Centrale Lyon training courses
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Optimisation et Représentation Parcimonieuse (obligatoire)
Offre de formation
Syllabus ECL 24-25
Master in Applied Mathematics, Statistics
M2 Applied Mathematics, Statistics - Math in Action track
2023-2024 M2 Mathématiques Appliquées, Statistique - parcours Math en Action - Semestre 4
Content
Optimisation and Sparse Representation
Code
24_M_MAS_M2_MEA_S4_ORP
Managers
Laurent SEPPECHER
Offre de formation
Syllabus ECL 21-22
Diplôme Ingénieur Généraliste 21-22
Tronc Commun
MTH - Mathématics - S5
Applied Analysis S5
Numerical Analysis S5
Probabilités Statistique
Mathématiques adaptées I : analyse - algèbre
Mathématiques adaptées II : probabilités statistique
INF - Computer Sciences S5-S6
Algorithmes et structures de données
Conception et programmation objet
Projet d'application WEB
ECS - Electrical Energy and Systems Control - S5-S6
Autonomie ECS
Energie Electrique
Automatique linéaire
Régulation et entraînement électrique
FLE : Fluids and Energy S5-S6
Fluids and Energy - Concepts and applications
en/fr
Fluids and Energy - Experimental and numerical methods
Fluids and Energy - Project Labs
SEM : Economics and Management S5
Economie générale
Gestion d'entreprise
STI : Sciences et Techniques de l'Information
Autonomie STI
Systèmes électroniques
Traitement du Signal
Conversion A/N pour les systèmes audio
GM - Génie Mécanique - S6
Génie Mécanique Technologie-Mécanique Générale-RDM -S6
Activités pratiques de Génie Mécanique S6
Modélisation et Conception S6
Conception de Mécanisme S6
MSS - Mécanique des Solides et des Structures - S6
Mécanique des Solides Déformables S6
Mécanique des Solides Déformables Aspects Expérimentaux S6
Maquettage Numérique S6
Compléments de dynamique des structures, optimisation S6
Plasticité, mise en forme S6
PCM - Physique Chimie de la Matière - S6
Physics S6
Chemistry S6
Practical activities in Physics Chemistry Photonics S6
IDM - Ingénierie Des Matériaux - S6
De la Matière aux Matériaux : Structure et Propriétés S6
Travaux Pratiques en Science et Génie des Matériaux et des Surfaces S6
IDM - Ingénierie Des Matériaux - S7
De la Matière aux Matériaux : Structure et Propriétés S7
Travaux Pratiques en Science et Génie des Matériaux et des Surfaces S7
GM - Génie Mécanique - S7
Génie Mécanique Technologie-Mécanique Générale-RDM S7
Activités pratiques de Génie Mécanique S7
Modélisation et Conception
Conception de Mécanisme S7
MSS - Mécanique des Solides et des Structures - S7
Mécanique des Solides Déformables S7
Mécanique des Solides Déformables Aspects Expérimentaux S7
Maquettage Numérique S7
Compléments de dynamique des structures, optimisation S7
Plasticité, mise en forme S7
PCM - Physique Chimie de la Matière - S7
Physics S7
Chemistry S7
Practical activities in Chemistry Physics and Photonics S7
SHS - Sciences Humaines et Sociales S7
Individus et société S7
Travailler aujourd'hui S7
Ethique S7
PRO - Professionnelle S5-S6-S7
Conferences
Enquête découverte S6
Visites d'entreprise S6
Physical Education and Sport S5-S6-S7
en/fr
Study Project S5-S6
Career plan - tutoring S5-S6-S7
Industrial Project S7-S8
Projet Application - Recherche S7-S8
CLIC - Centrale Lyon Innovation Camp S5
WEEX : Eolien - S5-S6-S7
WEEX : Déchets et Pollution - S5-S6-S7
en/fr
WEEX : Mobilités - S5-S6-S7
en/fr
LC - Langues et Cultures S5-S6
Anglais S5-S6
Arabe S5-S6
Chinois S5-S6
Allemand S5-S6
Espagnol S5-S6
Français S5-S6
Italien S5-S6
Japonais S5-S6
Portugais S5-S6
Russe S5-S6
LC - Langues et Cultures - S7
Anglais S7
Arabe S7
Chinois S7
Allemand S7
Espagnol S7
Français S7
Italien S7
Japonais S7
Portugais S7
Russe S7
STE - Stage d'exécution - S6
Stage d'exécution - S6
APPRO - In-depth Courses
Acoustics and Waves in Fluids
Data analysis and pattern recognition
en/fr
Software Engineering: Model and process based software development
embedded systems architectures
Digital architectures for computing and information processing
Automatic control with nonlinear phenomena
Biomechanics of Living Tissue and Prosthetic Biomaterials
Communicant and Intelligent Sensors
Molecular and supramolecular chemistry
Multi-sensor, Multi-activator Control
Inelastic behaviour of structures
Electromechanical Conversion
Supersonic Flow
Electrochemistry and Chemitronics
Power Electronics
Damage and Ruin of Materials
Optimal filtering and Information transmission
Mechanical Engineering
Amorphous Materials for Innovative Functional Structures
Materials and Innovative Surface Treatments
Quantum Mechanics and Applications
Multimedia : concepts and technologies
Numerical approximation for ODEs and PDEs
Probability theory and introduction to random processes
Dielectric and Semiconductor Physics
Problem Resolution Strategies
Multi-body mechanical systems
Thermics and Combustion
Transition to Turbulence
Vibration Analysis
Parcours électif
Parcours électif - Semestre 8
ELC - Unité d'enseignements Electifs
Acoustique musicale
en/fr
Algorithmes collaboratifs et applications
Algorithme et raisonnement
Analyse fonctionnelle : théorie et applications
Analyser et observer la matière
en
Antennes, signal et processeurs
An Introduction to Meteorology and Oceanography
en
Applications Web
Capteurs et traitement d'images
en/fr
Circuits et dispositifs en micro-ondes
Collaborer et manager à l'ère du numérique
Communication interpersonnelle et pratiques professionnelles
Conception d'un emballage responsable
Des déchets et des hommes
Design optimal et mécanique des fluides numérique
en
Du micro au macro en mécanique
Dynamique des rotors en ingénierie mécanique
en
Ecologie et Environnement
Ecoulement diphasique et systèmes énergétiques
en/fr
Elaboration de pièces techniques
Eoliennes
Entreprendre et innover
Filtrage adaptatif : application au contrôle actif de bruit
en/fr
Finance de marché
Finance d'entreprise
Ingéniérie des Procédés Industriels
Ingénierie Nucléaire
Ingénierie pour la santé
Introduction aux vibrations aléatoires
en
Les enjeux de la transition écologique
Les Métamatériaux Mécaniques
en/fr
Machine Learning et Applications
en/fr
Marketing
Matériaux polymères : propriétés physiques et innovations
en
Ingénierie et systèmes Haute Tension
Mathématiques appliquées à la biologie
Mécanique des sols
Mécanique des structures minces : Plaques et Coques
Méthode des éléments finis, de la théorie à la mise en oeuvre
Méthodes numériques en mécanique
en
Mondialisation et transculturalités
Optique et Photonique pour l'Ingénieur
Ordre, chaos, fractales
Philosophie des sciences et techniques
Physical chemistry of surfaces and interfaces
en/fr
PLM - Maquette numérique
Programmation des interfaces graphiques en C++
Propulseurs aéronautiques
Savoir choisir un matériau
en
Fablab Practices
Simulation multiphysique en conception mécanique
Sociologie des comportements politiques
Space physics and solar-terrestrial coupling
en
Surfaces, friction, vibrations
en/fr
Systèmes autonomes de production (SAP)
Systèmes mécatroniques intelligents
en/fr
Théorie des probabilités et introduction aux processus stochastiques
Vivant, Information et Système
en/fr
PRO - Professionnelle S8
Autonomie PRO
Conférences
Accompagnement au projet professionnel
Projet Application - Industriel
Projet Application - Recherche
Projet Ecole d'Architecture
LC - Langues et Cultures
Anglais S8
Arabe S8
Chinois S8
Allemand S8
Espagnol S8
Français S8
Italien S8
Japonais S8
Portugais S8
Russe S8
STA - Stage d'application
Stage d'application
Elective - Semester 9
UE Métier
Modules Ouverts Métiers
Droit de l'entreprise
Intelligence économique et protection de l'information
Management de la qualité
Management de l'entreprise industrielle
Management des ressources humaines et des organisations
Organisations and team management
en
Systèmes d'ingénierie
Modules Spécifique Métiers
Métier Ingénieur Consultant
Les Fondamentaux
Gestion de projet, techniques financières et techniques de communication
Devenir Consultant
Projet ICs
Métier Ingénieur Eco-Conception et Innovation
Procédés de conception avancée
Outils modernes de conception
Conception et choix technologiques
Projet ICo
Conférences
Métier Ingénieur Management des risques industriels et environnementaux
Ingénieur Management des risques industriels et environnementaux
en/fr
Les Impacts sur l'homme, l'environnement et la santé
Evaluation et quantification des Risques
en/fr
Gestion, prévention et mitigation des risques
Projet IMR
Métier Ingénieur Recherche Innovation et Développement
Gestion du Projet de recherche et Interdisciplinarité
Créativité, ergonomie, design, innovation, compétitivité
Structures de Recherche Nationales et Internationales - Philosophie, Sciences et Société
Formation Master
Métier Ingénieur Excellence Opérationnelle (Lean Supply Chain)
Management des Opérations
Excellence opérationnelle
Principes de la Supply Chain
Management de projet Agile et innovation
Projet intégratif IEO
Participation
Métier Intrapreneur et Entrepreneur
Ingénieur Intrapreneur et Entrepreneur
Design thinking et créativité
Réseaux d'acteurs et écosystèmes
Modèles économiques
Projet de création d'activité
Métier en Entreprise
UE Secteur
Modules Ouverts Sectoriels
Aérodynamique transsonique
en
Algorithmes pour la décision en entreprise
Bruit des Transports aériens et terrestres
en
Calculs avancés en dynamique des véhicules
Choix des matériaux et des assemblages
Compatibilité électromagnétique des systèmes de puissance et interaction avec leur environnement
