Master n+ IMT Atlantique Bretagne-Pays de la Loire master of science in engineering
- Bachelor
- Master
- PostMaster
Official title: master of science in engineering
IMT Atlantique Bretagne-Pays de la Loire
Training duration
2 years
Average academic cost found without insurance
8 300€
Accréditation:
Accreditation Provider: CTI
Prerequisite of the training
Bachelor (or equivalent)
Formation type
- Initial education
Domains
- Networks (Computer), Electrical Engineering, Energy, Industrial
M1 section is taught by
- Location depends on your TAF selection
M2 section is taught by
- Location depends on your TAF selection
Training description
In-depth study themes or TAFs :- one TAF per year
- TAFs are formed by core courses and elective courses
- period 1 : 60 ECTS
In-depth study themes or TAFs :
- one TAF per year
- TAFs are formed by core courses and elective courses
- period 2 : 60 ECTS
master of science in engineering
Language level prerequisites
The minimum language level required, namely : B1 in French and B2 in English will be verified no later than end of April, 2025 (to be confirmed in your academic offer)
Course language
Only French
Language requirement to graduate
French B2
English B2
IELTS 6.5 required to be graduated.
M1 Part
Location
Location depends on your TAF selection
Nantes campus, Brest campus, Rennes campus
Average academic cost found without insurance
4150€
Core
| Credits | Hours | Language | |
|---|---|---|---|
| Economics / Human and Social Science | 3.00 | 80.00 | French |
| Projects | 6.00 | 120.00 | French |
| Languages and interculturality | 4.00 | 120.00 | Fr or En |
| Career coaching | 1.00 | 20.00 | French |
| Intersemester course | 1.00 | 20.00 | Fr or En |
| Sports | 1.00 | 24.00 | French |
| Choose 1 Internship | |||
| 2-month internship | 7.00 | 300.00 | French |
| 4-month internship | 15.00 | 600.00 | French |
| Choose 1 among 20 of the LIST OF TAF | |||
| TAF Ascy – AUTOMATION aND CYBER-PHYSICal SYSTEMS | |||
| Courses | |||
| Modeling, analysis and simulation of mechatronics systems | 3.00 | 80.00 | French |
| From perception to action: robust control of dynamic systems | 3.00 | 80.00 | French |
| Identification and estimation of signals and dynamic systems | 3.00 | 80.00 | French |
| Implementation of control or diagnostic algorithms | 3.00 | 80.00 | French |
| Elective courses | |||
| Contemporary managerial issues | 3.00 | 80.00 | French |
| Management of the company’s performance | 3.00 | 80.00 | French |
| Engineering of complex systems | 3.00 | 80.00 | French |
| Environmental energy: issues and strategies | 3.00 | 80.00 | French |
| Prototyping robotic systems | 3.00 | 80.00 | French |
| Advanced control methodology | 3.00 | 80.00 | French |
| Embedded systems | 3.00 | 80.00 | French |
| Smart transports | 3.00 | 80.00 | French |
| Cyber-physical systems optimization | 3.00 | 80.00 | French |
| Real time and distributed information systems | 3.00 | 80.00 | French |
| TAF CooC – CommunicatING OBJECTS DESIGN | |||
| Courses | |||
| User centered design | 3.00 | 80.00 | French |
| Papid prototyping and agile development | 3.00 | 80.00 | French |
| The object in its environment | 3.00 | 80.00 | French |
| Elective courses | |||
| Advanced methods of programing and software development | 3.00 | 80.00 | French |
| Radio software | 3.00 | 80.00 | French |
| Decrypting a market | 3.00 | 80.00 | French |
| Evaluation, acceptability and digital ressources | 3.00 | 80.00 | French |
| Internet of things, social web and semantic | 3.00 | 80.00 | French |
| New techniques and uses of visualisation and interactive display | 3.00 | 80.00 | French |
| Web applications Engineering | 3.00 | 80.00 | French |
| AI – optimised implementation | 3.00 | 80.00 | French |
| Connected medical devices | 3.00 | 80.00 | French |
| Development of mobile devices | 3.00 | 80.00 | French |
| Introduction to AI | 3.00 | 80.00 | French |
| Sensors and Energy | 3.00 | 80.00 | French |
| Innovation Ecosystem | 3.00 | 80.00 | French |
| Introduction to AI | 3.00 | 80.00 | French |
| Electronics integration: from the algorithm to the prototype | 3.00 | 80.00 | French |
| TAF COPSI - Design, optimization & CONTROl of Industrial systems | |||
| Courses | |||
| Operation management | 3.00 | 80.00 | French |
| Modeling languages and technics | 3.00 | 80.00 | French |
| Operations research | 3.00 | 80.00 | French |
| Advanced operations research | 3.00 | 80.00 | French |
| Elective courses | |||
| Contemporary managerial issues | 3.00 | 80.00 | French |
| Management of the company’s performance | 3.00 | 80.00 | French |
| Engineering of complex systems | 3.00 | 80.00 | French |
| Environmental energy: issues and strategies | 3.00 | 80.00 | French |
| Algorithms and machine learning | 3.00 | 80.00 | French |
| AI and constraint programing | 3.00 | 80.00 | French |
| Logisitic chain design | 3.00 | 80.00 | French |
| Transport | 3.00 | 80.00 | French |
| Implementation case: Decision, Optimisation and Responsability | 3.00 | 80.00 | French |
| Planification and sequencing | 3.00 | 80.00 | French |
| TAF Cyber – CYBERsecurity | |||
| Courses | |||
| Networks basis | 3.00 | 80.00 | French |
| Networks Cybersecurity | 3.00 | 80.00 | French |
| Systems Cybersecurity | 3.00 | 80.00 | French |
| Evaluation, Analysis and Security certification | 3.00 | 80.00 | French |
