| |
| 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 |
| - 3MMEG:Economy | 1.0 | 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 |
| - 3MMPE:Economic Policy | 1.0 | Semestre 6 |
| - 3MMTINF:Information theory | 3.0 | Semestre 5 |
| - 3MMPMS:Statistical principles and methods | 3.0 | Semestre 6 |
| - 3MMCFM:Conferences : being a engineer | 0.0 | Semestre 5 |
| - 3MMUNIX:Unix:Introduction and shell programming | 1.0 | Semestre 5 |
| - 3MMCREA5:Creativity | 1.0 | Semestre 6 |
| - 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 |
| - 3MMEEV:Ethics & You | 1.0 | Semestre 5 |
| - 3MMIFM:Introduction to Math Formalisation | 0.0 | Semestre 5 |
| - 3MMSPS:Remedial course: probability, statistics | 0.0 | Semestre 5 |
| Second year (master 1) |
| - 4PMIPBD1:Data base and object oriented design, project | 1.5 | Semestre 8 |
| - 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 |
| - 4PMIAPR1:Algorithms and programming - Level upgrade | 3.0 | Semestre 7 |
| - 4MMMF6:Financial markets | 3.0 | Semestre 8 |
| - 4MMSANG:Remedial english | 1.0 | Semestre 7 |
| - 4MMPPIP:Project staff and professional integration | 1.0 | Semestre 7 |
| - 4MMGDPGL:Project Management | 1.0 | Semestre 7 |
| - 4MMENTR:Entrepreneurship program | 3.0 | Semestre 8 |
| - 4MMPGL6:Software engineering project | 5.0 | Semestre 7 |
| - 4MMALGA6:Advanced algorithms approximation parallel and randomized algorithms - Complexity | 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 |
| - 4PMIISE1:Introduction to real time operating systems | 1.5 | Semestre 8 |
| - 4PMITRC1:Real Time : constraints & implementations | 1.5 | 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 |
| - 4PMIGAP1:Graphs and Applications - Upgrade | 1.5 | Semestre 7 |
| - 4PMIROP1:Telco networks | 2.0 | Semestre 8 |
| - 4MMSIA6:Advanced inferential statistics | 3.0 | Semestre 8 |
| - 4MMTF4:Financial Theory | 3.0 | Semestre 7 |
| - 4PMISIC1:Signal, Information and Numerical Communication | 3.0 | Semestre 7 |
| - 4MMASDIA:Applications of Data Science and Artificial Intelligence | 3.0 | Semestre 8 |
| - 4PMIAUT1:Control theory | 3.0 | Semestre 7 |
| - 4MMROA6:Advanced Operation Research - Algorithms for Artificial Intelligence | 3.0 | Semestre 8 |
| - 4MMPCSEF:Operating Systems Development Project - Fundamentals | 1.5 | Semestre 7 |
| - 4MMMP3:Modelisation and programming | 1.5 | Semestre 8 |
| - 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 |
| - 4PMISRO1:Radio systems for connected objects | 2.5 | Semestre 8 |
| - 4PMITLC1:Language theory and Compilers - Level upgrade | 1.5 | Semestre 7 |
| - 4MMPSAF6:Stochastic Processes with application in Finance | 3.0 | Semestre 7 |
| - 4PMIACO1:Software analysis design | 1.5 | Semestre 8 |
| - 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 |
| - 4MMDF:Financial diagnostic | 1.5 | Semestre 7 |
| - 4MMMARK:Marketing. | 1.5 | Semestre 7 |
| - 4MMIPD6:Introduction to derivative products | 3.0 | Semestre 8 |
| - 4MMSIRR6:Intelligent Systems: Reasoning and Recognition | 3.0 | Semestre 8 |
| - 4PMIAWM1:Web Applications & Data Bases | 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 |
| - 4PMITIN1:Information Management | 3.0 | Semestre 7 |
| - 4MMSD6:Dynamic systems | 3.0 | Semestre 7 |
| - 4MMACSS:Code Analysis for Safety and Security | 3.0 | Semestre 8 |
| - 4MMMPC:Modeling & C++ programming | 3.0 | Semestre 8 |