Confort et énergie de l'habitat
Contrôle Actif du Bruit et des Vibrations
en/fr
Couches ultraminces et surfaces fonctionnalisées
Dynamique des mécanismes
Econométrie des Séries Temporelles
Ecoulements instationnaires en turbomachine
en
Energie et impact sur l'environnement
Entrepreneur
Géotechnique
Gestion des ressources naturelles
en/fr
Hydrology and Hydrogeology
Informatique d'entreprise
Informatique Graphique
Intrapreneur
Ingénierie tissulaire et biomatériaux
Macro Energie
Microsystèmes, microcapteurs, microfluidique
Modélisation et gestion du trafic
Nouvelles Technologies de l'Information et de la Communication
Ouvrages de Production d'Energie
Phénomènes complexes en dynamique des structures
Pollution Atmosphérique
Problèmes en domaines non bornés : analyse mathématique et simulation numérique
en/fr
Procédés généraux de construction
Véhicules hybrides : modélisation et gestion de l'énergie
Visualisation interactive de données
Stabilité des machines tournantes
en
Stratégie d'entreprise
Sûreté de fonctionnement des systèmes et des structures
en
Option Mathématiques et Décision
Modules Spécifiques Option Mathématiques et Décision
Libelle english
Mathématiques et Ingénierie du Risque
Advanced Tools for Learning : when Convexity meets Sparsity
en
Introduction aux mathématiques financières
Problèmes inverses et imagerie
Projet IM
Filière Aide à la Décision pour l'Entreprise
Simulation de décisions opérationnelles
Simulation de décisions stratégiques et financières
Systèmes et outils d'aide à la décision
Projet ADE
Option Bio-Ingénierie et Nanotechnologies
Spécifiques Option Bio-Ingénierie et Nanotechnologies
Conférences et visites
Projet Option Bio-Ingénierie et Nanotechnologies
Filière Bio-Ingénierie
Imageries médicales
Interactions matériau-vivant
Bioproduction
Bio-informatique, bio-statistique et modélisation
Filière Nanotechnologies
Mémoires pour l'internet des objets
Surfaces intelligentes
Guidage photonique
Nano-optiques
Option Aéronautique
Spécifiques Option Aéronautique
Conférences
Projet Avion
en/fr
Projet Spécifique
Filière Acoustique et Vibrations
Acoustique et VIbrations
Filière Guidage et Pilotage
Guidage et Pilotage
en/fr
Filière Matériaux et Structures
Matériaux et Structures
Filière Propulsion
Propulsion
en
Option Energie
Modules Spécifiques Option Energie
Produire, stocker, organiser les énergies
Projet EN
Filière Energie Embarquée
Nouveaux carburants
Pétrole et Gaz
Filière Energie d'Infrastructure
Réseaux électriques
Ingénierie nucléaire
Option Transition Ecologique et Territoires
Modules Spécifiques Option Transition Ecologique et Territoires
Filière Bâtiments et Infrastructures
Constructions
Ouvrages pour la Mobilité
Projet TET
Filière Ville et Aménagement Durable
Climatologie Urbaine
en/fr
Régénération et résilience urbaine
en/fr
Projet TET
Filière Habitat Durable
Confort de l'habitat
Energies renouvelables
Projet TET
Option Informatique
Modules Spécifiques Option Informatique
Informatique
Technologies informatiques du Big Data
Les systèmes d'information par la pratique
Internet des objets
Apprentissage automatique
Vision par ordinateur
Calcul et modélisation géométrique pour l'informatique graphique
Bayesian Learning and Text Mining
Projet Informatique
Filière Informatique
Option Transport et Trafic
Spécifiques Option Transport et Trafic
Filière Trafic et Environnement
Trafic et environnement
Transports et Société
Ingénierie des transports
Sécurité des transports
Logistique desTransports
Projet TT
Visites de sites
Filière Technologies des Véhicules
Technologies des véhicules
Transports et Société
Ingénierie des transports
Dynamique des véhicules
Organes et architecture véhicule
Projet TT
Visites de sites
MOD - UE Modules Ouverts Disciplinaires
Acoustique Environnementale
en/fr
Aérodynamique et Energétique des Turbomachines
en
Aérodynamique externe
en
Aléas et hétérogénéités dans les structures
Analyse des assemblages : géométrie et architecture
Apprentissage profond & Intelligence Artificielle : une introduction
en/fr
Automatique Avancée
en/fr
Bruits d'origine aérodynamique
en/fr
Caractérisation des surfaces et des nanostructures
Changement climatique
en
Combustion pour la propulsion
en
Comportement des matériaux
Défis informatiques du Big Data
Diagnostic et Sûreté de Fonctionnement
Durabilité des matériaux et des structures
en
Dynamique des structures
Dynamique des systèmes biologiques humains
Energie Nucléaire
Energie Stockage-Conversion
Coastal and Ocean Engineering
en
Green Computing
Hydraulique fluviale
en
Identification des systèmes et décomposition parcimonieuse des signaux
Information quantique
Interactions fluide-structure
en/fr
Introduction à Data Science
Introduction aux vibrations non-linéaires
Les turbines pour la production d'énergie
Le système électrique
Matériaux de construction
Matière molle : nanosystèmes et interfaces biologiques
en/fr
Mécanique des matériaux et structures composites
en
Méthodes numériques pour les EDP
Méthodes variationnelles pour les EDP
Microsystèmes Autonomes
Nanophotonique
en/fr
Nanotechnologies
Parcours Bâtiment et Architecture
Physiologie humaine et biotechnologies
Physique des écoulements turbulents
en
Processus Stochastiques : modèles et méthodes numériques
en
Propagation des ondes élastiques
Recherche opérationnelle
Reconnaissance et comportement des sols
Représentation et manipulation de données structurées
Réseaux informatiques
Simulation numérique des écoulements
Sources acoustiques et propagation du son
en
Stabilité des Systèmes Mécaniques
Statistique appliquée aux sciences de l'ingénieur
Systèmes embarqués sécurisés
en/fr
Systèmes de bases de données
en/fr
Systèmes d'information en entreprise
Traitement et analyse des données visuelles et sonores
en/fr
Tribologie : principes et applications
en/fr
Ingénierie d'un objet de grande consommation
MOD Parcours Entrepreneur 1
MOD Parcours Entrepreneur 2
MOD Parcours Intrapreneur 1
MOD Parcours Intrapreneur 2
Ouverture socio-économique et culturelle
Module Collège des Hautes Etudes Lyon Sciences
LC - Langues et Cultures
Syllabus ECL 22-23
Diplôme Ingénieur Généraliste 22-23
Common Core
MTH - Mathematics - S5
Applied Analysis
Numerical Analysis
Probability theory and Statistics
Adapted Mathematics I : applied analysis - algebra
Adapted maths II : Probability theory and Statistics
ECS - Electrical energy and Systems Control - S5-S6
Academic support ECS
Electrical Energy
Linear Control
Electric Drive Control
FLE - Fluids and Energy - S5-S6
Fluids and Energy - Concepts and applications
en/fr
Fluids and Energy - Experimental and numerical methods
Fluids and Energy - Project Labs
INF - Computer Science - S5-S6
Algorithms and data structures
Object-oriented design and programming
Practical IT project
SEM - Economics and management S5
Introduction to Economics
Enterprise Management
STI - Information Science and Engineering - S5-S6
Autonomy
Electronic Systems
Signal processing
Analog to Digital conversion
GM - Mechanical engineering - S6
Mechanical Engineering
Technology Analysis & Product Development
Mechanical Design
Mechanical Design
IDM - Materials Engineering - S6
From Matter to Materials: Structure and Properties
Practical courses in Material and Surface Science
MSS - Solids Mechanics and Structures - S6
Continuum mechanics of solids
Experimental analysis in continuum and solid mechanics
Digital Mock-Up
Structural Dynamics
Plasticity, forming
PCM - Physics and Chemistry of Matter - S6
Physics
Chemistry
Lab Sessions PCM
LC - Modern Languages - S5-S6
German - S5-S6
English - S5-S6
Arabic - S5-S6
Chinese - S5-S6
Spanish - S5-S6
French as a foreign language - S5-S6
Italian - S5-S6
Japanese - S5-S6
Portuguese - S5-S6
Russian - S5-S6
APPRO - In-depth Courses - S7
Power Electronics
Electromechanical Conversion
Automatic control with nonlinear phenomena
Multi-sensor, Multi-activator Control
Stabilty of flow and introduction to turbulence
Acoustics and Waves in Fluids
Supersonic Flow
Thermics and Combustion
Multi-body mechanical systems
Mechanical Engineering
Damage and Ruin of Materials
Materials and Innovative Surface Treatments
Amorphous Materials for Innovative Functional Structures
Biomechanics of Living Tissue and Prosthetic Biomaterials
Multimedia : concepts and technologies
Problem Resolution Strategies
Software Engineering: Model and process based software development
Data analysis and pattern recognition
en/fr
Vibration Analysis
Inelastic behaviour of structures
Probability theory and introduction to random processes
Numerical approximation for ODEs and PDEs
Quantum Mechanics and Applications
Molecular and supramolecular chemistry
Electrochemistry and Chemitronics
Dielectric and Semiconductor Physics
embedded systems architectures
Optimal filtering and Information transmission
Digital architectures for computing and information processing
en/fr
Communicant and Intelligent Sensors
GM - Mechanical engineering - S7
Mechanical Engineering
Practictal courses in Mechanical Engineering
Mechanical Design
Mechanisms design
IDM - Materials Engineering - S7
From Matter to Materials: Structure and Properties
Practical courses in Material and Surface Science
MSS - Solids Mechanics and Structures - S7
Continuum mechanics of solids
Experimental analysis in continuum and solid mechanics
Digital Mock-Up
Structural Dynamics
Plasticity, forming
PCM - Physics and Chemistry of Matter - S7
Physics
Chemistry
Lab Sessions PCM
SHS - Human and social sciences - S7
