4MMSTRAT: | 2.0 | Semestre 7 |
| Third year (master 2) |
| - 5MMAMIM:Medical Applications: from Imaging to Guiding | 3.0 | Semestre 9 |
| - 5MMACRV:Visual Representations and Learning | 1.5 | Semestre 9 |
| - 5MMBDER6:Distributed data and data warehousing | 1.5 | Semestre 9 |
| - WMMF9M21:International Finance | 2.0 | Semestre 9 |
| - 5MMVORF:Computer Vision and Pattern Recognition | 3.0 | Semestre 9 |
| - 5MMGL7:Software engineering | 1.5 | Semestre 9 |
| - WMMF9M22:Banking Risk Management | 2.0 | Semestre 9 |
| - 5MMIA3D7:Engineering of the 3D animation | 1.5 | Semestre 9 |
| - WMMFMA13:Financial statistical methods | 2.0 | Semestre 9 |
| - WMMF9M30:Microstructure of Financial Markets | 4.0 | Semestre 9 |
| - 5MMCTIS8:Technology conferences | 1.0 | Semestre 9 |
| - 5MMPCIS7:CIS Project : building a secure infrastructure | 2.0 | Semestre 9 |
| - 5MMSDTD7:Distributed Systems for Data Management | 2.0 | Semestre 9 |
| - 5MMPEPS4:Project: Evaluation of Structured Products | 6.0 | Semestre 9 |
| - 5MMRDA6:Advanced data networks | 4.5 | Semestre 9 |
| - 5MMSIA7:Computer graphics : Rendering and animation | 4.5 | Semestre 9 |
| - 5MMIPW:Augmented Virtual Reality & other Post-WIMP Interactions | 3.0 | Semestre 9 |
| - 5MMIAR:Distributed applications | 2.0 | Semestre 9 |
| - 5MMMMCF:Monte-Carlo methods in financial engineering | 4.0 | Semestre 9 |
| - WMMFMA12:Financial mathematical programmation project | 4.0 | Semestre 9 |
| - WMMF9M50:.NET Project | 4.0 | Semestre 9 |
| - 5MMVCPD:Valo | 2.0 | Semestre 9 |
| - 5MMCTSEO:Technology conferences | 2.0 | Semestre 9 |
| - 5MMVSE7:Validation of embedded systems | 1.5 | Semestre 9 |
| - 5MMCPFI:Parallel computing for financial applications | 2.0 | Semestre 9 |
| - 5MMCTIF9:Technology conferences | 2.0 | Semestre 9 |
| - 5MMTSL6:Software testing | 2.0 | Semestre 9 |
| - 5MMIDM7:Model Driven Engineering | 2.0 | Semestre 9 |
| - 5MMCTMM7:Technology Conferences | 1.5 | Semestre 9 |
| - 5MM2537I:Pattern Recognition and Machine Learning | 1.5 | Semestre 9 |
| - 5MMMVSC7:Models and languages for model checking | 2.0 | Semestre 9 |
| - WMMFMB12:Portfolio choice and performance measures | 2.0 | Semestre 9 |
| - WMMF9M52:Development of communicating applications | 4.0 | Semestre 9 |
| - 5MMMT:Dynamic Management of Financial Risk 2 | 4.0 | Semestre 9 |
| - 5MMALL6:German | 1.0 | Semestre 9 |
| - 5MMANGL6:English | 3.0 | Semestre 9 |
| - 5MMDROI6:Law and IT | 1.0 | Semestre 9 |
| - 5MMESP6:Spanish | 1.0 | Semestre 9 |
| - 5MMREX:Business Project | 1.0 | Semestre 9 |
| - 5MMEPOL6:Economic Politics | 1.0 | Semestre 9 |
| - 5MMSANG:Remedial English | 0.0 | Semestre 9 |
| - 5MMPFE6:Final study project | 30.0 | Semestre 10 |
| - 5MMAIWD7:Training for the search for information | 2.0 | Semestre 9 |
| - WMM9MO34:Computer Vision | 6.0 | Semestre 9 |
| - WMM9MO33:Medical Imaging, Simulation and Robotics | 3.0 | Semestre 9 |
| - WMM9MO63:Computer Graphics | 6.0 | Semestre 9 |