| Elective courses | |||
| Contemporary managerial issues | 3.00 | 80.00 | French |
| System security architecture | 3.00 | 80.00 | French |
| Cyber in specific environment | 3.00 | 80.00 | French |
| Web applications and Databases Cybersecurity | 3.00 | 80.00 | French |
| Free choice of course | 3.00 | 80.00 | French |
| Data protection | 3.00 | 80.00 | French |
| TAF DCL – Collaborative software development (Nantes campus) | |||
| Courses | |||
| Advanced methods for programing and software development | 3.00 | 80.00 | French |
| Developer’s econommic, organizational and legal environment | 3.00 | 80.00 | French |
| Sotware development engineering | 3.00 | 80.00 | French |
| Theoretical foundation of concurrent software development | 3.00 | 80.00 | French |
| Elective courses | |||
| Contemporary managerial issues | 3.00 | 80.00 | French |
| Management of the company’s performance | 3.00 | 80.00 | French |
| Engineering of complex systems | 3.00 | 80.00 | French |
| Environmental energy: issues and strategies | 3.00 | 80.00 | French |
| Algorithms and machine learning | 3.00 | 80.00 | French |
| Aspects of wide scale development | 3.00 | 80.00 | French |
| Big data: collect, process and operate large amounts of data | 3.00 | 80.00 | French |
| High performance computing | 3.00 | 80.00 | French |
| Web applications engineering | 3.00 | 80.00 | French |
| Logical architecture and component based programing | 3.00 | 80.00 | French |
| Man-machine interaction – user experience | 3.00 | 80.00 | French |
| Certified programing | 3.00 | 80.00 | French |
| TAF DCL – Collaborative software development (Brest Campus) | |||
| Courses | |||
| Advanced methods for programing and software development | 3.00 | 80.00 | French |
| Developer’s econommic, organizational and legal environment | 3.00 | 80.00 | French |
| Sotware development engineering | 3.00 | 80.00 | French |
| Theoretical foundation of concurrent software development | 3.00 | 80.00 | French |
| Elective courses | |||
| Principles of computer networks through practise | 3.00 | 80.00 | French |
| Web applications engineering | 3.00 | 80.00 | French |
| Programing robotic systems | 3.00 | 80.00 | French |
| Cryptography and its applications | 3.00 | 80.00 | French |
| Apps development on mobile devices | 3.00 | 80.00 | French |
| « Userland » operating systems – service-oriented architectures and system programing | 3.00 | 80.00 | French |
| Languages and logics | 3.00 | 80.00 | French |
| Algorithms design and analysis | 3.00 | 80.00 | French |
| TAF DIGIC – Digitalisation, Innovation and changes | |||
| Courses | |||
| Introduction to machine learning | 3.00 | 80.00 | French |
| Innovative society | 3.00 | 80.00 | French |
| Digital strategies | 3.00 | 80.00 | French |
| Elective courses | |||
| Decoding a market | 3.00 | 80.00 | French |
| Company architecture and Information systems urbanisation | 3.00 | 80.00 | French |
| Assessment of user experience | 3.00 | 80.00 | French |
| Digital marketing and Customer Relationship Management (CRM) | 3.00 | 80.00 | French |
| Innovation Ecosystem | 3.00 | 80.00 | French |
| Company architecture and Information systems urbanisation | 3.00 | 80.00 | French |
| Business Engineer | 3.00 | 80.00 | French |
| Decision-making | 3.00 | 80.00 | French |
| Business Intelligence | 3.00 | 80.00 | French |
| Change management | 3.00 | 80.00 | French |
| Graph Theory and social networks analysis | 3.00 | 80.00 | French |
| Change management | 3.00 | 80.00 | French |
| Storytelling Dataviz | 3.00 | 80.00 | French |
| Steering tools for company management | 3.00 | 80.00 | French |
| Game theory and agent based modeling | 3.00 | 80.00 | French |
| Digital marketing and CRM | 3.00 | 80.00 | French |
| TAF DS – Data science: from data to decision-maker | |||
| Courses | |||
| Introduction to machine learning | 3.00 | 80.00 | French |
| A journey to data scientist 1 | 3.00 | 80.00 | French |
| A journey to data scientist 2 | 3.00 | 80.00 | French |
| Elective courses | |||
| Statistics and Statistical Analysis Systems (SAS) | 3.00 | 80.00 | French |
| Advanced C++ programing | 3.00 | 80.00 | French |
| Deep learning | 3.00 | 80.00 | French |
| Big Data & Cloud computing | 3.00 | 80.00 | French |
| Advanced data mining | 3.00 | 80.00 | French |
| Data mining cases deployment | 3.00 | 80.00 | French |
| Decision-making | 3.00 | 80.00 | French |
| Market finance | 3.00 | 80.00 | French |
| Language processing and text mining | 3.00 | 80.00 | French |
| AI algorithms optimisation | 3.00 | 80.00 | French |
| Business Intelligence | 3.00 | 80.00 | French |
| Advanced Big Data architecture | 3.00 | 80.00 | French |
| Introduction to AI | 3.00 | 80.00 | French |
| Data sciences | 3.00 | 80.00 | French |
| Graph theory & social network Analysis | 3.00 | 80.00 | French |
| Advanced C++ programing | 3.00 | 80.00 | French |
| Learning analytics & learners follow-up | 3.00 | 80.00 | French |
| Introduction to AI | 3.00 | 80.00 | French |
| Game theory & agent based modeling | 3.00 | 80.00 | French |
| Digital marketing | 3.00 | 80.00 | French |
| TAF DEMIN – Nuclear engineering(4+3) | |||
| Courses | |||
| Nuclear physics | 3.00 | 80.00 | French |
| Fuel cycle | 3.00 | 80.00 | French |
| Nuclear reactors operation | 3.00 | 80.00 | French |
| Radio protection | 3.00 | 80.00 | French |
| Elective courses | |||