Individuals and society
Work in the contemporary societies and compagnies
Ethics
LC - Modern Languages - S7
German
English
Arabic
Chinese
Spanish
French as a foreign language
Italian
Japanese
Portuguese - Brazil
Russian
STE - Stage d'exécution - S6-S7
Stage d'exécution - S6
PRO - The engineering Profession - S5-S6-S7
Conferences UE PRO - S5-S6-S7
Physical Education and Sport - S5-S6-S7
en/fr
Career plan - tutoring - S5-S6-S7
CLIC - Centrale Lyon Innovation Camp - S5
WEEX : Wind Power - S5-S6-S7
WEEX : Waste and pollution - S5-S6-S7
en/fr
WEEX : Mobility - S5-S6-S7
en/fr
WEEX : Hydrogen - S5-S6-S7
Discovering engineering - S6
en/fr
Company visits - S6
Study Project - S5-S6
Industrial Project - S7
Research Project - S7
Ouverture aux enjeux de la transition écologique
Parcours électif
Parcours électif - Semestre 8
Optional Courses
Musical acoustics
en/fr
Algorithms for Reasoning
Collaborative algorithms and applications
Functional analysis : theory and applications
Observation and Analysis of Materials
en
An Introduction to Meteorology and Oceanography
en
Antenna, Signal and Processors
Web applications
Introduction to Image Sensing and Processing
en/fr
Circuits et dispositifs en micro-ondes
Law and Work
Social relationships in company
Men and their Waste
Optimal Design and Computational Fluid Dynamics
en
From micro to macro in solid and fluid mechanics
Rotors dynamic in mechanical engineering
en
Ecology and environment
development of technical products
Entrepreneurship and innovation
Wind Turbines
Adaptive filtering : application to active noise control
en/fr
Market Finance
Cost Manangement and entrepreneurial finance
Geographical information systems
en
Process engineering
High voltage engineering and systems
Nuclear Engineering
Health engineering
Introduction to random vibrations
en
Social, economical and political issues for a sustainable development
Les Métamatériaux Mécaniques
en/fr
Machine Learning et Applications
en/fr
Marketing
Polymer materials : physical properties and innovations
en
Mathematical Biology
Soil mechanics
Mechanics of thin structures : plates and shells
Finite Element Method, from the theory to implementation
Numerical methods in mechanics
en
Globalization and Transcultural issues
Optical methods
en/fr
Chaos and fractals
en/fr
Philosophy of the sciences and the techniques
Physical chemistry of surfaces and interfaces
en/fr
Electrical energy
Programming of graphic interface
Aircraft Turbojets
en
Fablab practices
Selection of Materials
en
Multiphysics simulation in mechanical design
Political Sociology
Space physics and solar-terrestrial coupling
en
Mechanical systems and contacts
en/fr
Discrete event systems
Smart mecatronics systems
en/fr
The Physics and Modelling of free surface flows
en
Probability theory and introduction to stochastic processes
Tribology and bio-inspired surface engineering
en
Life, Information and System
en/fr
LC - Modern Languages - S8
English
en/fr
Arabic
Chinese
German
Spanish
French as a foreign language
Italian
Japanese
Portuguese - Brazil
Russian
Professionnelle - S8
Applied placement - S8
Elective - Semester 9
Business courses
Profession Specifics Modules
Engineering Systems
Quality management
Operations & Information Management (OPIM)
Intelligence économique et protection de l'information
Company Law
Organisations and team management
Natural Risks
en
Specific Profession courses
Eco-Design and Innovation
Design Engineer
Advanced Design Processes
Modern design tools
Design and technological choices
First design of innovative products
CONFERENCES
Consulting
Consultant Engineer
The fundamentals
Consulting project management
Become a Consultant
ICs Project
Startup and Business Developer
Ingénieur Startup et Business Developper
Design thinking
Markets and stakeholders
Negociation and communication
Business creation project
Technological and environmental risks management
Engineer Industrial risk and Environment Management
en/fr
Impacts environment and human health
Evaluation and quantification of risks
en/fr
Management, prevention and mitigation of risks
IMR Project
Research & development
Engineer Research and Development Innovation
Research-Project Management
Innovative Design and Creativity
Philosophy, sciences and society
Master's course
Supply Chain and Firm Performance
Supply Chain and Firm Performance Engineer
Fresh Connection
L'entreprise étendue
L'entreprise agile
L'entreprise et la performance
l'entreprise circulaire
ISP Project
Enjeux et fonctions du SCM
Supply chain basics
Les organisations
L'organisation industrielle
L'excellence opérationnelle
Sectoral Courses
Option Aeronautics
Specific courses for aeronautics Option
Aeronautics
Lesson and conferences
Aeronautics Project
en/fr
Specific project
Specialisation Aeronautics
Aeronautics
Specialization Aeronautics
Aeronautics
en/fr
Specialization Aeronautics
Aeronautics
Specialization Aeronautics
Aeronautics
en
Option Bio-engineering and nanotechnology
Specific courses for Bio-engineering and nanotechnology
Conferences and visits
Project Option Bio-Engineering and Nanotechnology
Specialisation Bio-engineering and nanotechnology
Bio-Ingénierie
Imageries médicales
Interactions matériau-vivant
Bioproduction
Bio-informatique, bio-statistique et modélisation
Specialisation Nanotechnologies
Nanotechnologies
Mémoires pour l?internet des objets
Surfaces intelligentes
Guidage photonique
Nano-optiques
Option Energy
Specific courses for Energy Option
Energy
Thermal production
EN Project
Specialisation On-board energy
On-board energy
Mobile systems Energy
Oil and Gas
Specialisation On-board energy
On-board energy
Electrical Power Network
Nuclear engineering
Option Computer science and Communication
Specific courses for Computer science and Communication Option
Computer science and Communication
Java architectures for information systems
Cybersecurity
Internet of objects and embedded concurrent systems
Machine learning
Project
Calcul et modélisation géométrique pour l'informatique graphique
Bayesian machine learning and text mining
Project
Specialization Information systems
Management Information Systems (MIS)
Option Mathematics and decision
Specifics Modules Mathematics and decision option
Mathematics and decision
Specialisation Decision making
Decision support for business
Process simulation
Business game
Decision support systems
Project
Specialisation Mathematical engineering
Mathematics and risk analysis
Parcimonie et grande dimension
Processus de Markov et Processus Gaussiens pour la modélisation de phénomènes temporels et spatiaux
Introduction to Inverse Problems
Projet IM
Option Ecological Transition and Territories
Specific courses for Civil and Environmental Engineering Option
Civil engineering and Environment
Specialisation Civil Engineering
Contructions
Constructions
Transportation works and structures
TET project
City and its sustainable development
Environment
Urban climate
en/fr
Regeneration and urban resilience
en/fr
TET project
Option Transport and traffic
Specific courses for Transport and traffic Option
Traffic and environment
Specilisation Traffic and environment
Traffic and environment
Land Transport and Social Priorities
Transportation engineering
Transportation Safety
Transport logistics
TT project
Transportation noise
Specialisation Vehicles technologies
Vehicle technologies
Land transport and social priorities
Transportation engineering
Combustion engine and hybrid
Vehicle technologies
TT project
Technological innovations
Segment Specifics Modules
Transonic Aerodynamics
en
Game theory and algorithms
Air and ground transportation noise
en
Confort et énergie de l'habitat
Active Noise Control and Vibration
en/fr
Choice of materials and assemblage
Electromagnetic Compatibility of power systems, interaction with environement
Functionalized thin layers and surfaces
Dynamic mechanisms
Time Series Analysis
Unsteady flow in turbomachine
en
Complex systems fiability
Advanced soil engineering
Hydrology and Hydrogeology
Enterprise computing
Computer Graphics
Tissue engineering and biomaterials
Macro Energy
Microsystems, microsensors, microfluidic
New Technologies of Information and Communication
Construction of Energy Production
Complex phenomena in structural dynamics
Entrepreneurial coaching
Business development
Atmospheric pollution
Physical problems in unbounded media : mathematical analysis and numerics
en/fr
Techniques for construction
Ressources, Energy, Climate, Societies
Experimental methods in mechanics
en
Strategic Management
Health monitoring
en
Hybrid electric vehicles : modelling and energy management
Interactive Data Visualization
Discipline Specifics Modules
Environmental Acoustics
en/fr
General Acoustics : Acoustics sources and sound propagation
en/fr
Fundamentals of turbomachines
en
External Aerodynamics
en
Uncertainties and heterogeneities in real structures
Mechanical assembly: architecture and geometry analyses
Deep learning & artificial intelligence : an introduction
en/fr
Advanced Control
en/fr
Aerodynamically generated sound
en/fr
Characterization of surfaces and nanostructures
Climate change
en
Combustion
en
Mechanical behavior of materials
Computing challenges of Big-Data
Diagnosis and health monitoring
Durability of materials and structures
en
Structural dynamics
Dynamics of biological human systems
Nuclear Energy
Energy, Storage, Conversion
Stochastic processes
en
Coastal and Ocean Engineering
en
Green Computing
River Hydraulics