| - 4MMPDI:Principles of Internet | 3.0 | Semestre 7 |
| - 4MMMTA:Market Theory and Applications | 1.0 | Semestre 7 |
| - 4MMSTAG:Internship | 6.0 | Semestre 8 |
| - 4PMICEN1:Principles of integrated digital electronic conception | 1.5 | Semestre 7 |
| - 4PMISSR1:System & network security | 1.5 | Semestre 7 |
| - 4MMMOCAO:Integrated digital electronic conception | 2.0 | Semestre 8 |
| - 4PMIPSG1:Principles of database management systemes(BD1) | 3.0 | Semestre 8 |
| - 4MMSEPS2:Operating systems and concurrent programming | 3.0 | Semestre 8 |
| - 4MMINNO:Innovation program | 3.0 | Semestre 8 |
| - 4MMMANA:Management program | 3.0 | 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 |
| - 4MMPHN:Project : History of Computer Science | 1.0 | Semestre 8 |
| - 4MMPENTR:Industrial Projects | 3.0 | Semestre 8 |
| - 4MMTV:Voice Networks | 2.0 | Semestre 8 |
| - 4PMIPOO1:Object-Oriented Programming | 1.5 | Semestre 7 |
| - 4PMISEP1:Operating systems and concurrent programming | 3.0 | Semestre 7 |
| - 4PMIPCS1:Operating Systems Development Project - Fundamentals | 1.5 | Semestre 7 |
| - 4PMIIAIT:Artificial Intelligence for Internet of Things | 1.5 | Semestre 7 |
| - 4PMIPGL1:Software engineering project (SEOC) | 5.0 | Semestre 7 |
| - 4PMIGPG1:Project Management | 1.0 | Semestre 7 |
| - 4PMIPIN1:Principles of Internet | 3.0 | Semestre 8 |
| Third year (master 2) |
| - 5MMAMI7:Medical Applications of Image | 1.5 | Semestre 9 |
| - 5MMDVGE7:Understanding Big Visual Data | 1.5 | Semestre 9 |
| - 5MMBDER6:Distributed data and data warehousing | 1.5 | Semestre 9 |
| - WMMF9M21:International Finance | 2.0 | Semestre 9 |
| - 5MMIVO7:Introduction to Computer Vision | 1.5 | 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 |
| - WMMFMA11:Financial statistical methods | 2.0 | Semestre 9 |
| - WMMF9M30:Microstructure of Financial Markets | 4.0 | Semestre 9 |
| - 5MMCTIS7: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 |
| - WMMF9M12:Monte-Carlo methods in financial engineering | 4.0 | Semestre 9 |
| - WMMFMA10:Financial mathematical programmation project | 4.0 | Semestre 9 |
| - 5MMPNET:.NET Project | 4.0 | Semestre 9 |
| - 5MMGDRF: Financial risk management | 2.0 | Semestre 9 |
| - 5MMCTSEO:Technology conferences | 2.0 | Semestre 9 |
| - 5MMVSE7:Validation of embedded systems | 1.5 | Semestre 9 |
| - 5MMMTSP:Transaction level modeling of systems on chip | 3.0 | Semestre 9 |
| - 5MMCEAMC:CONCEPTION ET EXPLORATION D'ARCHITECTURES, MULTI-COEURS, RESEAUX SUR PUCE | 3.0 | Semestre 9 |
| - 5MMCPFI:Parallel computing for financial applications | 2.0 | Semestre 9 |
| - 5MMCTIF9:Technology conferences | 2.0 | Semestre 9 |
| - 5MMTSL6:Software testing | 1.5 | Semestre 9 |
| - 5MMIDM7:Model Driven Engineering | 1.5 | 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 | 1.5 | Semestre 9 |
| - WMMFMB12:Portfolio choice and performance measures | 2.0 | Semestre 9 |
| - 5MMPDAC6:DAC Project : Development of communicating applications | 2.0 | Semestre 9 |
| - WMMFTMP3:Dynamic Management of Financial Risk 2 | 2.0 | Semestre 9 |
| - 5MMALL6:German | 1.0 | Semestre 9 |
| - 5MMANGL6:English | 2.0 | 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 | 1.5 | Semestre 9 |
| - WMMF9M13:Principles of continuous time finance | 2.0 | Semestre 9 |
| - WMMFTMP2:Web-application building | 4.0 | Semestre 9 |
| - 5MMTDTRH:Real-time and heterogeneous data processing | 2.0 | Semestre 9 |