| Contemporary managerial issues | 3.00 | 80.00 | French |
| Management of the company’s performance | 3.00 | 80.00 | French |
| Engineering of complex systems | 3.00 | 80.00 | French |
| Environmental energy: issues and strategies | 3.00 | 80.00 | French |
| Algorithms and machine learning | 3.00 | 80.00 | French |
| Economy of energy | 3.00 | 80.00 | French |
| Fusion, GEN IV, Propulsion | 3.00 | 80.00 | French |
| Monte Carlo modeling in nuclear physics | 3.00 | 80.00 | French |
| Management of complex projects in the nuclear field | 3.00 | 80.00 | French |
| TAF Health – Healthcare engineering | |||
| Courses | |||
| Anatomy & physiology for the design of medical devices & sensors | 3.00 | 80.00 | French |
| The digital patient | 3.00 | 80.00 | French |
| Health management: Information System organization | 3.00 | 80.00 | French |
| Elective courses | |||
| Computer-aided medical interventions | 3.00 | 80.00 | French |
| Economy and health law | 3.00 | 80.00 | French |
| Principles of physics, system architecture, training and medical image processing | 3.00 | 80.00 | French |
| Connected medical devices | 3.00 | 80.00 | French |
| Dosimetry | 3.00 | 80.00 | French |
| Health information system, standards and security | 3.00 | 80.00 | French |
| Analysis of health data: epidemiology and decision-making | 3.00 | 80.00 | French |
| From the radioisotope to the radiopharmaceutical | 3.00 | 80.00 | French |
| TAF IHM – Man machine interaction (MMI) AND collaborative systems | |||
| Courses | |||
| Software engineering for MMIs and collaboration | 3.00 | 80.00 | French |
| Cognitive ergonomy for interaction | 3.00 | 80.00 | French |
| Social, legal and ergonomy principles of work within a collaborative network | 3.00 | 80.00 | French |
| Advanced methods for programing and software development | 3.00 | 80.00 | French |
| Elective courses | |||
| Augmented reality | 3.00 | 80.00 | French |
| User experience evaluation | 3.00 | 80.00 | French |
| IoT Intelligence, social web and semantic | 3.00 | 80.00 | French |
| Collaborative virtual reality | 3.00 | 80.00 | French |
| Web Apps engineering | 3.00 | 80.00 | French |
| Language processing and data mining | 3.00 | 80.00 | French |
| Mobile Devices Developpment | 3.00 | 80.00 | French |
| TAF IoT – Internet of things for the industry 4.0 | |||
| Courses | |||
| Developing and deploying applications in the cloud | 3.00 | 80.00 | French |
| Information transport protocols | 3.00 | 80.00 | French |
| New economy models and digital law | 3.00 | 80.00 | French |
| Elective courses | |||
| Security architecture of systems | 3.00 | 80.00 | French |
| Mobile networks | 3.00 | 80.00 | French |
| Wireless networks for IoT devices | 3.00 | 80.00 | French |
| Industrial networks | 3.00 | 80.00 | French |
| Distribution radio networks | 3.00 | 80.00 | French |
| Cyber-security in specified environments | 3.00 | 80.00 | French |
| Smart cities and transports | 3.00 | 80.00 | French |
| Computer networks basis | 3.00 | 80.00 | French |
| Mobile networks | 3.00 | 80.00 | French |
| Standardisation | 3.00 | 80.00 | French |
| Literature review project | 3.00 | 80.00 | French |
| TAF ISC – Communication systems engineering | |||
| Courses | |||
| Physical channels of communication | 3.00 | 80.00 | French |
| Digital communications | 3.00 | 80.00 | French |
| Transmission systems architecture and engineering | 3.00 | 80.00 | French |
| Elective courses | |||
| Error correction coding | 3.00 | 80.00 | French |
| Radio technologies | 3.00 | 80.00 | French |
| Receivers for digital communications: from principles to implementation | 3.00 | 80.00 | French |
| Data and applications security | 3.00 | 80.00 | French |
| Optical technologies | 3.00 | 80.00 | French |
| Computer networks through practise | 3.00 | 80.00 | French |
| Mobile networks | 3.00 | 80.00 | French |
| Data compression: from source coding to virtual reality | 3.00 | 80.00 | French |
| Optical networks | 3.00 | 80.00 | French |
| Electronic integration: from the algorithm to the prototype | 3.00 | 80.00 | French |
| TAF MCE – mathematical & computational engineering | |||
| Courses | |||
| Introduction to machine learning | 3.00 | 80.00 | French |
| Stochastic modelling and analysis | 3.00 | 80.00 | French |
| Numerical methods | 3.00 | 80.00 | French |
| Elective courses | |||
| Advanced C++ programing | 3.00 | 80.00 | French |
| Deep learning | 3.00 | 80.00 | French |
| Stochastic Dynamic Models | 3.00 | 80.00 | French |
| Big data & cloud computing | 3.00 | 80.00 | French |
| Statistical learning & sparse representations | 3.00 | 80.00 | French |
| Empirical finance | 3.00 | 80.00 | French |
| Computational Imaging | 3.00 | 80.00 | French |
| Deployment of data mining true cases | 3.00 | 80.00 | French |
| Markov chains & applications | 3.00 | 80.00 | French |
| Market finance | 3.00 | 80.00 | French |
| Computer vision | 3.00 | 80.00 | French |
| Portfolio management & trading algorithms | 3.00 | 80.00 | French |
| Projects on recent advances in machine learning | 3.00 | 80.00 | French |
| Artificial intelligence | 3.00 | 80.00 | French |
| Projects on recent advances in machine learning | 3.00 | 80.00 | French |
| Game theory and agent based modeling | 3.00 | 80.00 | French |
| TAF MPR – Performances and risk Management | |||
| Courses | |||
