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Master of Science in Engineering
Diplôme d’Ingénieur IMT Atlantique
In-depth study themes
Thématiques d’approfondissement –TAFs(courses mostly taught in French)
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Master of Science in Engineering - Diplôme d’Ingénieur IMT Atlantique
MAJORS
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Master of Science in Engineering - Diplôme d’Ingénieur IMT Atlantique
MAJORS
Healthcare engineering: assisted surgery technologies, medical imaging,diagnostic assistance or even tattooing of medical data
Energy, nuclear and environmental engineering: process engineering, energysystems, eco-design, nuclear physics, radiochemistry, neutronics or safety
Computer science and networks: big data, applied mathematics, softwareengineering, cybersecurity, artificial intelligence or cloud computing
Industrial engineering and organizations: industrial performance, digital business
models, production management, logistics optimization and digital transformationmanagement
Electrical engineering / robotics, electronics, automation, telecommunicationand embedded systems: human-machine interaction, communication systems,
connected objects, space and maritime surveillance, etc.
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Master of Science in Engineering - Diplôme d’Ingénieur IMT Atlantique
In-depth study themes (TAFs) offered in 2019COMPUTER SCIENCE AND NETWORK
IoT, IoT for industry 4.0 (R, taught in English)
CoOC, Design of communicating objects (B)
Cyber, Cybersecurity (R )
DaSci, Data Science (B)
DCL, Collaborative software development (BN)
DigIC, Digitalisation, innovation and changes (B)
IHM, HMI & collaborative systems (B)
MCE, Mathematical and computational
engineering (B)
PNum, Digital platforms: technologies and
markets (R, taught in English)
ELECTRICAL ENGINEERING
ISC, Communications Systems Engineering (B)
OPE, Observation and perception of the environment (B)
SEH, Embedded and heterogeneous systems * (B)
ENERGY, NUCLEAR AND ENVIRONMENT
DEMIN, Development and management of nuclear facilities (N)
TEE, Energy and environmental transitions - M1 (N)
HEALTHCARE ENGINEERING
Health, Healthcare Engineering (BN)
INDUSTRIAL ENGINEERING
ASCy, Automation and cyber-physical systems
(N)
COPSI, Design, Optimization and Control of
Industrial Systems (N)
MPR, Risk and return management (N)
Robin, Robotics and interactions (N)Each TAF is taught in only one campus
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Master of Science in Engineering - Diplôme d’Ingénieur IMT Atlantique
Choice of courses
There are 11 slots (rated from A to K) in all the TAFs
Each course (UE) chosen by the student must be from a different slot
Students cannot take more than 11 UE per year
To validate a TAF students must pass at least 8 courses (UE):
All the core courses (UE coeur) of the TAF, which are mandatory (3 or 4 depending on the TAF)
3 or 4 elective courses (UE électives) of the TAF
Free courses (UE libres): students can take other UEs from other slots
(among all UEs available in all the TAFs) either to get 8 UEs or as extra.
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HOW TO READ THE SLIDES
Acronym and title (number of UE cœur + number of UE électives to bepassed in order to validate the TAF)
UE Cœur: core courses
UE Électives: specialized courses
UE Libres: elective courses to be chosen from a different TAF
Schedule of UEs:
A, B, C, D: September - December
E: January
F, G, H: February, MarchI, J, K: April, May
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COURSE SCHEDULE
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ASCY – AUTOMATION AND CYBER-PHYSICAL SYSTEMS (4+3)
CoreA: Modeling, analysis and simulation of mechatronics systemsB: From perception to action: robust control of dynamic systems
C: Identification and estimation of signals and dynamic systemsF: Implementation of control or diagnostic algorithmsElectivesD: Contemporary managerial issues
Management of the company’s performance Engineering of complex systems
Environmental energy: issues and strategies
E: Prototyping robotic systems
G: Advanced control methodologyEmbedded systems
H: Smart transports
Cyber-physical systems optimizationReal time and distributed information systems
I, J, K: free choice of course
Contact: [email protected]
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COOC – COMMUNICATING OBJECTS DESIGN (3+3)
CoreA: User centered designB: Rapid prototyping and agile developmentC: The object in its environmentElectivesD: Advanced methods of programing and software developmentE: Radio software
Decrypting a marketF: Evaluation, acceptability and digital ressources
Internet of things, social web and semanticNew techniques and uses of visualisation and interactive display
G: Web applications EngineeringAI – optimised implementationConnected medical devices
H: Development of mobile devicesIntroduction to AI
I: Sensors and EnergyJ: Innovation Ecosystem
Introduction to AIK: Electronics integration: from the algorithm to the prototype
Contact: [email protected]
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COPSI – DESIGN, OPTIMIZATION & CONTROL OF INDUSTRIAL SYSTEMS (4+3)
CoreA: Operation managementB: Modeling languages and technicsC: Operations researchE: Advanced operations research
ElectivesD: Contemporary managerial issues
Management of the company’s performance Engineering of complex systemsEnvironmental energy: issues and strategiesAlgorithms and machine learning
F: AI and constraint programingLogisitic chain design
G: TransportImplementation case: Decision, Optimisation and Responsability
H: Planification and sequencing
I, J, K: free choice of course
Contact: [email protected]