| - 5MMEDPF:Partial differential equations for finance | 2.0 | Semestre 9 |
| - WMMFMA21:Advanced Monte Carlo methods | 2.0 | Semestre 9 |
| - 5MMRMA7:Advanced and mobile networks | 3.0 | 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 |
| - 5MMPMP6:Modelisation and Programmation Project | 2.0 | Semestre 9 |
| - 5MMPILB7:Sofware infrastructure for smart buildings | 2.0 | Semestre 9 |
| - 5MMHPCM7:High performance computing for mathematical models | 1.5 | Semestre 9 |
| - 5MM25323:Inverse methods and data assimilation | 1.5 | Semestre 9 |
| - 5MM25331:Medical imaging: tomography and 3D reconstruction | 1.5 | Semestre 9 |
| - 5MM2531C:Level set methods and optimization algorithms with applications in imaging | 1.5 | Semestre 9 |
| - 5MM2531G:Wavelets and applications | 1.5 | Semestre 9 |
| - 5MM2526G:Advanced imaging | 1.5 | Semestre 9 |
| - 5MM2535V:Scientific visualization | 1.5 | Semestre 9 |
| - 5MM2533I:Computational biology | 1.5 | Semestre 9 |
| - 5MM1PE4:Summer period PE6 | 2.0 | Semestre 9 |
| - 5MMMS:Surface modeling | 3.0 | Semestre 9 |
| - 5MMCGPU7:GPU computing | 1.5 | Semestre 9 |
| - 5MMFRA6:French | 1.0 | Semestre 9 |
| - 5MMTAND:Tandem Project | 1.0 | Semestre 9 |
| - WMMBESD5:Distributed Systems & Cloud Architectures | 3.5 | Semestre 9 |
| - WMMBEST5:Large-Scale Data Storage and Management | 3.5 | Semestre 9 |
| - WMMBESI5:Computer Security & Confidentiality | 2.0 | Semestre 9 |
| - WMMBEAS9:Statistical Learning & Data Mining | 2.0 | Semestre 9 |
| - WMMBEVI5:Information Visualisation | 2.0 | Semestre 9 |
| - WMMBEAI5:Information Access: from Data Web to Semantic Web | 2.5 | 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 |
| - 5MM1ADP5:Analysis of Practices 5 | 0.0 | Semestre 9 |
| - 5MM1J2A5:Debriefing 5 | 0.0 | Semestre 9 |
| - 5MMCOD7:Open Data Challenge | 2.0 | Semestre 9 |
| - WMMFMB21:Investment Strategies | 2.0 | Semestre 9 |
| - WMMBEIU:Introduction to Unix | 0.0 | Semestre 9 |
| - 5MMJISI:ISI Days | 0.0 | Semestre 9 |
| - 5MMLV26:2nd language at SL UGA | 1.0 | Semestre 9 |
| - 5MMSIC9:Computer Science Security and Confidentiality | 2.0 | Semestre 9 |
| - 5MMWIO:WLAN & Internet Objects | 3.0 | Semestre 9 |
| - 5MMRCELL:Cellular Networks | 2.0 | Semestre 9 |
| - 5MMMULT:Multimedia | 1.5 | 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 |
| - 5MMSSI9:Information Systems Security | 3.0 | Semestre 9 |
| - 5MMIA:Artificial Intelligence | 2.0 | Semestre 9 |
| - 5MMSYSD:Distributed system | 1.5 | Semestre 9 |
| - 5MMGDDGE:Large-Scale Data Management | 3.0 | Semestre 9 |
| - 5MMCLDA:Advanced Cloud | 1.5 | Semestre 9 |
| - WMMFTMP4:Machine Learning | 1.5 | Semestre 9 |
| - WMMBGMD7:Manager, digital & law | 2.0 | Semestre 9 |
| - 5MMPSEOC:SEOC Project | 4.0 | Semestre 9 |
| - WMMFTMP5:Selected Papers for Finance | 1.5 | Semestre 9 |
| - WMMF9M23:Ethical Finance | 2.0 | Semestre 9 |
| - WMMF9M40:Neural Networks for Pricing | 3.0 | Semestre 9 |
| - WMMBESDD:Data Science: Algebrical & Statistical Fundamentals | 2.0 | Semestre 9 |
| - WMMFTMP1:Automatic Language Analysis | 3.0 | Semestre 9 |
| - 5MM2TMP1:An Introduction to Shape and Topology Optimization | 1.5 | Semestre 9 |
| - 5MM2TMP2:Geophysical Imaging | 1.5 | Semestre 9 |
| - 5MMOATA:American Options: Theory & Algorithms | 2.0 | Semestre 9 |
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