| Performance management | 3.00 | 80.00 | French |
| Risks management | 3.00 | 80.00 | French |
| Risks in change management | 3.00 | 80.00 | French |
| Uncertain optimisation | 3.00 | 80.00 | French |
| Elective courses | |||
| Contemporary managerial questions | 3.00 | 80.00 | French |
| Company performance management | 3.00 | 80.00 | French |
| Complex systems engineering | 3.00 | 80.00 | French |
| Environment energy: issues and strategies | 3.00 | 80.00 | French |
| Algorithms and automatic learning | 3.00 | 80.00 | French |
| Operational effectiveness | 3.00 | 80.00 | French |
| Conception risk and performance | 3.00 | 80.00 | French |
| Maintenance in operational readiness | 3.00 | 80.00 | French |
| Economic performance | 3.00 | 80.00 | French |
| Performance assessment | 3.00 | 80.00 | French |
| Innovation, a risky approach | 3.00 | 80.00 | French |
| TAF PNUM – Digital Platforms: technologies and markets | |||
| Courses | |||
| Network basis | 3.00 | 80.00 | French |
| Cloud platforms | 3.00 | 80.00 | French |
| Networks and platforms regulations | 3.00 | 80.00 | French |
| Elective courses | |||
| Digital networks | 3.00 | 80.00 | French |
| Economy and platforms | 3.00 | 80.00 | French |
| Developing and deploying applications in the cloud | 3.00 | 80.00 | French |
| Blockchain et consensus: co-operation in digital platforms | 3.00 | 80.00 | French |
| Building a technico-commercial answer to an international call for tender | 3.00 | 80.00 | French |
| Networks virtualisation | 3.00 | 80.00 | French |
| Networks basics (Msc) | 3.00 | 80.00 | French |
| Mobile networks | 3.00 | 80.00 | French |
| Contents dissemination architectures | 3.00 | 80.00 | French |
| Service architecture for the Internet | 3.00 | 80.00 | French |
| TAF OPE – Environment observation | |||
| Courses | |||
| Physics of wave propagation and sensors | 3.00 | 80.00 | French |
| Hardware architecture and sensors networks | 3.00 | 80.00 | French |
| Observation and perception systems engineering | 3.00 | 80.00 | French |
| Elective courses | |||
| Radio technologies | 3.00 | 80.00 | French |
| Acoustic systems: architectures and scales | 3.00 | 80.00 | French |
| Software radio: architecture and applications | 3.00 | 80.00 | French |
| Big data & Cloud computing | 3.00 | 80.00 | French |
| Electronic integration– from the algorithm to the prototype | 3.00 | 80.00 | French |
| Computational imaging | 3.00 | 80.00 | French |
| Robotic systems programing | 3.00 | 80.00 | French |
| Computer vision | 3.00 | 80.00 | French |
| 2D and 3D artificial vision technology | 3.00 | 80.00 | French |
| Machine learning and multi-sensors database advanced processing | 3.00 | 80.00 | French |
| Project JANUS (CNES): Multi-academic partners project for a CubeSat conception | 3.00 | 80.00 | French |
| TAF Robin – Robotics and interactions | |||
| Courses | |||
| Robots modelling | 3.00 | 80.00 | French |
| Robots control | 3.00 | 80.00 | French |
| Innovation and robotisation | 3.00 | 80.00 | French |
| Contemporary managerial questions | 3.00 | 80.00 | French |
| Elective courses | |||
| Company performance management | 3.00 | 80.00 | French |
| Complex systems engineering | 3.00 | 80.00 | French |
| Environment energy: issues and strategies | 3.00 | 80.00 | French |
| Algorithms and automatic learning | 3.00 | 80.00 | French |
| Prototyping a robotic system | 3.00 | 80.00 | French |
| Bio-inspired robotics | 3.00 | 80.00 | French |
| Embedded systems | 3.00 | 80.00 | French |
| Cobotics and haptics | 3.00 | 80.00 | French |
| Distributed and real-time information systems | 3.00 | 80.00 | French |
| TAF SEH – heterogenous embedded systems | |||
| Courses | |||
| Digital and analogical integrated circuits | 3.00 | 80.00 | French |
| Methodologies: from the algorithm to the chip | 3.00 | 80.00 | French |
| Embedded systems: hardware-software interaction | 3.00 | 80.00 | French |
| Elective courses | |||
| Advanced methods for programing and software development | 3.00 | 80.00 | French |
| Radiofrequencies technologies and devices | 3.00 | 80.00 | French |
| Seminar: Integrated circuits and systems conception (Grenoble) | 3.00 | 80.00 | French |
| Software radio: architecture and applications | 3.00 | 80.00 | French |
| Circuits high level conception | 3.00 | 80.00 | French |
| New techniques and uses of visualization and interactive display | 3.00 | 80.00 | French |
| AI – optimized implementations | 3.00 | 80.00 | French |
| Connected medical devices | 3.00 | 80.00 | French |
| Web applications engineering | 3.00 | 80.00 | French |
| AI– introduction | 3.00 | 80.00 | French |
| Energies and sensors | 3.00 | 80.00 | French |
| AI– introduction | 3.00 | 80.00 | French |
| Electronics integration– from the algorithm to the prototype | 3.00 | 80.00 | French |
| TAF TEE – Environmental and energy turnaround | |||
| Courses | |||
| Environmental and energy issues | 3.00 | 80.00 | French |
| Energy grids | 3.00 | 80.00 | French |
| Strategic and socio-technical analysis of energy and environmental issues | 3.00 | 80.00 | French |
| Energy and environment risks and management | 3.00 | 80.00 | French |
| Elective courses | |||
| Contemporary managerial questions | 3.00 | 80.00 | French |
| Company performance management | 3.00 | 80.00 | French |
| Complex systems engineering | 3.00 | 80.00 | French |