en
System identification and sparse decompositions
Physics for Information Technology
Engineering of a consumer object
Fluid-Structure Interactions
en/fr
Machine Learning and Data Mining
Introduction to nonlinear vibrations
Electric Power System
Power plant turbine technology
Construction materials
Soft matter
en/fr
Numerical methods for PDEs
Variational methods for PDEs
Mechanics of composite materials and structures
en
Autonomous microsystems
Entrepreneurial coaching 1
Entrepreneurial coaching 2
Business development 1
Business development 2
Nanophotonics
en/fr
Nanotechnologies
Oceanography : general concepts and case studies
en
Building & Architecture
Elastic wave propagation
Human physiology and biotechnology
Physics of turbulent flows
en
Operations Research
Soils survey and soils behaviour
Representation and manipulation of structured data
Computer networks
Numerical flow simulation
STABILITY OF MECHANICAL SYSTEMS
Statistical engineering
Secure embedded systems
en/fr
Enterprise information systems
Database Systems
en/fr
Processing and analysis of visual and audio data
en/fr
Tribology
en/fr
LC - Langues et Cultures - S9
German
English
en/fr
Arabic
Chinese
Spanish
French as a foreign language
Italian
Japanese
Portuguese - Brazil
Russian
Diplômé d'ingénieur Energie 22-23
1ère année cursus Ingénieur spécialité Energie
Ninth semester
Bases Scientifiques
Mathematiques (1)
Renforcement Scientifique
Science Des Materiaux
Circuits Electriques
Bases de mécanique
Mécanique Cinématique
Mécanique Statique
Resistance Des Materiaux (1)
Description Géométrique et Technique
Batiment
Géometrie des Systèmes Mécaniques
Outils Informatiques
Ms Project
Base de l'Informatique
Conception des Systemes d'Information
Sciences Humaines et Sociales, Economie
Economie
Ethique : L'Ingenieur et ses Responsabilites
Les Enjeux Energétiques
Fresque du climat
Entreprise et Management (1)
Approche Globale De L'Entreprise
Droit Social
Management et Animation d'Equipe
Ouverture sur le monde (S5)
Anglais (Niveau 2)
Anglais (Niveau 3)
en
Conferences de L'Ecole Centrale de Lyon
Expression Et Organisation
Expérience professionnelle (intégration)
ARCHITECTURE
Ninth semester
Mathématiques et Mécanique
Mathematiques (2)
Mecanique Generale
Logiciel de Calcul Scientifique
Bureau d'Etude de Conception (1)
Mécanique des Fluides Energétique
Mécanique des Fluides
Thermodynamique
Transferts Thermiques
Electrotechnique Automatique
Automatique : Régulation
Automatique: Système Discontinus
Electrotechnique
Ouverture sur le monde (S6)
Anglais (Niveau 2)
Anglais (Niveau 3)
en
Conferences de L'Ecole Centrale de Lyon
Recherche Documentaire
Expérience professionnelle (Projet 1)
ARCHITECTURE
2ème année cursus Ingénieur spécialité Energie
Ninth semester
Filière Energétiques (1)
Sciences Appliquées
Entreprise et Société (2)
Ouverture sur le monde (S7)
Ninth semester
Filère Energétiques (2)
Electricité et Réseaux dans le bâtiment
Gestion de Projet
Ouverture sur le monde (S8)
Expérience professionnelle (Projet 2)
3ème année cursus Ingénieur spécialité Energie
Ninth semester
Filière Energétiques (3)
Informatique de bureau d'Etudes
Méthodes de bureau d'Etudes
Ouverture sur le monde (S9)
Ninth semester
Expérience professionnelle (TFE)
Expérience professionnelle Internationale
Master's degree in Electronics, Electrical Energy, Control
M2 Electronique Energie Electrique Automatique - parcours Automatique et Systèmes Intelligents
Semester 3
Automatique des systèmes dynamiques linéaires 2
en/fr
Commande optimale
en/fr
Commande passive (MSOMSM)
en
Commande des systèmes dynamiques non linéaires
en/fr
Commande des systèmes hamiltoniens de dimension infinie (MSOMSM)
en
Commande des systèmes Implicites (MSOMSM)
en
Distributed parameters systems
en/fr
Operational Research
en
Observation des systèmes dynamiques non linéaires
en
Robustesse et optimisation convexe
Systèmes hamiltoniens à port (MSOMSM)
en
Semester 4
Projet d'initiation à la recherche
en/fr
Stage
M2 Electronique Energie Electrique Automatique - parcours Energie Electrique
Semestre 3
Enseignements de spécialité
Compatibilité Électromagnétique
Commande des entraînements électriques
Convertisseurs pour les réseaux
Diagnostic et pronostic des dispositifs électriques
Electronique de Puissance
Fiabilité et sûreté de fonctionnement
Matériaux du Génie Électrique et applications
Production et transport
Compétences transverses
Conception et dimensionnement d’actionneurs électriques
Droit du travail et création d’entreprise
Gestion de projet et Management
Modélisation électromagnétique en GE
Semestre 4
Stage
M2 M2 Electronique Energie Electrique Automatique - parcours Electronique et Systèmes Embarqués
Semester 3
Architectures et contraintes pour le traitement intégré
Conception hétérogène
Conférences recherche en entreprise
en/fr
Dispositifs électroniques avancés et émergents
Outils et méthodes pour la conception de système intégrés
Secure embedded systems
en/fr
Autonomous microsystems
Green Computing
Microsystems, microsensors, microfluidic
Mémoires pour l?internet des objets
Semester 4
Projet d'initiation à la recherche
en/fr
Stage
Master's degree in Acoustics
22 Master Acoustics Master 1
22 Master Acoustics S1
M1AC-S1-M1 common courses
M1AC-S1-Scientific communication
en
M1AC-S1-Acoustic devices
en
M1AC-S1-Fundamentals of mechanics and continuous media
en
M1AC-S1-Signal processing and speech processing
en
M1AC-S1-Sound and Propagation
en
M1AC-S1-language
M1AC-S1-M1-English
en
M1AC-S1-M1 project
M1AC-S1-M1 Project
en
22 Master Acoustics S2
M1AC-S2-Common courses
M1AC-S2-Vibrations
en
M1AC-S2-Numerical methods for acoustics
en
M1AC-S2-M1 Project
en/fr
M1AC-S2-M1 Internship
en
M1AC-S2-Elective-courses
M1AC-S2-Bioacoustics
en
M1AC-S2-Finite elements
en
M1AC-S2-Second language
en
M1AC-S2-Materiaux de l'amenagement et de la construction
Adaptive filtering : application to active noise control
en/fr
Musical acoustics
en/fr
Environmental Acoustics
en/fr
M1AC-S2-language
22 Master Acoustics Master 2
22 Master Acoustics S3
M2 AC-S3 Building Acoustics
en/fr
M2 AC-S3 Sound perception
en/fr
M2 AC-S3 Soft skills
en/fr
M2 AC-S3 Structure radiation
M2 AC-S3 Ultrasound industrial and medical application
en/fr
General Acoustics : Acoustics sources and sound propagation
en/fr
Aerodynamically generated sound
en/fr
Elastic wave propagation
Environmental Acoustics
en/fr
Physics of turbulent flows
en
Numerical flow simulation
External Aerodynamics
en
Introduction to nonlinear vibrations
Fluid-Structure Interactions
en/fr
Structural dynamics
Dynamics of biological human systems
System identification and sparse decompositions
Air and ground transportation noise
en
Active Noise Control and Vibration
en/fr
Physical problems in unbounded media : mathematical analysis and numerics
en/fr
22 Master Acoustics S4
M2 AC-S4 internship
en/fr
Master's degree in Aeronautics and Space
M1 Aeronautics and space
Language
Professionalization
Advanced design project
en
Operational excellence
en
Management of innovation processes
en
Scientific common-core
Mechanics of solids, materials and structures
en
Fundamentals of compressible and viscous flow analysis
en
Experimental techniques for solid and fluid mechanics
en
Numerical simulations for solid and fluid mechanics
en
Language
Professionalization
Advanced research project
en
Training option courses
Rotors dynamic in mechanical engineering
en
Observation and Analysis of Materials
en
Introduction to random vibrations
en
Selection of Materials
en
Globalization and Transcultural issues
M1 Aeronautics and space
Language
Professionalization
Advanced design project
en
Operational excellence
en
Management of innovation processes
en
Scientific common-core
Mechanics of solids, materials and structures
en
Fundamentals of compressible and viscous flow analysis
en
Experimental techniques for solid and fluid mechanics
en
Numerical simulations for solid and fluid mechanics
en
Language
Professionalization
Advanced research project
en
Training option courses
Numerical methods in mechanics
en
An Introduction to Meteorology and Oceanography
en
Space physics and solar-terrestrial coupling
en
Aircraft Turbojets
en
Optimal Design and Computational Fluid Dynamics
en
M2 Aeronautics and space - parcours Propulsion
Language
Professionalization
Research project
en
Training option courses
Fluid-Structure Interactions
en/fr
Mechanics of composite materials and structures
en
Durability of materials and structures
en
Choice of materials and assemblage
Active Noise Control and Vibration
en/fr
Physical problems in unbounded media : mathematical analysis and numerics
en/fr
Management of natural resources
en/fr
Experimental methods in mechanics
en
Health monitoring
en
Complex phenomena in structural dynamics
Air and ground transportation noise
en
Unsteady flow in turbomachine
en
Macro Energy
P3 - Process- Produit- Performances 1-2
en
P3 - Process- Produit- Performances 2-2
en
M2 AE AS Internship
M2 Aeronautique et Espace -Aerostructures -S4 internship
M2 Aeronautics and space - parcours Propulsion
Language
Professionalization
Lesson and conferences
Training option courses
Fundamentals of turbomachines
en
Environmental Acoustics
en/fr
External Aerodynamics
en
Combustion
en
Durability of materials and structures
en
Aerodynamically generated sound
en/fr
Diagnosis and health monitoring
Advanced Control
en/fr
Mechanical assembly: architecture and geometry analyses
General Acoustics : Acoustics sources and sound propagation