| - WMM9MO62:Robotics_ | 6.0 | Semestre 9 |
| - WMM9MO32:Computational Geometry | 3.0 | Semestre 9 |
| - WMM9MO42:Embedded Systems | 3.0 | Semestre 9 |
| - WMM9MO59:Advanced Parallel Systems | 6.0 | Semestre 9 |
| - WMM9MO38:Wireless Networks | 3.0 | Semestre 9 |
| - WMM9MO40:Advanced Aspects of operating systems | 3.0 | Semestre 9 |
| - WMM9MO24:Knowledge Representation & Reasoning | 6.0 | Semestre 9 |
| - WMM9MO25:Semantic Web from XML to OWL | 6.0 | Semestre 9 |
| - WMMF9M13:Principles of continuous time finance | 2.0 | Semestre 9 |
| - WMMF9M51:Real-time and heterogeneous data processing | 2.0 | Semestre 9 |
| - WMMFMA26:Partial differential equations for finance | 2.0 | Semestre 9 |
| - WMMFMA21:Advanced Monte Carlo methods | 2.0 | Semestre 9 |
| - 5MMRAS:Advanced Secure Networks | 4.0 | Semestre 9 |
| - 5MMSDSI:Introduction to information systems security | 4.0 | Semestre 9 |
| - 5MMAPSA:Sports | 1.0 | Semestre 9 |
| - 5MMFMCS:Mathematical bases for stochastic calculus | 2.0 | Semestre 9 |
| - 5MMPCPD:Project | 2.0 | Semestre 9 |
| - 5MMPOC:Project: Connected Objects | 2.0 | Semestre 9 |
| - 5MM25323:Inverse methods and data assimilation | 1.5 | Semestre 9 |
| - 5MM25331:Medical imaging: tomography and 3D reconstruction | 1.5 | Semestre 9 |
| - 5MMMLS:Level set methods and optimization algorithms with applications in imaging | 1.5 | Semestre 9 |
| - 5MMOATI:Wavelets and applications | 1.5 | Semestre 9 |
| - 5MMTIA:Advanced imaging | 1.5 | Semestre 9 |
| - 5MMVISU:Scientific visualization | 1.5 | Semestre 9 |
| - 5MMBIOCP:Computational biology | 3.0 | Semestre 9 |
| - 5MM1PE4:Summer period PE6 | 2.0 | Semestre 9 |
| - 5MMMS:Surface modeling | 3.0 | Semestre 9 |
| - 5MMGPUHP:High Performance and GP-GPU Computing | 6.0 | Semestre 9 |
| - WMM9MO27:Multi-Agent systems | 3.0 | Semestre 9 |
| - 5MMFRA6:French | 1.0 | Semestre 9 |
| - 5MMTAND:Tandem Project | 1.0 | Semestre 9 |
| - WMMBESDC:Distributed Systems & Cloud Architectures | 2.0 | Semestre 9 |
| - WMMBEDGE:Large-Scale Data Storage and Management | 3.5 | Semestre 9 |
| - WMMBESEC:Computer Security & Confidentiality | 1.0 | Semestre 9 |
| - WMMBEADM:Statistical Learning & Data Mining | 2.5 | Semestre 9 |
| - WMMBEVI5:Information Visualisation | 2.0 | Semestre 9 |
| - WMMBEAI5:Information Access: from Data Web to Semantic Web | 3.0 | Semestre 9 |
| - WMMBGNT8:New Management Techniques | 3.0 | Semestre 9 |
| - WMMBGM5:Ressource Management | 1.5 | Semestre 9 |
| - WMMBGPPD:Decision Process | 3.0 | Semestre 9 |
| - WMMBGCV5:Service Value Creation | 2.5 | Semestre 9 |
| - WMMBGGS5:Strategic Management | 3.5 | Semestre 9 |
| - WMMBGETH:Ethics | 2.0 | Semestre 9 |
| - WMMBGCF5:Professional Case | 10.0 | Semestre 9 |
| - WMM9MO72:Large scale Data Management and Distributed Systems | 6.0 | Semestre 9 |
| - WMM9MO01:Architecture: Component and services | 3.0 | Semestre 9 |
| - WMM9MO06:Requirements Engineering | 3.0 | Semestre 9 |