| Algorithms and automatic learning | 3.00 | 80.00 | French |
| Renewable energy production sectors | 3.00 | 80.00 | French |
| Building energy performances | 3.00 | 80.00 | French |
| Machines energy | 3.00 | 80.00 | French |
| Energy recovery and waste-to-energy and biomass processes | 3.00 | 80.00 | French |
| Building environmental performances | 3.00 | 80.00 | French |
| Energy systems and cycles | 3.00 | 80.00 | French |
| Environmental assessment | 3.00 | 80.00 | French |
| Sustainable cities and territories | 3.00 | 80.00 | French |
| Innovative low-carbon generation technologies | 3.00 | 80.00 | French |
M2 Part
Location
Location depends on your TAF selection
Nantes campus, Brest campus, Rennes campus
Average academic cost found without insurance
4150€
Core
| Credits | Hours | Language | |
|---|---|---|---|
| Networked systems | 3.00 | 80.00 | French |
| Languages and interculturality | 4.00 | 120.00 | French |
| Career coaching | 1.00 | 20.00 | Fr or En |
| Sports | 0.00 | 12.00 | French |
| Choose 1 Internship | |||
| 4-month internship | 15.00 | 600.00 | French |
| 6-month internship | 23.00 | 900.00 | French |
| Choose 1 Project | |||
| Project 1 | 3.00 | 60.00 | French |
| Project 2 | 6.00 | 120.00 | French |
| Choose 1 among 20 of the LIST OF TAF (different from the one chosen for M1) (different from the one chosen for M1) | |||
| TAF Ascy – AUTOMATION aND CYBER-PHYSICal SYSTEMS | |||
| Courses | |||
| Modeling, analysis and simulation of mechatronics systems | 3.00 | 80.00 | French |
| From perception to action: robust control of dynamic systems | 3.00 | 80.00 | French |
| Identification and estimation of signals and dynamic systems | 3.00 | 80.00 | French |
| Implementation of control or diagnostic algorithms | 3.00 | 80.00 | French |
| Elective courses | |||
| Contemporary managerial issues | 3.00 | 80.00 | French |
| Management of the company’s performance | 3.00 | 80.00 | French |
| Engineering of complex systems | 3.00 | 80.00 | French |
| Environmental energy: issues and strategies | 3.00 | 80.00 | French |
| Prototyping robotic systems | 3.00 | 80.00 | French |
| Advanced control methodology | 3.00 | 80.00 | French |
| Embedded systems | 3.00 | 80.00 | French |
| Smart transports | 3.00 | 80.00 | French |
| Cyber-physical systems optimization | 3.00 | 80.00 | French |
| Real time and distributed information systems | 3.00 | 80.00 | French |
| TAF CooC – CommunicatING OBJECTS DESIGN | |||
| Courses | |||
| User centered design | 3.00 | 80.00 | French |
| Papid prototyping and agile development | 3.00 | 80.00 | French |
| The object in its environment | 3.00 | 80.00 | French |
| Elective courses | |||
| Advanced methods of programing and software development | 3.00 | 80.00 | French |
| Radio software | 3.00 | 80.00 | French |
| Decrypting a market | 3.00 | 80.00 | French |
| Evaluation, acceptability and digital ressources | 3.00 | 80.00 | French |
| Internet of things, social web and semantic | 3.00 | 80.00 | French |
| New techniques and uses of visualisation and interactive display | 3.00 | 80.00 | French |
| Web applications Engineering | 3.00 | 80.00 | French |
| AI – optimised implementation | 3.00 | 80.00 | French |
| Connected medical devices | 3.00 | 80.00 | French |
| Development of mobile devices | 3.00 | 80.00 | French |
| Introduction to AI | 3.00 | 80.00 | French |
| Sensors and Energy | 3.00 | 80.00 | French |
| Innovation Ecosystem | 3.00 | 80.00 | French |
| Introduction to AI | 3.00 | 80.00 | French |
| Electronics integration: from the algorithm to the prototype | 3.00 | 80.00 | French |
| TAF COPSI - Design, optimization & CONTROl of Industrial systems | |||
| Courses | |||
| Operation management | 3.00 | 80.00 | French |
| Modeling languages and technics | 3.00 | 80.00 | French |
| Operations research | 3.00 | 80.00 | French |
| Advanced operations research | 3.00 | 80.00 | French |
| Elective courses | |||
| Contemporary managerial issues | 3.00 | 80.00 | French |
| Management of the company’s performance | 3.00 | 80.00 | French |
| Engineering of complex systems | 3.00 | 80.00 | French |
| Environmental energy: issues and strategies | 3.00 | 80.00 | French |
| Algorithms and machine learning | 3.00 | 80.00 | French |
| AI and constraint programing | 3.00 | 80.00 | French |
| Logisitic chain design | 3.00 | 80.00 | French |
| Transport | 3.00 | 80.00 | French |
| Implementation case: Decision, Optimisation and Responsability | 3.00 | 80.00 | French |
| Planification and sequencing | 3.00 | 80.00 | French |
| TAF Cyber – CYBERsecurity | |||
| Courses | |||
| Networks basis | 3.00 | 80.00 | French |
| Networks Cybersecurity | 3.00 | 80.00 | French |
| Systems Cybersecurity | 3.00 | 80.00 | French |
| Evaluation, Analysis and Security certification | 3.00 | 80.00 | French |
| Elective courses | |||
| Contemporary managerial issues | 3.00 | 80.00 | French |
| System security architecture | 3.00 | 80.00 | French |
| Cyber in specific environment | 3.00 | 80.00 | French |
| Web applications and Databases Cybersecurity | 3.00 | 80.00 | French |
| Free choice of course | 3.00 | 80.00 | French |
| Data protection | 3.00 | 80.00 | French |
| TAF DCL – Collaborative software development (Nantes campus) | |||
| Courses | |||
| Advanced methods for programing and software development | 3.00 | 80.00 | French |
| Developer’s econommic, organizational and legal environment | 3.00 | 80.00 | French |