en/fr
Transonic Aerodynamics
en
Experimental methods in mechanics
en
Aeronautics Project
en/fr
Specific project
M2 AE PR Internship
M2 Aeronautique et Espace -Propulsion -S4 internship
Master's degree in Chemistry and Materials Science
M2 Chemistry and Materials Science - parcours Materials and Sustainable Development
Semester 3
Common Core
Project management
en/fr
Viscoelasticity of polymers
en/fr
Structural and chemical characterization: X rays and electrons
en/fr
Conception and Selection of Materials and Processes
Introduction to Ecoconception
en/fr
Main courses
Functionnal Oxides
en/fr
Micro and Nanotechnology: Integration and Packaging
en/fr
Micro and nanostructuration of polymers
en/fr
Advanced Macromolecular Engineering Methodologies
en/fr
Thermodynamics for complex systems
en/fr
Composites Processing
en/fr
Tribology: contact - friction - lubrification – wear
en/fr
Polymers and composites damaging
en/fr
Metals and ceramics damaging
en/fr
Assemblies for diagnostics, imaging and therapy
en/fr
Materials and multimaterials for the field of energy
en/fr
Sol-Gel coating: Materials – Process – Properties
Biomaterials
en/fr
Functional materials for membranes and coatings
en/fr
Metals recycling
en/fr
Semester 4
Research Internship
en
Master's degree in Econometry, Statistics
M2 Econométrie et Statistiques - parcours Gestion des Risques en Assurance et Finance
Economie et Théorie des Jeux
Processus de Markov et Processus Gaussiens pour la modélisation de phénomènes temporels et spatiaux
Game theory and algorithms
Gestion des Risques
Gestion et mesure de risques en finance et en assurance
Réassurance
Titrisation des risques et solvabilité
Mathématiques Actuarielles pour l'Assurance Non-Vie
Théorie de la ruine
Modèles stochastiques et statistiques en assurance non-vie
Mathématiques Financières
Finance Quantitative
Stochastic differential equations and probabilistic numerical methods
en
Statistiques et Machine Learning
Time Series Analysis
Parcimonie et grande dimension
Théorie Financière
Gestion de portefeuille
Risque de crédit et contre partie
Langue Vivante
Mathématiques Actuarielles pour l'Assurance Vie
Assurance vie et risques biométriques
Analyse prospective en assurance
Internship
Stage GRAF
Master's degree in Civil Engineering
M2 Génie Civil - parcours Modélisations et Expérimentations Avancées en Génie Civil (MEAGC)
Comportement des Matériaux
Comportement des matériaux solides 1
Mécanique des milieux poreux
Comportement des matériaux solides 2
Matériaux pour le génie civil
Soils survey and soils behaviour
Construction materials
Outils de calcul avancés
Bases de calcul numérique en génie civil
Uncertainties and heterogeneities in real structures
Ouvrages, structures, infrastructures
Construction of Energy Production
Advanced soil engineering
Transportation works and structures
Ouverture
Building & Architecture
Construction of Energy Production
Transportation works and structures
Langue et initiation à la recherche
Rapport Bibliographique
Stage Recherche et Développement
Stage
M2 Génie Civil - parcours Matériaux et Structures pour une Construction Durable (MSCD)
Calcul numérique en génie civil
Civil engineering and Environment
Bases de calcul numérique en génie civil
Comportement des structures dans leur Environnement
Advanced soil engineering
Constructions
Infrastructures
Construction of Energy Production
Transportation works and structures
Matériaux
Soils survey and soils behaviour
Construction materials
Structures
Uncertainties and heterogeneities in real structures
Building & Architecture
Langue et initiation à la recherche
Rapport Bibliographique
Stage Recherche et Développement
Stage
Master Génie Industriel
M2 Génie Industriel - parcours Données et Intelligence Artificielle en Génie Industriel (DIAGI)
Algorithme pour la décision d'entreprise
Game theory and algorithms
Big Data et Data science
Computing challenges of Big-Data
Machine Learning and Data Mining
Projet Bibliographique
Projet Bibliographique
en/fr
Défis informatiques du Big Data
Computing challenges of Big-Data
Diagnostic et sureté de fonctionnement
Diagnosis and health monitoring
Fiabilité des systèmes complexes
Calculs avancés en dynamique des véhicules
Ingénierie de la conception de produits et de systèmes
Ingénierie de la conception de produits et de systèmes
en/fr
Introduction au Data science
Machine Learning and Data Mining
Anglais
Recherche Opérationnelle
Operations Research
Systèmes d'ingénierie
Engineering Systems
Systèmes d’ingénierie et algorithme pour la décision d’entreprise
Game theory and algorithms
Engineering Systems
Stage de Master
Master's degree in Health Engineering
M2 Ingénierie de la Santé - parcours COnception des Produits de Santé
Langue Vivante
Règlementations et Innovations
Artificial Intelligence and Cognition
en/fr
Biopharmacie
Physicochimie des IPAs et formes galéniques
Biocompatibilité
Biomaterials
en/fr
Conception et formulation de médicaments et cosmétiques
Langue Vivante
Techniques analytiques appliquées aux IPAs et matrices
Imaging tissue characterization-Introduction to radiomics
en/fr
Connected medical devices
Human physiology and biotechnology
Nanotechnologies
Langue Vivante
Internship
Stage
M2 Ingénierie de la Santé - parcours Medical Imaging and Signal System
Cours obligatoires
Artificial Intelligence and Cognition
en/fr
Imaging ionising
en/fr
MRI and optics imaging
en/fr
Ultrasonic imaging and therapy
Cours à choix
Imaging tissue characterization-Introduction to radiomics
en/fr
Connected medical devices
Règlementations et Innovations
Biomaterials
en/fr
Nanotechnologies
Human physiology and biotechnology
Langue Vivante
Internship
Stage
Master's degree in Computer Science
M2 Informatique - parcours Data Science
Internship
Modèles Graphiques Probabilistes
Machine Learning
en
Computing challenges of Big-Data
Statistical engineering
Deep learning & artificial intelligence : an introduction
en/fr
Machine Learning and Data Mining
Game theory and algorithms
New Technologies of Information and Communication
Physical problems in unbounded media : mathematical analysis and numerics
en/fr
Interactive Data Visualization
Time Series Analysis
Computer-based technology for Big Data
Machine learning
Bayesian machine learning and text mining
Project
Parcimonie et grande dimension
Processus de Markov et Processus Gaussiens pour la modélisation de phénomènes temporels et spatiaux
Introduction to Inverse Problems
Internship
Database Systems
en/fr
Operations Research
Processing and analysis of visual and audio data
en/fr
Stochastic differential equations and probabilistic numerical methods
en
Numerical methods for PDEs
Enterprise computing
Project
Langue Vivante
Internship
Stage DS
M2 Informatique - parcours Intelligence Artificielle
Internship
Artificial Intelligence and Cognition
en
Dynamique des Connaissances
Multi-Agents and Self-Systems
Smart Environment: Fundamentals & Challenges
en
Bio-Inspired Intelligence
en
Statistical engineering
Machine Learning and Data Mining
Game theory and algorithms
New Technologies of Information and Communication
Physical problems in unbounded media : mathematical analysis and numerics
en/fr
Interactive Data Visualization
Time Series Analysis
Bayesian machine learning and text mining
Project
Parcimonie et grande dimension
Processus de Markov et Processus Gaussiens pour la modélisation de phénomènes temporels et spatiaux
Introduction to Inverse Problems
Internship
Computing challenges of Big-Data
Database Systems
en/fr
Operations Research
Deep learning & artificial intelligence : an introduction
en/fr
Processing and analysis of visual and audio data
en/fr
Stochastic differential equations and probabilistic numerical methods
en
Numerical methods for PDEs
Enterprise computing
Computer-based technology for Big Data
Machine learning
Project
Langue Vivante
Internship
Stage IA
M2 Informatique - parcours Image Développement 3D
Internship
Artificial Intelligence and Cognition
en
Artificial Intelligence and Cognition
en
Artificial Intelligence and Cognition
en
Artificial Intelligence and Cognition
en
Artificial Intelligence and Cognition
en
Artificial Intelligence and Cognition
en
Artificial Intelligence and Cognition
en
Artificial Intelligence and Cognition
en
Artificial Intelligence and Cognition
en
Artificial Intelligence and Cognition
en
Deep learning & artificial intelligence : an introduction
en/fr
Processing and analysis of visual and audio data
en/fr
Game theory and algorithms
Computer Graphics
New Technologies of Information and Communication
Management of natural resources
en/fr
Physical problems in unbounded media : mathematical analysis and numerics
en/fr
Time Series Analysis
Project
Calcul et modélisation géométrique pour l'informatique graphique
Project
Parcimonie et grande dimension
Processus de Markov et Processus Gaussiens pour la modélisation de phénomènes temporels et spatiaux
Introduction to Inverse Problems
Internship
Computing challenges of Big-Data
Statistical engineering
Database Systems
en/fr
Operations Research
Machine Learning and Data Mining
Stochastic differential equations and probabilistic numerical methods
en
Numerical methods for PDEs
Enterprise computing
Computer-based technology for Big Data
Machine learning
Langue Vivante
Internship
Stage ID3D
M2 Informatique - parcours Technologie d'Information et Web
Internship
Artificial Intelligence and Cognition
en
Artificial Intelligence and Cognition