| - WMM9MO04:Verification & test theories | 3.0 | Semestre 9 |
| - WMM9MO23:Information access & retrieval | 3.0 | Semestre 9 |
| - 5MM1ADP5:Analysis of Practices 5 | 0.0 | Semestre 9 |
| - 5MM1J2A5:Debriefing 5 | 0.0 | Semestre 9 |
| - 5MMCOD7:Open Data Challenge | 2.0 | Semestre 9 |
| - WMMFMB22:Investment Strategies | 4.0 | Semestre 9 |
| - WMMBEIU:Introduction to Unix | 0.0 | Semestre 9 |
| - 5MMJISI:ISI Days | 1.0 | Semestre 9 |
| - 5MMLV26:2nd language at SL UGA | 1.0 | Semestre 9 |
| - 5MMSIC9:Computer Science Security and Confidentiality | 2.0 | Semestre 9 |
| - WMM9SY01:Software security Secure Programming & Computer Forensic | 3.0 | Semestre 9 |
| - WMM9SY02:Security architectures: network, system, key management, cybersecurity of industrial IT | 6.0 | Semestre 9 |
| - WMM9SY03:Cryptographic Engineering, Protocols & Security Models, Data privacy, coding & applications | 6.0 | Semestre 9 |
| - WMM9SY04:Threat & Risk Analysis, IT Security, audit and norms | 3.0 | Semestre 9 |
| - WMM9SY05:Physical security: Embedded, Smart Card, Quantum & Biometrics | 6.0 | Semestre 9 |
| - WMMCXU01:Research project | 30.0 | Semestre 10 |
| - 5MMWIO:WLAN & Internet Objects | 3.0 | Semestre 9 |
| - 5MMRCELL:Cellular Networks | 2.0 | Semestre 9 |
| - WMM9MO02:Model Driven engineering | 3.0 | Semestre 9 |
| - WMM9MO57:Process Engineering | 6.0 | Semestre 9 |
| - WMM9MO05:Temporal and Spatial Informations | 3.0 | Semestre 9 |
| - WMM9MO09:Software mining & re-engineering | 3.0 | Semestre 9 |
| - WMM9MO36:Engineering Human-Computer Interaction | 6.0 | Semestre 9 |
| - WMM9MO61:Scientific Methodology, Regulatory and ethical data usage | 6.0 | Semestre 9 |
| - WMM9MO45:Verification of sequential programs | 3.0 | Semestre 9 |
| - WMM9MO13:Industrial Processes for high-confidence design | 6.0 | Semestre 9 |
| - WMM9AM41:Kernel methods for machine learning | 3.0 | Semestre 9 |
| - WMM9MO15:Convex & Distributed Optimization | 3.0 | Semestre 9 |
| - WMM9AM39:Fundamentals of Probabilistic data mining | 3.0 | Semestre 9 |
| - WMM9AM61:Computational Biology | 6.0 | Semestre 9 |
| - WMM9MO20:Stochastic Modelling for Neurosciences | 3.0 | Semestre 9 |
| - WMM9MO21:Machine Learning Fundamentals | 3.0 | Semestre 9 |
| - WMM9MO22:Advanced Algorithms for Machine Learning and Data Mining | 3.0 | Semestre 9 |
| - WMM9MO55:Machine Learning for Computer Vision and Audio Processing | 3.0 | Semestre 9 |
| - WMM9MO37:Information Visualization | 3.0 | Semestre 9 |
| - WMM9MO39:Distributed Systems | 3.0 | Semestre 9 |
| - WMM9MO35:Human-Centered Interaction | 6.0 | Semestre 9 |
| - WMM9AM03:High-Performance exact computations | 3.0 | Semestre 9 |
| - WMM9AM33:Level set methods and optimization algorithms with applications in imaging | 3.0 | Semestre 9 |
| - WMM9AM05:Advanced Imaging | 3.0 | Semestre 9 |
| - WMM9AM06:Inverse Methods and data assimilation | 3.0 | Semestre 9 |