| Sotware development engineering | 3.00 | 80.00 | French |
| Theoretical foundation of concurrent software development | 3.00 | 80.00 | French |
| Elective courses | |||
| Contemporary managerial issues | 3.00 | 80.00 | French |
| Management of the company’s performance | 3.00 | 80.00 | French |
| Engineering of complex systems | 3.00 | 80.00 | French |
| Environmental energy: issues and strategies | 3.00 | 80.00 | French |
| Algorithms and machine learning | 3.00 | 80.00 | French |
| Aspects of wide scale development | 3.00 | 80.00 | French |
| Big data: collect, process and operate large amounts of data | 3.00 | 80.00 | French |
| High performance computing | 3.00 | 80.00 | French |
| Web applications engineering | 3.00 | 80.00 | French |
| Logical architecture and component based programing | 3.00 | 80.00 | French |
| Man-machine interaction – user experience | 3.00 | 80.00 | French |
| Certified programing | 3.00 | 80.00 | French |
| TAF DCL – Collaborative software development (Brest Campus) | |||
| Courses | |||
| Advanced methods for programing and software development | 3.00 | 80.00 | French |
| Developer’s econommic, organizational and legal environment | 3.00 | 80.00 | French |
| Sotware development engineering | 3.00 | 80.00 | French |
| Theoretical foundation of concurrent software development | 3.00 | 80.00 | French |
| Elective courses | |||
| Principles of computer networks through practise | 3.00 | 80.00 | French |
| Web applications engineering | 3.00 | 80.00 | French |
| Programing robotic systems | 3.00 | 80.00 | French |
| Cryptography and its applications | 3.00 | 80.00 | French |
| Apps development on mobile devices | 3.00 | 80.00 | French |
| « Userland » operating systems – service-oriented architectures and system programing | 3.00 | 80.00 | French |
| Languages and logics | 3.00 | 80.00 | French |
| Algorithms design and analysis | 3.00 | 80.00 | French |
| TAF DIGIC – Digitalisation, Innovation and changes | |||
| Courses | |||
| Introduction to machine learning | 3.00 | 80.00 | French |
| Innovative society | 3.00 | 80.00 | French |
| Digital strategies | 3.00 | 80.00 | French |
| Elective courses | |||
| Decoding a market | 3.00 | 80.00 | French |
| Company architecture and Information systems urbanisation | 3.00 | 80.00 | French |
| Assessment of user experience | 3.00 | 80.00 | French |
| Digital marketing and Customer Relationship Management (CRM) | 3.00 | 80.00 | French |
| Innovation Ecosystem | 3.00 | 80.00 | French |
| Company architecture and Information systems urbanisation | 3.00 | 80.00 | French |
| Business Engineer | 3.00 | 80.00 | French |
| Decision-making | 3.00 | 80.00 | French |
| Business Intelligence | 3.00 | 80.00 | French |
| Change management | 3.00 | 80.00 | French |
| Graph Theory and social networks analysis | 3.00 | 80.00 | French |
| Change management | 3.00 | 80.00 | French |
| Storytelling Dataviz | 3.00 | 80.00 | French |
| Steering tools for company management | 3.00 | 80.00 | French |
| Game theory and agent based modeling | 3.00 | 80.00 | French |
| Digital marketing and CRM | 3.00 | 80.00 | French |
| TAF DS – Data science: from data to decision-maker | |||
| Courses | |||
| Introduction to machine learning | 3.00 | 80.00 | French |
| A journey to data scientist 1 | 3.00 | 80.00 | French |
| A journey to data scientist 2 | 3.00 | 80.00 | French |
| Elective courses | |||
| Statistics and Statistical Analysis Systems (SAS) | 3.00 | 80.00 | French |
| Advanced C++ programing | 3.00 | 80.00 | French |
| Deep learning | 3.00 | 80.00 | French |
| Big Data & Cloud computing | 3.00 | 80.00 | French |
| Advanced data mining | 3.00 | 80.00 | French |
| Data mining cases deployment | 3.00 | 80.00 | French |
| Decision-making | 3.00 | 80.00 | French |
| Market finance | 3.00 | 80.00 | French |
| Language processing and text mining | 3.00 | 80.00 | French |
| AI algorithms optimisation | 3.00 | 80.00 | French |
| Business Intelligence | 3.00 | 80.00 | French |
| Advanced Big Data architecture | 3.00 | 80.00 | French |
| Introduction to AI | 3.00 | 80.00 | French |
| Data sciences | 3.00 | 80.00 | French |
| Graph theory & social network Analysis | 3.00 | 80.00 | French |
| Advanced C++ programing | 3.00 | 80.00 | French |
| Learning analytics & learners follow-up | 3.00 | 80.00 | French |
| Introduction to AI | 3.00 | 80.00 | French |
| Game theory & agent based modeling | 3.00 | 80.00 | French |
| Digital marketing | 3.00 | 80.00 | French |
| TAF DEMIN – Nuclear engineering | |||
| Courses | |||
| Nuclear physics | 3.00 | 80.00 | French |
| Fuel cycle | 3.00 | 80.00 | French |
| Nuclear reactors operation | 3.00 | 80.00 | French |
| Radio protection | 3.00 | 80.00 | French |
| Elective courses | |||
| Contemporary managerial issues | 3.00 | 80.00 | French |
| Management of the company’s performance | 3.00 | 80.00 | French |
| Engineering of complex systems | 3.00 | 80.00 | French |
| Environmental energy: issues and strategies | 3.00 | 80.00 | French |
| Algorithms and machine learning | 3.00 | 80.00 | French |
| Economy of energy | 3.00 | 80.00 | French |
| Fusion, GEN IV, Propulsion | 3.00 | 80.00 | French |
| Monte Carlo modeling in nuclear physics | 3.00 | 80.00 | French |
| Management of complex projects in the nuclear field | 3.00 | 80.00 | French |