en
Artificial Intelligence and Cognition
en
Artificial Intelligence and Cognition
en
Artificial Intelligence and Cognition
en
Artificial Intelligence and Cognition
en
Computing challenges of Big-Data
Database Systems
en/fr
Enterprise information systems
Representation and manipulation of structured data
Computer networks
Game theory and algorithms
New Technologies of Information and Communication
Physical problems in unbounded media : mathematical analysis and numerics
en/fr
Time Series Analysis
Software engineering
Internet of objects and embedded concurrent systems
Project
Parcimonie et grande dimension
Processus de Markov et Processus Gaussiens pour la modélisation de phénomènes temporels et spatiaux
Introduction to Inverse Problems
Internship
Statistical engineering
Operations Research
Deep learning & artificial intelligence : an introduction
en/fr
Processing and analysis of visual and audio data
en/fr
Machine Learning and Data Mining
Stochastic differential equations and probabilistic numerical methods
en
Numerical methods for PDEs
Enterprise computing
Computer-based technology for Big Data
Bayesian machine learning and text mining
Langue Vivante
Internship
Stage TIWEB
Master's degree in Applied Mathematics, Statistics
M2 Mathématiques Aplliquées, Statistique - parcours Math en Action
2022-2023 M2 Mathématiques Appliquées, Statistique - parcours Math en Action - Semestre 3
Modélisation déterministe - M2 Math en Action -Obligatoire - Semestre3
Numerical methods for PDEs
Variational methods for PDEs
Modélisation stochastique et apprentissage statistique - M2 Math en Action - Obligatoire - Semestre 3
Stochastic differential equations and probabilistic numerical methods
en
Statistical engineering
Mathématiques Appliquées, statistique - M2 Math en Action - Optionnels - Semestre 3
Parcimonie et grande dimension
Processus de Markov et Processus Gaussiens pour la modélisation de phénomènes temporels et spatiaux
Méthodes variationnelles pour les problèmes inverses en imagerie médicale
Optimal transport for learning - Mathematics, Statistical learning and Machine learning field
en/fr
Evolutionary Biology - Mathematics, Biology and Medicine field
en/fr
Cellular Dynamics and Complex Systems - Mathematics, Biology and Medicine field
en/fr
Epidemiology - Mathematics, Biology and Medicine field
en/fr
Modelling in spatial ecology - MBM and MEC courses
en/fr
Equations of fluid mechanics and their numerical approximation - Mathematics, environment and climate field
en/fr
Modélisation pour l'évaluation de risques liés au changement climatique - Filière Mathématiques, environnement et climat
en/fr
Graphs and ecological networks - MEC and MAM stream
en/fr
Geometric approaches to images and shapes - Mathematics, Image and Data Field
en/fr
Neural networks - FMID and FMASML fields
en
2022-2023 M2 Mathématiques Appliquées, Statistique - parcours Math en Action - Semestre 4
Parcimonie et grande dimension
English - shared Masters course
en
Stage MEA
Master's degree in Nanoscale Engineering
22 Master 1 Nanosciences et Nanotechnologies
22 Master NSE S1
22_M_NSE_S1 Common courses
Micro and Nano fabrication 1
en
Surface physics
en
Characterization tools for nanostructures
en
Research Project 1
en
22_M_NSE_S1 Elective courses
Quantum engineering
en
Fundamental basis of science
en
Biomolecules cells and biomimetic systems
en
22 Master NSE S2
22_M_NSE_S2 Common courses
Micro and Nano fabrication 2
en
Language FLE
Research Project 2
en
22_M_NSE_S2 Elective courses
Physics of semiconductors
en
Nanomechanics
en
Drug delivery systems
en
Introduction to system design
en
22 Master 2 Nanosciences et Nanotechnologies
22 Master NSE S3
22_M_NSE_S3 Common courses
Intellectual property
en
22_M_NSE_S3 Bloc 1 Major
Micro Nano photonics and applications
en
Surface analysis techniques
en
Functional materials
en
Bio engineering
en
Nanoelectronics and information technology
en
22_M_NSE_S3 Bloc 2 Minor
Nanomagnetism and spintronics
en
Computer modelling of nanoscale systems
en
Micro and nano fluidics
en
Semiconductor nanostructures
en
Nano for energy and environment
en
Lecture in another program
en
22 Master NSE S4
Internship thesis
Internship thesis
en
Master's degree in Risk and Environment
M1 RISE- Water and Wind Engineering
M1 Water and Wind Engineering S1
Design Project semestre 1
Design Project semestre 1
en
Environmental Management semestre 1
Environmental Law
en
Environmental economics
en
Natural Hazards
en
Fundamentals semestre 1
Fluid Mechanics
en
Mathematics
en
Probablity and statistics
en
Computing for Engineers
en
M1 Water and Wind Engineering S2
Applications semestre 2
Integrated urban water management
en
Geographical Information System
en
Physics & modeling of free surface flows
en
Integrated urban water management
en
Project semestre 2
Project management
en
Numerical Simulations
en
Fluid Mechanics Laboratory
en
M2 RISE- Gouvernance des Risques Environnementaux
Semester 3
Analyse et gestion de l'environnement
Evaluation économique des politiques environnementales
Climate change
en
Management of natural resources
en/fr
Analyse et gestion des risques
Risques : approches économiques
Psychologie des Risques
Management QSE
Management stratégique de l’environnement et des risques
Projets, conférences, études de cas
Simulation de Crise
Management QSE
Conférences
Ateliers
Débats
Semester 4
Semester 4
Stage
Master's degree in Materials Science and Engineering
M1 Matrials Science and Engineering - Biomimicry and Surface Engineering
22 M1 BIOSURF semester 1
Biomimicry: theory and interdisciplinarity
en
Biology / Living Systems
en
Mechanics and Engineering Materials
en
Physical Measurments
en
Mathematics
en
Probability and statistics
en
Numerical methods
en
French Biosurf-elementary
French Biosurf-upper intermediate
22 M1 BIOSURF semester 2
Tribology and Bio-inspired Surface Engineering
en
Surface Characterization II: Physics and chemistry of surfaces and interface
en
2-months Biomimetics and surface research project
en
Designing a Sustainable Packaging
Optical methods
en/fr
Physical chemistry of surfaces and interfaces
en/fr
Master's degree in Ocean, Atmosphere and Climate Science
22 Master SOAC Master 1
22 M SOAC S1 Atmospheric Physics
22 M SOAC S1 Atmospheric Physics
en
22 M SOAC S1 Climate Physics
22 M SOAC S1 Climate Physics
en
22 M SOAC S1 Fundamentals
Fluid Mechanics
en
Mathematics
en
Probablity and statistics
en
Computing for Engineers
en
22 M SOAC S1 Languages
22 M SOAC S1 Project Management
22 M SOAC S1 Project Management
en
22_M_SOAC_S2 Applications
Atmospheric chemistry
en
Water chemistry
en
Spectroscopy
en
Physics and Modelling of Free-surface flows
Geographical Information Systems
22_M_SOAC_S2 Languages
22_M_SOAC_S2 Projects
Numerical Simulations
en
Fluid Mechanics Laboratory
en
22 Master SOAC Master 2 Parcours Atmospheric Sciences
22_M_SOAC_ATM_S3_Disciplinary module
Atmospheric Chemistry
en
Atmospheric Physics
en
Atmosphere Observation and Instrumentation
en
From Catalysis to Industrial Applications
en
Lab. class
en
Boundary Layer Meteorology
Climate change
en
Atmospheric pollution
Management of natural resources
en/fr
Hydrology and Hydrogeology
22_M_SOAC_ATM_S3_Languages and seminars
Languages and seminars
en
22_M_SOAC_ATM_S3_Project
Research project
en
22 Master SOAC Master 2 Parcours Climate Sciences
22_M_SOAC_CLIM_S3_Disciplinary module
Atmospheric Physics
en
Atmosphere -Ocean interaction
en
Radiative Transfer
en
Remote sensing
en
Lab. class
en
Climate change
en
Oceanography : general concepts and case studies
en
Coastal and Ocean Engineering
en
Confort et énergie de l'habitat
Atmospheric pollution
Management of natural resources
en/fr
22_M_SOAC_CLIM_S3_Languages and seminars
Languages and seminars
22_M_SOAC_CLIM_S3_Project
Research project
en
22 Master SOAC Master 2 Parcours Ocean
22_M_SOAC_OCEAN_S3_Disciplinary module
Atmosphere -Ocean interaction
en
Remote sensing
en
Water Chemistry
en
Water Physics
en
Lab. class
en
Boundary Layer Meteorology
Coastal and Ocean Engineering
en
Oceanography : general concepts and case studies
en
Atmospheric pollution
Management of natural resources
en/fr
Hydrology and Hydrogeology
22_M_SOAC_OCEAN_S3_Languages and seminars
Languages and seminars
22_M_SOAC_OCEAN_S3_Project
Research project
Master's degree in Public Health
M2 Public Health - Course Biostatistics Bioinformatics Biomathematics for Health
Modèles linéaires généralisés et modèles de survie
Analyse de données génétiques et génomiques en santé
Modèles linéaires et non linéaires à effets mixtes
Inférence fréquentiste et bayésienne, paramétrique-non paramétrique
Mémoire bibliographique
Computing challenges of Big-Data
Statistical engineering
Deep learning & artificial intelligence : an introduction
en/fr
Processing and analysis of visual and audio data
en/fr
Stochastic differential equations and probabilistic numerical methods
en
Numerical methods for PDEs
Physical problems in unbounded media : mathematical analysis and numerics
en/fr
Game theory and algorithms
Langue Vivante
Internship
Stage B3H
Master's degree in Mechanics
M2 Mécanique - parcours Biomécanique
Sciences fondamentales
Anatomie fonctionnelle et chirurgie
Mécanique physique
Mécanique et thermodynamique des milieux continus
Tribology
en/fr
Mechanical behavior of materials
Tissue engineering and biomaterials
Cours complémentaires
Méthodologie de la recherche
Elastic wave propagation
Soft matter
en/fr