| - WMM9AM07:Medical Imaging: Tomography and 3D Reconstruction from 2D Projections | 3.0 | Semestre 9 |
| - WMM9AM08:Scientific Visualization | 3.0 | Semestre 9 |
| - WMM9AM50:Differential Calculus, Wavelets and Applications | 6.0 | Semestre 9 |
| - WMM9AM87:Efficient Methods in Optimization | 6.0 | Semestre 9 |
| - WMM9AM17:Stochastic Approaches for uncertainty quantification | 3.0 | Semestre 9 |
| - WMM9AM18:Software development tools & methods | 3.0 | Semestre 9 |
| - WMM9AM19:Modeling Seminar and projects | 6.0 | Semestre 9 |
| - WMM9AM12:Curve & surface reconstruction | 3.0 | Semestre 9 |
| - WMM9AM13:Stochastic calculus & applications to finance | 3.0 | Semestre 9 |
| - WMM9AM14:Time Series Analysis | 3.0 | Semestre 9 |
| - 5MMMULT:Multimedia | 1.5 | Semestre 9 |
| - WMM9AM20:Data challenges | 3.0 | Semestre 9 |
| - WMM9AM60:Data Science Seminars and Challenge | 6.0 | Semestre 9 |
| - 5MMASIO:Service Architectures & Internet Objects | 1.0 | Semestre 9 |
| - 5MMALGR:Distributed Algorithmic | 1.5 | Semestre 9 |
| - 5MMCCTR:Real Time Command Control for Cyber-Physical Systems | 4.5 | Semestre 9 |
| - 5MMSSM:Hardware Security & Safety | 4.5 | Semestre 9 |
| - 5MMIA:Artificial Intelligence | 2.0 | Semestre 9 |
| - 5MMSYSD:Distributed system | 2.0 | Semestre 9 |
| - 5MMGDDGE:Large-Scale Data Management | 4.0 | Semestre 9 |
| - 5MMCLDA:Advanced Cloud | 1.5 | Semestre 9 |
| - WMM9AM23:Model exploration for approximation of complex, high-dimensional problems | 3.0 | Semestre 9 |
| - WMM9AM42:Optimal transport: theory, applications and related numerical methods | 6.0 | Semestre 9 |
| - WMM9AM49:GPU Computing | 6.0 | Semestre 9 |
| - WMM9AM22:Bayesian statistics | 3.0 | Semestre 9 |
| - WMM9AM24:Model selection for large-scale learning | 3.0 | Semestre 9 |
| - WMM9MO46:SAT/SMT Solving | 3.0 | Semestre 9 |
| - WMM9MO47:Models & languages for model checking | 3.0 | Semestre 9 |
| - WMM9MO48:Advanced verification technics and applications | 3.0 | Semestre 9 |
| - WMM9MO49:Feedback control & real-time systems | 3.0 | Semestre 9 |
| - WMM9MO50:Probabilistic, timed & hybrid systems | 3.0 | Semestre 9 |
| - WMMFMA28:Machine Learning | 3.0 | Semestre 9 |
| - WMMBGMD7:Manager, digital & law | 2.0 | Semestre 9 |
| - 5MMPSEOC:SEOC Project | 4.0 | Semestre 9 |
| - WMM9MO58:Advanced Networking | 6.0 | Semestre 9 |
| - WMMFMA27:Selected Papers for Finance | 2.0 | Semestre 9 |
| - WMMF9M23:Ethical Finance | 2.0 | Semestre 9 |
| - WMMF9M40:Neural Networks for Pricing | 3.0 | Semestre 9 |
| - WMM9SY06:Advanced Security | 6.0 | Semestre 9 |
| - WMM9MO54:Software infrastructure for data centers & Cloud computing | 3.0 | Semestre 9 |
| - WMMBESDF:Data Science: Algebrical & Statistical Fundamentals | 3.5 | Semestre 9 |
| - WMMFMB13:Automatic Language Analysis | 3.0 | Semestre 9 |
| - 5MMIOFT:An Introduction to Shape and Topology Optimization | 1.5 | Semestre 9 |
| - 5MMIGEO:Geophysical Imaging | 1.5 | Semestre 9 |