| TAF Health – Healthcare engineering | |||
| Courses | |||
| Anatomy & physiology for the design of medical devices & sensors | 3.00 | 80.00 | French |
| The digital patient | 3.00 | 80.00 | French |
| Health management: Information System organization | 3.00 | 80.00 | French |
| Elective courses | |||
| Computer-aided medical interventions | 3.00 | 80.00 | French |
| Economy and health law | 3.00 | 80.00 | French |
| Principles of physics, system architecture, training and medical image processing | 3.00 | 80.00 | French |
| Connected medical devices | 3.00 | 80.00 | French |
| Dosimetry | 3.00 | 80.00 | French |
| Health information system, standards and security | 3.00 | 80.00 | French |
| Analysis of health data: epidemiology and decision-making | 3.00 | 80.00 | French |
| From the radioisotope to the radiopharmaceutical | 3.00 | 80.00 | French |
| TAF IHM – Man machine interaction (MMI) collaborative systems | |||
| Courses | |||
| Software engineering for MMIs and collaboration | 3.00 | 80.00 | French |
| Cognitive ergonomy for interaction | 3.00 | 80.00 | French |
| Social, legal and ergonomy principles of work within a collaborative network | 3.00 | 80.00 | French |
| Advanced methods for programing and software development | 3.00 | 80.00 | French |
| Elective courses | |||
| Augmented reality | 3.00 | 80.00 | French |
| User experience evaluation | 3.00 | 80.00 | French |
| IoT Intelligence, social web and semantic | 3.00 | 80.00 | French |
| Collaborative virtual reality | 3.00 | 80.00 | French |
| Web Apps engineering | 3.00 | 80.00 | French |
| Language processing and data mining | 3.00 | 80.00 | French |
| Mobile Devices Developpment | 3.00 | 80.00 | French |
| TAF IoT – Internet of things for the industry 4.0 | |||
| Courses | |||
| Developing and deploying applications in the cloud | 3.00 | 80.00 | French |
| Information transport protocols | 3.00 | 80.00 | French |
| New economy models and digital law | 3.00 | 80.00 | French |
| Elective courses | |||
| Security architecture of systems | 3.00 | 80.00 | French |
| Mobile networks | 3.00 | 80.00 | French |
| Wireless networks for IoT devices | 3.00 | 80.00 | French |
| Industrial networks | 3.00 | 80.00 | French |
| Distribution radio networks | 3.00 | 80.00 | French |
| Cyber-security in specified environments | 3.00 | 80.00 | French |
| Smart cities and transports | 3.00 | 80.00 | French |
| Computer networks basis | 3.00 | 80.00 | French |
| Mobile networks | 3.00 | 80.00 | French |
| Standardisation | 3.00 | 80.00 | French |
| Literature review project | 3.00 | 80.00 | French |
| TAF ISC – Communication systems engineering | |||
| Courses | |||
| Physical channels of communication | 3.00 | 80.00 | French |
| Digital communications | 3.00 | 80.00 | French |
| Transmission systems architecture and engineering | 3.00 | 80.00 | French |
| Elective courses | |||
| Error correction coding | 3.00 | 80.00 | French |
| Radio technologies | 3.00 | 80.00 | French |
| Receivers for digital communications: from principles to implementation | 3.00 | 80.00 | French |
| Data and applications security | 3.00 | 80.00 | French |
| Optical technologies | 3.00 | 80.00 | French |
| Computer networks through practise | 3.00 | 80.00 | French |
| Mobile networks | 3.00 | 80.00 | French |
| Data compression: from source coding to virtual reality | 3.00 | 80.00 | French |
| Optical networks | 3.00 | 80.00 | French |
| Electronic integration: from the algorithm to the prototype | 3.00 | 80.00 | French |
| TAF MCE – Mathematical & computational engineering | |||
| Courses | |||
| Introduction to machine learning | 3.00 | 80.00 | French |
| Stochastic modelling and analysis | 3.00 | 80.00 | French |
| Numerical methods | 3.00 | 80.00 | French |
| Elective courses | |||
| Advanced C++ programing | 3.00 | 80.00 | French |
| Deep learning | 3.00 | 80.00 | French |
| Stochastic Dynamic Models | 3.00 | 80.00 | French |
| Big data & cloud computing | 3.00 | 80.00 | French |
| Statistical learning & sparse representations | 3.00 | 80.00 | French |
| Empirical finance | 3.00 | 80.00 | French |
| Computational Imaging | 3.00 | 80.00 | French |
| Deployment of data mining true cases | 3.00 | 80.00 | French |
| Markov chains & applications | 3.00 | 80.00 | French |
| Market finance | 3.00 | 80.00 | French |
| Computer vision | 3.00 | 80.00 | French |
| Portfolio management & trading algorithms | 3.00 | 80.00 | French |
| Projects on recent advances in machine learning | 3.00 | 80.00 | French |
| Artificial intelligence | 3.00 | 80.00 | French |
| Projects on recent advances in machine learning | 3.00 | 80.00 | French |
| Game theory and agent based modeling | 3.00 | 80.00 | French |
| TAF MPR – Performances and risk management | |||
| Courses | |||
| Performance management | 3.00 | 80.00 | French |
| Risks management | 3.00 | 80.00 | French |
| Risks in change management | 3.00 | 80.00 | French |
| Uncertain optimisation | 3.00 | 80.00 | French |
| Elective courses | |||
| Contemporary managerial questions | 3.00 | 80.00 | French |
| Company performance management | 3.00 | 80.00 | French |
| Complex systems engineering | 3.00 | 80.00 | French |
| Environment energy: issues and strategies | 3.00 | 80.00 | French |
| Algorithms and automatic learning | 3.00 | 80.00 | French |
| Operational effectiveness | 3.00 | 80.00 | French |