Dynamics of biological human systems
Structural dynamics
Module complémentaire
Préparation au stage – Bibliographie
Socio-économie
Stage
M2 Mécanique - parcours Dynamique des Structures et des Systèmes
UE Tronc Commun
Mécanique physique
Mécanique et thermodynamique des milieux continus
UE Contrôle des Structures et Optimisation
Approfondissements, applications (CSO)
Elastic wave propagation
Active Noise Control and Vibration
en/fr
Experimental methods in mechanics
en
UE Dynamique des Structures & Machines
Approfondissements, applications (DSM)
Structural dynamics
Dynamic mechanisms
UE Modélisation Avancée des Systèmes & Structures
Approfondissements, applications (MASS)
STABILITY OF MECHANICAL SYSTEMS
UE Libres
Elastic wave propagation
Structural dynamics
STABILITY OF MECHANICAL SYSTEMS
Active Noise Control and Vibration
en/fr
Dynamic mechanisms
Experimental methods in mechanics
en
UE modules complémentaires
Bibliographie/ Préparation au stage
Socio-Economie
UE Stage
M2 Mécanique - parcours Mécanique des Fluides et Energétique
UE-1 Obligatoire de tronc commun
Mécanique physique
Mécanique et thermodynamique des milieux continus
UE-2 Simulation numérique des écoulements
Simulation numérique haute performance en mécanique des fluides
Méthodes numériques en dynamique des fluides
Méthodes numériques pour la mécanique
Numerical flow simulation
UE-3 Turbulence dans les écoulements
Stabilité des écoulements
Physique et modélisation de la turbulence
Bases physiques de la turbulence
Mélange et Chaos
Physics of turbulent flows
en
UE-4 Ecoulement dans l'environnement
Environnement atmosphérique
Climate change
en
River Hydraulics
en
Atmospheric pollution
UE-5 Aérodynamique, Propulsion
Turbomachines
Physique de la combustion
Dynamique des gaz, aéroacoustique
Fundamentals of turbomachines
en
Combustion
en
External Aerodynamics
en
Transonic Aerodynamics
en
Unsteady flow in turbomachine
en
UE-6 Interfaces Fluides, Transferts, Mélange
Ecoulements polyphasiques et interfaces
Ecoulements complexes et polyphasiques
Combustion
en
Mélange et Chaos
UE-7 Mécanique des fluides fondamentale
Mécanique des fluides approfondie
Physics of turbulent flows
en
External Aerodynamics
en
Stabilité des écoulements
UE-8 Libre
Numerical flow simulation
Fundamentals of turbomachines
en
Physics of turbulent flows
en
Combustion
en
External Aerodynamics
en
Climate change
en
River Hydraulics
en
Transonic Aerodynamics
en
Atmospheric pollution
Stabilité des écoulements
Physique et modélisation de la turbulence
Bases physiques de la turbulence
Mélange et Chaos
Turbomachines
Physique de la combustion
Dynamique des gaz, aéroacoustique
Socio-Economie de l'entreprise
Ecoulements polyphasiques et interfaces
Ecoulements complexes et polyphasiques
Mécanique des fluides approfondie
Simulation numérique haute performance en mécanique des fluides
Méthodes numériques en dynamique des fluides
Méthodes numériques pour la mécanique
UE-Socio-Economie de l'entreprise
Socio-Economie de l'entreprise
UE-3 Turbulence dans les écoulements
Bibliographie-Préparation au stage
UE-3 Turbulence dans les écoulements
UE-3 Turbulence dans les écoulements
Stage
M2 Mécanique - parcours Ingénierie des Surfaces des Interfaces et des Structures
Syllabus ECL 23-24
Diplôme Ingénieur Généraliste 23-24
Tronc Commun
MTH - Mathematics - S5
Applied Analysis
Numerical Analysis
Probability theory and Statistics
Adapted Mathematics I : applied analysis - algebra
Adapted maths II : Probability theory and Statistics
Applied Analysis
Applied Analysis
ECS - Electrical energy and Systems Control - S5-S6
Academic support ECS
Electrical Energy
Linear Control
Electric Drive Control
FLE - Fluids and Energy - S5-S6
Fluids and Energy - Concepts and applications
en/fr
Fluids and Energy - Experimental and numerical methods
Fluids and Energy - Project Labs
INF - Computer Science - S5-S6
Algorithms and data structures
Object-oriented design and programming
Practical IT project
SEM - Economics and management - S5
Introduction to Economics
Enterprise Management
STI - Information Science and Engineering - S5-S6
Autonomy
Electronic Systems
Signal processing
Analog to Digital conversion
GM - Mechanical engineering - S6
Mechanical Engineering
Technology Analysis & Product Development
Mechanical Design
Mechanical Design
IDM - Materials Engineering - S6
From Matter to Materials: Structure and Properties
Practical courses in Material and Surface Science
MSS - Solids Mechanics and Structures - S6
Continuum mechanics of solids
Experimental analysis in continuum and solid mechanics
Digital Mock-Up
Structural Dynamics
Plasticity, forming
PCM - Physics and Chemistry of Matter - S6
Physics
Chemistry
Lab Sessions PCM
LC - Modern Languages - S5-S6
German
English
en
Arabic
Chinese
Spanish
French as a foreign language
Italian
Japanese
Portuguese - Brazil
Russian
APPRO - In-depth Courses - S7
Power Electronics
Electromechanical Conversion
Automatic control with nonlinear phenomena
Multi-sensor, Multi-activator Control
Stabilty of flow and introduction to turbulence
Acoustics and Waves in Fluids
Supersonic Flow
Thermics and Combustion
Multi-body mechanical systems
Mechanical Engineering
Damage and Ruin of Materials
Materials and Innovative Surface Treatments
Amorphous Materials for Innovative Functional Structures
Biomechanics of Living Tissue and Prosthetic Biomaterials
Multimedia : concepts and technologies
Problem Resolution Strategies
Software Engineering: Model and process based software development
Data analysis and pattern recognition
en/fr
Vibration Analysis
Inelastic behaviour of structures
Probability theory and introduction to random processes
Numerical approximation for ODEs and PDEs
Quantum Mechanics and Applications
Molecular and supramolecular chemistry
Electrochemistry and Chemitronics
Dielectric and Semiconductor Physics
embedded systems architectures
Optimal filtering and Information transmission
Digital architectures for computing and information processing
en/fr
Communicant and Intelligent Sensors
GM - Mechanical engineering - S7
Mechanical Engineering
Practictal courses in Mechanical Engineering
Mechanical Design
Mechanisms design
IDM - Materials Engineering - S7
From Matter to Materials: Structure and Properties
Practical courses in Material and Surface Science
MSS - Solids Mechanics and Structures - S7
Continuum mechanics of solids
Experimental analysis in continuum and solid mechanics
Digital Mock-Up
Structural Dynamics
Plasticity, forming
PCM - Physics and Chemistry of Matter - S7
Physics
Chemistry
Lab Sessions PCM
SHS - Human and social sciences - S7
Individuals and society
Work in the contemporary societies and compagnies
Ethics
LC - Modern Languages - S7
German
English
en
Arabic
Chinese
Spanish
French as a foreign language
Italian
Japanese
Portuguese - Brazil
Russian
STE - Stage d'exécution - S6-S7
Stage d'exécution - S6-S7
PRO - The engineering Profession - S5-S6-S7
CLIC - Centrale Lyon Innovation Camp - S5
Ouverture aux enjeux de la transition écologique
Study Project - S5-S6
Discovering engineering - S6
en/fr
Company visits - S6
Industrial Project - S7
Research Project - S7
Physical Education and Sport - S5-S6-S7
en/fr
Conferences - S5-S6-S7
Career plan - tutoring - S5-S6-S7
WEEX - S6-S7
en/fr
Parcours électif
Eighth semester
Optional Courses
Musical acoustics
en/fr
Algorithms for Reasoning
Collaborative algorithms and applications
An Introduction to Meteorology and Oceanography
en
Functional analysis : theory and applications
Observation and Analysis of Materials
en
Antenna, Signal and Processors
Web applications
Introduction to Image Sensing and Processing
en/fr
Circuits et dispositifs en micro-ondes
Law and Work
Social relationships in company
Designing a Sustainable Packaging
Men and their Waste
Optimal Design and Computational Fluid Dynamics
en
From micro to macro in solid and fluid mechanics
Rotors dynamic in mechanical engineering
en
Ecology and environment
development of technical products
Entrepreneurship and innovation
Wind Turbines
Adaptive filtering : application to active noise control
en/fr
Market Finance
Cost Manangement and entrepreneurial finance
Geographical information systems
en
Process engineering
High voltage engineering and systems
Nuclear Engineering
Health engineering
Introduction to random vibrations
en
Social, economical and political issues for a sustainable development
Les Métamatériaux Mécaniques
en/fr
Machine Learning et Applications
en/fr
Marketing
Mathematical Biology
Polymer materials : physical properties and innovations
en
Soil mechanics
Mechanics of thin structures : plates and shells
Finite Element Method, from the theory to implementation
Numerical methods in mechanics
en
Globalization and Transcultural issues
Optical methods
en/fr
Chaos and fractals
en/fr
Philosophy of the sciences and the techniques
Physical chemistry of surfaces and interfaces
en/fr
Electrical energy
Programming of graphic interface
Aircraft Turbojets
en
Fablab practices
Selection of Materials
en
Multiphysics simulation in mechanical design
Political Sociology
Space physics and solar-terrestrial coupling
en
Mechanical systems and contacts
en/fr
Discrete event systems
Smart mecatronics systems
en/fr
The Physics and Modelling of free surface flows
en
Probability theory and introduction to stochastic processes
Tribology and bio-inspired surface engineering
en
Life, Information and System
en/fr
LC - Modern Languages - S8
English
en/fr
Arabic
Chinese
German