| - 5MMOATA:American Options: Theory & Algorithms | 2.0 | Semestre 9 |
| - WMM9AM30:Introduction to extreme-value analysis | 3.0 | Semestre 9 |
| - WMM9AM31:Statistical methods for forecasting | 3.0 | Semestre 9 |
| - WMM9AM27:Geophysical Imaging | 3.0 | Semestre 9 |
| - WMM9AM28:An Introduction to Shape and Topology Optimization | 3.0 | Semestre 9 |
| - WMM9AM29:Congestion Phenomena and Compressibility for Granular Media | 3.0 | Semestre 9 |
| - 5MMCPP:Introduction to C++ | 0.0 | Semestre 9 |
| - 5MMAISB:Learning and Statistical Inference for Biology | 1.5 | Semestre 9 |
| - WMM9SY07:Advanced Cryptology | 6.0 | Semestre 9 |
| - WMM9AM34:Temporal and Spatial Point Process | 3.0 | Semestre 9 |
| - WMM9AM35:Refresh Courses | 0.0 | Semestre 9 |
| - WMM9MO56:Reinforcement Learning | 3.0 | Semestre 9 |
| - WMM9AM37:Inverse Problem and Data Assimilation: Variational and Bayesian Approaches | 3.0 | Semestre 9 |
| - WMM9AM38:Non-smooth Convex Optimization Methods | 3.0 | Semestre 9 |
| - WMM9MO60:Fundamentals of Data Processing and Distributed Knowledge | 6.0 | Semestre 9 |
| - WMM9MO65:Advanced Software Modeling and Engineering | 6.0 | Semestre 9 |
| - WMM9MO66:Augmented and Virtual Reality: Innovative Interaction Techniques | 6.0 | Semestre 9 |
| - WMM9MO67:Embedded Systems: from High-Confidence Design to Safe Execution | 6.0 | Semestre 9 |
| - WMM9MO68:Human in the Loop | 6.0 | Semestre 9 |
| - WMM9MO69:Cloud Computing, from Infrastructure to Applications | 6.0 | Semestre 9 |
| - WMM9MO70:System Design | 6.0 | Semestre 9 |
| - WMM9MO71:Machine Learning for Multimodal Data | 3.0 | Semestre 9 |
| - WMM9MO73:Program Testing and Verification | 3.0 | Semestre 9 |
| - WMMVORF:Computer Vision and Pattern Recognition | 3.0 | Semestre 9 |
| - WMMMS:Surface modeling | 3.0 | Semestre 9 |
| - WMMAMI7:Medical Applications of Image | 3.0 | Semestre 9 |
| - WMMDROI6:Law and IT | 3.0 | Semestre 9 |
| - 5MMOTI:Differential Calculus, Wavelets and Applications (in English) | 3.0 | Semestre 9 |
| - 5MMCAFS:Full Stack Development | 4.0 | Semestre 9 |
| - 5MMCL:Trust in software | 2.0 | Semestre 9 |
| - 5MMCEAMR: | 2.0 | Semestre 9 |
| - 5MMPCMF:Hedging financial derivatives with multiple payement dates | 3.0 | Semestre 9 |
| - 5MMAGPS:Application of Structured product management | 3.0 | Semestre 9 |
| - 5MMMNSIG:Numerical Mechanics for Simulation in Computer Graphics | 3.0 | Semestre 9 |
| - 5MMMSF:Stochastic modeling for finance | 2.0 | Semestre 9 |
| - WMM9AM43:Fluid Mechanics and Granular Materials | 6.0 | Semestre 9 |
| - WMM9AM78:Statistical learning: from parametric to nonparametric models | 6.0 | Semestre 9 |
| - WMM9AM44:Handling uncertainties in large scale numerical models | 6.0 | Semestre 9 |
| - WMM9AM45:Temporal, spatial and extreme event analysis | 6.0 | Semestre 9 |
| - WMM9AM77:Learning, Probabilites and Causalities | 6.0 | Semestre 9 |
| - WMM9AM76:From Basic Machine Learning models to Advanced Kernel Learning | 6.0 | Semestre 9 |