| Conception risk and performance | 3.00 | 80.00 | French |
| Maintenance in operational readiness | 3.00 | 80.00 | French |
| Economic performance | 3.00 | 80.00 | French |
| Performance assessment | 3.00 | 80.00 | French |
| Innovation, a risky approach | 3.00 | 80.00 | French |
| TAF PNUM – Digital Platforms: technologies and markets | |||
| Courses | |||
| Network basis | 3.00 | 80.00 | French |
| Cloud platforms | 3.00 | 80.00 | French |
| Networks and platforms regulations | 3.00 | 80.00 | French |
| Elective courses | |||
| Digital networks | 3.00 | 80.00 | French |
| Economy and platforms | 3.00 | 80.00 | French |
| Developing and deploying applications in the cloud | 3.00 | 80.00 | French |
| Blockchain et consensus: co-operation in digital platforms | 3.00 | 80.00 | French |
| Building a technico-commercial answer to an international call for tender | 3.00 | 80.00 | French |
| Networks virtualisation | 3.00 | 80.00 | French |
| Networks basics (Msc) | 3.00 | 80.00 | French |
| Mobile networks | 3.00 | 80.00 | French |
| Contents dissemination architectures | 3.00 | 80.00 | French |
| Service architecture for the Internet | 3.00 | 80.00 | French |
| TAF OPE – Environment observation | |||
| Courses | |||
| Physics of wave propagation and sensors | 3.00 | 80.00 | French |
| Hardware architecture and sensors networks | 3.00 | 80.00 | French |
| Observation and perception systems engineering | 3.00 | 80.00 | French |
| Elective courses | |||
| Radio technologies | 3.00 | 80.00 | French |
| Acoustic systems: architectures and scales | 3.00 | 80.00 | French |
| Software radio: architecture and applications | 3.00 | 80.00 | French |
| Big data & Cloud computing | 3.00 | 80.00 | French |
| Electronic integration– from the algorithm to the prototype | 3.00 | 80.00 | French |
| Computational imaging | 3.00 | 80.00 | French |
| Robotic systems programing | 3.00 | 80.00 | French |
| Computer vision | 3.00 | 80.00 | French |
| 2D and 3D artificial vision technology | 3.00 | 80.00 | French |
| Machine learning and multi-sensors database advanced processing | 3.00 | 80.00 | French |
| Project JANUS (CNES): Multi-academic partners project for a CubeSat conception | 3.00 | 80.00 | French |
| TAF Robin – Robotics and interactions | |||
| Courses | |||
| Robots modelling | 3.00 | 80.00 | French |
| Robots control | 3.00 | 80.00 | French |
| Innovation and robotisation | 3.00 | 80.00 | French |
| Contemporary managerial questions | 3.00 | 80.00 | French |
| Elective courses | |||
| Company performance management | 3.00 | 80.00 | French |
| Complex systems engineering | 3.00 | 80.00 | French |
| Environment energy: issues and strategies | 3.00 | 80.00 | French |
| Algorithms and automatic learning | 3.00 | 80.00 | French |
| Prototyping a robotic system | 3.00 | 80.00 | French |
| Bio-inspired robotics | 3.00 | 80.00 | French |
| Embedded systems | 3.00 | 80.00 | French |
| Cobotics and haptics | 3.00 | 80.00 | French |
| Distributed and real-time information systems | 3.00 | 80.00 | French |
| TAF SEH – Heterogenous embedded systems | |||
| Courses | |||
| Digital and analogical integrated circuits | 3.00 | 80.00 | French |
| Methodologies: from the algorithm to the chip | 3.00 | 80.00 | French |
| Embedded systems: hardware-software interaction | 3.00 | 80.00 | French |
| Elective courses | |||
| Advanced methods for programing and software development | 3.00 | 80.00 | French |
| Radiofrequencies technologies and devices | 3.00 | 80.00 | French |
| Seminar: Integrated circuits and systems conception (Grenoble) | 3.00 | 80.00 | French |
| Software radio: architecture and applications | 3.00 | 80.00 | French |
| Circuits high level conception | 3.00 | 80.00 | French |
| New techniques and uses of visualization and interactive display | 3.00 | 80.00 | French |
| AI – optimized implementations | 3.00 | 80.00 | French |
| Connected medical devices | 3.00 | 80.00 | French |
| Web applications engineering | 3.00 | 80.00 | French |
| AI– introduction | 3.00 | 80.00 | French |
| Energies and sensors | 3.00 | 80.00 | French |
| AI– introduction | 3.00 | 80.00 | French |
| Electronics integration– from the algorithm to the prototype | 3.00 | 80.00 | French |
| TAF TEE – Environmental and energy turnaround | |||
| Courses | |||
| Environmental and energy issues | 3.00 | 80.00 | French |
| Energy grids | 3.00 | 80.00 | French |
| Strategic and socio-technical analysis of energy and environmental issues | 3.00 | 80.00 | French |
| Energy and environment risks and management | 3.00 | 80.00 | French |
| Elective courses | |||
| Contemporary managerial questions | 3.00 | 80.00 | French |
| Company performance management | 3.00 | 80.00 | French |
| Complex systems engineering | 3.00 | 80.00 | French |
| Algorithms and automatic learning | 3.00 | 80.00 | French |
| Renewable energy production sectors | 3.00 | 80.00 | French |
| Building energy performances | 3.00 | 80.00 | French |
| Machines energy | 3.00 | 80.00 | French |
| Energy recovery and waste-to-energy and biomass processes | 3.00 | 80.00 | French |
| Building environmental performances | 3.00 | 80.00 | French |
| Energy systems and cycles | 3.00 | 80.00 | French |
| Environmental assessment | 3.00 | 80.00 | French |
| Sustainable cities and territories | 3.00 | 80.00 | French |
| Innovative low-carbon generation technologies | 3.00 | 80.00 | French |