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CYBER – CYBERSECURITY (4+3)
CoreA: Networks basisB: Networks CybersecurityC: Systems CybersecurityE: Evaluation, Analysis and Security certification
ElectivesD: System security architecture
E: Core course
F: Cyber in specific environmentWeb applications and Databases Cybersecurity
G: free choice of courseH: Data protection
I, J, K: free choice of course
Contact: [email protected]
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DCL – COLLABORATIVE SOFTWARE DEVELOPMENT (4+3)
CoreA: Advanced methods for programing and software developmentB: Developer’s econommic, organizational and legal environmentC: Sotware development engineeringE: Theoretical foundation of concurrent software developmentElectivesD: Contemporary managerial issues (N)
Management of the company’s performance (N)
Engineering of complex systems (N)Environmental energy: issues and strategies (N)Algorithms and machine learning (N)
F: Principles of computer networks through practise(B) Aspects of wide scale development (N)
G: Web applications engineering (B) Programing robotic systems (B) Big data: collect, process and operate large amounts of data (N)
H: Cryptography and its applications (B) Apps development on mobile devices (B)High performance computing (N)
I: « Userland » operating systems – service-oriented architectures and system programing (B) Web applications engineering (N)
J: Languages and logics (B) Logical architecture and component based programing (N)
K: Algorithms design and analysis (B)Man-machine interaction – user experience (N)Certified programing (N)
Contacts:
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DIGIC – DIGITALISATION, INNOVATION AND CHANGES (3+3)
CoreA: Introduction to machine learningB: Innovative societyC: Digital strategies
ÉlectivesD: free choice of course
E: Decoding a marketCompany architecture and Information systems urbanisation
F: Assessment of user experienceDigital marketing and Customer Relationship Management (CRM)Innovation Ecosystem
G: Company architecture and Information systems urbanisationBusiness EngineerDecision-making
H: Business Intelligence Change management
I: Graph Theory and social networks analysisChange management
J: Storytelling DatavizSteering tools for company management
K: Game theory and agent based modelingDigital marketing and CRM
Contact: [email protected]
This TAF is very popular. Unfortunately there are no more places available this year
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DS – DATA SCIENCE: FROM DATA TO DECISION-MAKER (3+4)
CoreA: Introduction to machine learningB: A journey to data scientist 1C: A journey to data scientist 2
ElectivesD: Statistics and Statistical Analysis Systems (SAS)
Advanced C++ programingDeep learning
E: Big Data & Cloud computing
F: Advanced data miningData mining cases deployment
G: Decision-makingMarket financeLanguage processing and text miningAI algorithms optimisation
H: Business IntelligenceAdvanced Big Data architecture Introduction to AI
I: Data sciencesGraph theory & social network AnalysisAdvanced C++ programing
J: Learning analytics & learners follow-upIntroduction to AI
K: Game theory & agent based modelingDigital marketing
Contact: [email protected]
This TAF is very popular. Unfortunately there are no more places available this year
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DEMIN – NUCLEAR ENGINEERING(4+3)
CoreA: Nuclear physicsB: Fuel cycleC: Nuclear reactors operationG: Radio protection
ElectivesD: Contemporary managerial issues (N)
Management of the company’s performance (N)Engineering of complex systems (N)Environmental energy: issues and strategies (N)Algorithms and machine learning (N)
E: Economy of energyFusion, GEN IV, Propulsion
F: Monte Carlo modeling in nuclear physicsH: Management of complex projects in the nuclear field
I, J, K: free choice of course
Contact: [email protected]
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HEALTH – HEALTHCARE ENGINEERING (3+3)
CoreA: Anatomy & physiology for the design of medical devices & sensorsB: The digital patientC: Health management: Information System organization
ElectivesD: free choice of courseE: Computer-aided medical interventions
Economy and health lawF: Principles of physics, system architecture, training and medical
image processingG: Connected medical devices
DosimetryHealth information system, standards and security
H: Analysis of health data: epidemiology and decision-makingFrom the radioisotope to the radiopharmaceutical
I, J, K: free choice of course
Contacts:
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IHM – MAN MACHINE INTERACTION (MMI) AND COLLABORATIVE SYSTEMS (4+3)
CoreA: Software engineering for MMIs and collaborationB: Cognitive ergonomy for interactionC: Social, legal and ergonomy principles of work within a collaborative
networkD: Advanced methods for programing and software developmentElectivesE: Augmented reality
F: User experience evaluationIoT Intelligence, social web and semantic
G: Collaborative virtual realityWeb Apps engineeringLanguage processing and data mining
H: Mobile Devices Developpment
I, J, K: free choice of course
Contact: [email protected]
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IOT – INTERNET OF THINGS FOR THE INDUSTRY 4.0 (3+3)
CoreA: Developing and deploying applications in the cloudB: Information transport protocolsC: New economy models and digital law
ElectivesD: Security architecture of systems
Mobile networks
E: Wireless networks for IoT devicesIndustrial networks
F: Distribution radio networksG: Cyber-security in specified environmentsH: Smart cities and transports
I: Computer networks basis Mobile networks
J: StandardisationK: Literature review project