| - WMM9MO00:Mathematical Foundations of Machine Learning | 6.0 | Semestre 9 |
| - WMM9MO74:Advanced Machine Learning: Applications to Vision, Audio and Text | 6.0 | Semestre 9 |
| - WMM9MO75:Natural Language Processing & Information Retrieval | 6.0 | Semestre 9 |
| - WMM9MO80:Information Security | 6.0 | Semestre 9 |
| - 5MMKAL:Kaleidoscope | 2.0 | Semestre 9 |
| - 5MMVCMR:Valuation of unit-linked contracts and risk measures | 2.0 | Semestre 9 |
| - 5MMPIA:Artificial Intelligence Project | 2.0 | Semestre 9 |
| - 5MMEISI:ISI Events | 0.5 | Semestre 9 |
| - 5MMFCLD:Cloud fundamentals | 2.0 | Semestre 9 |
| - 5MMIE:Business economics | 1.0 | Semestre 9 |
| - WMMFMA29: | 2.0 | Semestre 9 |
| - WMM9AM88:Quantum Information & Dynamics | 6.0 | Semestre 9 |
| - WMM9AM89:Numerical Mechanics | 6.0 | Semestre 9 |
| - WMMBEBES: | 0.0 | Semestre 9 |
| - WMMBEDG1: | 0.0 | Semestre 9 |
| - WMMBEDG2: | 0.0 | Semestre 9 |
| - WMM9GSM: | 3.0 | Semestre 9 |
| - 5MMAIWD8:Training for the search for information | 2.0 | Semestre 9 |
| - 5MMGDDG2:Large-Scale Data Management | 4.0 | Semestre 9 |
| - 5MMSYSD2:Distributed system | 2.0 | Semestre 9 |
| - 5MMTSL7:Software testing | 2.0 | Semestre 9 |
| - 5MMFCLD2:Cloud fundamentals | 2.0 | Semestre 9 |
| - 5MMMVSC8:Models and languages for model checking | 2.0 | Semestre 9 |
| - 5MMRAS2:Advanced Secure Networks | 4.0 | Semestre 9 |
| - 5MMCEAM2: | 2.0 | Semestre 9 |
| - 5MMIDM8:Model Driven Engineering | 2.0 | Semestre 9 |
| - WMM9GSP: | 3.0 | Semestre 9 |
| - 5MMOTT: | 3.0 | Semestre 9 |
| - 5MMCSAP: | 2.0 | Semestre 9 |
| - WMMF9M41: | 3.0 | Semestre 9 |
| - WMMCANW: | 6.0 | Semestre 9 |
| - WMMCMFML:Mathematical Foundations of Machine Learning | 6.0 | Semestre 9 |
| - WMMCMLAK:From Basic Machine Learning models to Advanced Kernel Learning | 6.0 | Semestre 9 |
| - WMMCAML:Advanced Machine Learning: Applications to Vision, Audio and Text | 6.0 | Semestre 9 |
| - WMMCNWS: | 6.0 | Semestre 9 |
| - WMMCTH: | 30.0 | Semestre 10 |
| - 5MMPVA: | 6.0 | Semestre 9 |
| - 5MMDOA:Differential Calculus, Wavelets and Applications (in English) | 6.0 | Semestre 9 |
| - 5MMMNS:Numerical Mechanics for Simulation in Computer Graphics | 6.0 | Semestre 9 |
| - 5MMBIOP:Computational biology | 6.0 | Semestre 9 |
| - 5MMMNA: | 6.0 | Semestre 9 |
| - WMM9CO01: | 6.0 | Semestre 9 |
| - WMM9CO02: | 6.0 | Semestre 9 |
| - WMM9CO03: | 6.0 | Semestre 9 |
| - WMM9CO05: | 3.0 | Semestre 9 |
| - WMM9CO06: | 3.0 | Semestre 9 |
| - WMM9CO07: | 3.0 | Semestre 9 |
| - WMM9CO08: | 3.0 | Semestre 9 |
| - WMM9CO09: | 3.0 | Semestre 9 |
| - WMM9CO10: | 6.0 | Semestre 9 |
| - WMM9MO84: | 6.0 | Semestre 9 |
| - WMM9MO82: | 6.0 | Semestre 9 |
| - WMM9MO83: | 6.0 | Semestre 9 |
| - 5MMSOCIO: | 1.0 | Semestre 9 |
| - WMMCRA:Advanced Networking | 3.0 | Semestre 9 |
| - 5MMCYB:Human Factors for CyberSecurity | 1.0 | Semestre 9 |
| - WMMFMA41: | 3.0 | Semestre 9 |