Contact: [email protected]
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ISC – COMMUNICATION SYSTEMS ENGINEERING (3+3)
CoreA: Physical channels of communicationB: Digital communicationsC: Transmission systems architecture and engineering
ElectivesD: Error correction coding
Radio technologies
E: Receivers for digital communications: from principles to implementationData and applications security
F: Optical technologiesComputer networks through practise
G: Mobile networksData compression: from source coding to virtual reality
H: Optical networks
I,J: Fee choice of courseK: Electronic integration: from the algorithm to the prototype
Contact: [email protected]
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MCE – MATHEMATICAL & COMPUTATIONAL ENGINEERING (3+3)
CoreA: Introduction to machine learningB: Stochastic modelling and analysisC: Numerical methods
ElectivesD: Advanced C++ programing
Deep learning
E: Stochastic Dynamic ModelsBig data & cloud computing
F: Statistical learning & sparse representationsEmpirical financeComputational ImagingDeployment of data mining true cases
G: Markov chains & applicationsMarket financeComputer vision
H: Portfolio management & trading algorithmsProjects on recent advances in machine learning
I: Artificial intelligenceJ: Projects on recent advances in machine learningK: Game theory and agent based modeling
Contact: [email protected]
This TAF is very popular. Unfortunately there are no more places available this year
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MPR – PERFORMANCES AND RISK MANAGEMENT (4+3)
CoreA: Performance managementB: Risks management C: Risks in change managementE: Uncertain optimisation
ElectivesD: Contemporary managerial questions
Company performance managementComplex systems engineeringEnvironment energy: issues and strategiesAlgorithms and automatic learning
F: Operational effectivenessConception risk and performance
G: Maintenance in operational readinessEconomic performance
H: Performance assessmentInnovation, a risky approach
I, J, K: free choice of course
Contact: [email protected]
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PNUM – DIGITAL PLATFORMS: TECHNOLOGIES AND MARKETS (3+3)
CoreA: Network basisB: Cloud platformsC: Networks and platforms regulations
ElectivesD: Digital networks
E: Economy et platforms
F: Developing and deploying applications in the cloudBlockchain et consensus: co-operation in digital platforms
G: Building a technico-commercial answer to an international call for tender
H: Networks virtualisation
I: Networks basics (Msc)Mobile Networks
J: Contents dissemination architecturesK: Service architecture for the Internet
Contact: [email protected]
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OPE – ENVIRONMENT OBSERVATION (3+4)
CoreA: Physics of wave propagation and sensorsB: Hardware architecture and sensors networks C: Observation and perception systems engineering
ElectivesD: Radio technologies
Acoustic systems: architectures and scales
E: Software radio: architecture and applicationsBig data & Cloud computing
F: Electronic integration– from the algorithm to the prototypeComputational imaging
G: Robotic systems programingComputer vision
H: 2D and 3D artificial vision technologyMachine learning and multi-sensors database advanced processing
I+J: Project JANUS (CNES): Multi-academic partners project for a CubeSat conception
K: Free choice of course
Contact: [email protected]
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ROBIN – ROBOTICS AND INTERACTIONS (4+3)
CoreA: Robots modellingB: Robots controlC: Innovation and robotisationF: Software architecture for robotics
ElectivesD: Contemporary managerial questions
Company performance managementComplex systems engineeringEnvironment energy: issues and strategiesAlgorithms and automatic learning
E: Prototyping a robotic system
G: Bio-inspired roboticsEmbedded systems
H: Cobotics and hapticsDistributed and real-time information systems
I, J, K: Free choice of course
Contact: [email protected]
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SEH – HETEROGENOUS EMBEDDED SYSTEMS (3+3)
CoreA: Digital and analogical integrated circuitsB: Methodologies: from the algorithm to the chipC: Embedded systems: hardware-software interaction
ElectivesD: Advanced methods for programing and software development
Radiofrequencies technologies and devices
E: Seminar: Integrated circuits and systems conception (Grenoble) Software radio: architecture and applications
F: Circuits high level conceptionNew techniques and uses of visualization and interactive display
G: AI – optimized implementationsConnected medical devicesWeb applications engineering
H: AI– introduction
I: Energies and sensorsJ: AI– introduction K: Electronics integration– from the algorithm to the prototype
Contact: [email protected]
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TEE – ENVIRONMENTAL AND ENERGY TURNAROUND (4+3)
CoreA: Environmental and energy issuesB: Energy gridsC: Strategic and socio-technical analysis of energy and environmental issues E: Energy and environment risks and management
ElectivesD: Contemporary managerial questions
Company performance managementComplex systems engineeringAlgorithms and automatic learning
F: Renewable energy production sectorsBuilding energy performancesMachines energy
G: Energy recovery and waste-to-energy and biomass processesBuilding environmental performancesEnergy systems and cycles
H: Environmental assessmentSustainable cities and territoriesInnovative low-carbon generation technologies
I, J, K: Free choice of course
Contact: [email protected]
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Other UE outside the TAFs
D slot
UE entrepreneurship
UE research