Spanish
French as a foreign language
Italian
Japanese
Portuguese - Brazil
Russian
Professionnelle - S8
Education physique et sports
en/fr
Conferences
Tutoring - Career plan
Projet Ecole d'Architecture
Projet Application - Industriel
Projet Application - Recherche
Practical Internship - S8
Practical Internship - S8
Ninth semester
Business courses
Profession Specifics Modules
Engineering Systems
Quality management
Operations & Information Management (OPIM)
Intelligence économique et protection de l'information
Company Law
Organisations and team management
Natural Risks
en
Specific Profession courses
Eco-Design and Innovation
Advanced Design Processes
Modern design tools
Design and technological choices
First design of innovative products
CONFERENCES
Consulting
The fundamentals
Consulting project management
Become a Consultant
ICs Project
Startup and Business Developer
Ingénieur Startup et Business Developper
Design thinking
Markets and stakeholders
Negociation and communication
Business creation project
Métier en Entreprise
Rapport d'intégration
Evaluation par l'entreprise
Technological and environmental risks management
Engineer Industrial risk and Environment Management
en/fr
Impacts environment and human health
Evaluation and quantification of risks
en/fr
Management, prevention and mitigation of risks
IMR Project
Research & development
Research-Project Management
Innovative Design and Creativity
Philosophy, sciences and society
Master's course
Supply Chain and Firm Performance
Supply Chain and Firm Performance Engineer
Fresh Connection
L'entreprise étendue
L'entreprise agile
L'entreprise et la performance
L'entreprise circulaire
ISP Project
Enjeux et fonctions du SCM
Les fondamentaux de la supply chain
Les organisations
L'organisation industrielle
L'excellence opérationnelle
Sectoral Courses
Aeronautics
Specific courses for aeronautics Option
Lesson and conferences
Aeronautics Project
en/fr
Specific project
Aeronautics
Aeronautics
Aeronautics
Aeronautics
en/fr
Aeronautics
Aeronautics
Aeronautics
Aeronautics
en
Bio-engineering and nanotechnology
Specific courses for Bio-engineering and nanotechnology
Conferences and visits
Project Option Bio-Engineering and Nanotechnology
Bio-engineering and nanotechnology
Imageries médicales
Interactions matériau-vivant
Bioproduction
Bio-informatique, bio-statistique et modélisation
Nanotechnologies
Nanotechnologies
Mémoires pour l?internet des objets
Surfaces intelligentes
Guidage photonique
Nano-optiques
Energy
Specific courses for Energy Option
Thermal production
EN Project
On-board energy
Mobile systems Energy
Oil and Gas
On-board energy
Electrical Power Network
Nuclear engineering
Computer science and Communication
Specific courses for Computer science and Communication Option
Computer-based technology for Big Data
Representation and manipulation of structured data
Internet of objects and embedded concurrent systems
Machine learning
Project
Calcul et modélisation géométrique pour l'informatique graphique
Bayesian machine learning and text mining
Project
Information systems
Management Information Systems (MIS)
Mathematics and decision
Specifics Modules Mathematics and decision option
Mathematics and decision
Decision making
Process simulation
Marketing and Finances
Decision support systems
Project
Mathematical engineering
Mathematics and risk analysis
Parcimonie et grande dimension
Processus de Markov et Processus Gaussiens pour la modélisation de phénomènes temporels et spatiaux
Introduction to Inverse Problems
Projet IM
Option en Entreprise
Ecological Transition and Territories
Specific courses for Civil and Environmental Engineering Option
Civil engineering and Environment
Civil engineering
Constructions
Transportation works and structures
TET project
Environment
Urban climate
en/fr
Regeneration and urban resilience
en/fr
Soil pollution
Transport and traffic
Specific courses for Transport and traffic Option
Traffic and environment
Traffic and environment
Traffic and environment
Land Transport and Social Priorities
Transportation engineering
Transportation Safety
Transport logistics
TT project
Transportation noise
Vehicles technologies
Vehicle technologies
Land transport and social priorities
Transportation engineering
Combustion engine and hybrid
Vehicle technologies
TT project
Technological innovations
Segment Specifics Modules
Transonic Aerodynamics
en
Game theory and algorithms
Air and ground transportation noise
en
Choice of materials and assemblage
Electromagnetic Compatibility of power systems, interaction with environement
Confort et énergie de l'habitat
Active Noise Control and Vibration
en/fr
Functionalized thin layers and surfaces
Dynamic mechanisms
Time Series Analysis
Unsteady flow in turbomachine
en
Complex systems fiability
Advanced soil engineering
Hydrology and Hydrogeology
Enterprise computing
Computer Graphics
Tissue engineering and biomaterials
Macro Energy
Microsystems, microsensors, microfluidic
New Technologies of Information and Communication
Construction of Energy Production
Complex phenomena in structural dynamics
Entrepreneurial coaching
Business development
Atmospheric pollution
Physical problems in unbounded media : mathematical analysis and numerics
en/fr
Techniques for construction
Ressources, energy, climate, societies
Stability of Rotating Machines
en
Strategic Management
Health monitoring
en
Hybrid electric vehicles : modelling and energy management
Interactive Data Visualization
Discipline Specifics Modules
Environmental Acoustics
en/fr
General Acoustics : Acoustics sources and sound propagation
en/fr
Fundamentals of turbomachines
en
External Aerodynamics
en
Uncertainties and heterogeneities in real structures
Mechanical assembly: architecture and geometry analyses
Deep learning & artificial intelligence : an introduction
en/fr
Advanced Control
en/fr
Aerodynamically generated sound
en/fr
Characterization of surfaces and nanostructures
Climate change
en
Combustion
en
Mechanical behavior of materials
CyberSecurity
Computing challenges of Big-Data
Diagnosis and health monitoring
Durability of materials and structures
en
Structural dynamics
Dynamics of biological human systems
Nuclear Energy
Energy, Storage, Conversion
Stochastic differential equations and probabilistic numerical methods
en
Coastal and Ocean Engineering
en
Green Computing
River Hydraulics
en
System identification and sparse decompositions
Physics for Information Technology
Engineering of a consumer object
Fluid-Structure Interactions
en/fr
Machine Learning and Data Mining
Introduction to nonlinear vibrations
Electric Power System
Power plant turbine technology
Construction materials
Soft matter
en/fr
Mechanics of composite materials and structures
en
Numerical methods for PDEs
Autonomous microsystems
Entrepreneurial coaching 1
Entrepreneurial coaching 2
Business development 1
Business development 2
EDP modelisation and mathematic analysis
Nanophotonics
en/fr
Nanotechnologies
Oceanography : general concepts and case studies
en
Cultural, social and economic openness
Building & Architecture
Human physiology and biotechnology
Physics of turbulent flows
en
Elastic wave propagation
Operations Research
Soils survey and soils behaviour
Computer networks
Numerical flow simulation
STABILITY OF MECHANICAL SYSTEMS
Statistical engineering
Database Systems
en/fr
Enterprise information systems
Secure embedded systems
en/fr
Processing and analysis of visual and audio data
en/fr
Tribology
en/fr
LC - Modern Languages - S09
German
English
en/fr
Arabic
Chinese
Spanish
French as a foreign language
Italian
Japanese
Portuguese - Brazil
Russian
10
th
Semester
Final year traineeship
Final year traineeship
Diplôme d'ingénieur Energie 23-24
1ère année cursus Ingénieur spécialité Energie
2023-2024 Ninth semester
Bases Scientifiques
Mathematiques (1)
Renforcement Scientifique
Science Des Materiaux
Circuits Electriques
Bases de mécanique
Mécanique Cinématique
Mécanique Statique
Resistance Des Materiaux (1)
Description Géométrique et Technique
Batiment
Géometrie des Systèmes Mécaniques
Outils Informatiques
Excel
Conception des systèmes d'information
Logiciel de Calcul Scientifique
Sciences Humaines et Sociales, Economie
Economie
Ethique : L'Ingenieur et ses Responsabilites
Les Enjeux Energétiques
Fresque du climat
Entreprise et Management (1)
Approche Globale De L'Entreprise
Droit Social
Management et Animation d'Equipe
Ouverture sur le monde (S5)
Anglais (Niveau 2)
en/fr
Anglais (Niveau 3)
en
Conferences de L'Ecole Centrale de Lyon
en/fr
Expression Et Organisation
Expérience professionnelle (intégration)
Expérience professionnelle (intégration)
Bases Scientifiques 19-20
Mathematiques (1)
Science Des Materiaux
Circuits Electriques
Mécanique Cinématique
Mécanique Statique
2023-2024 Ninth semester
Mathématiques et Mécanique
Mathematiques (2)
Mecanique Generale
Bureau d'Etude de Conception
Mécanique des Fluides Energétique
Mécanique des Fluides
Transferts thermiques
Thermodynamique
Electrotechnique Automatique
Automatique: Système Discontinus
Automatique : Régulation
Electrotechnique
Ouverture sur le monde (S6)
Anglais (Niveau 2)
en/fr
Anglais (Niveau 3)
en
Conferences de L'Ecole Centrale de Lyon
en/fr
Expression et Organisation (2)
Recherche Documentaire
Expérience professionnelle (Projet 1)
ARCHITECTURE
2ème année cursus Ingénieur spécialité Energie
2023-2024 Ninth semester
Physique - Chimie
SOLAIRE THERMIQUE et PHOTOVOLTAIQUE
SOLAIRE THERMIQUE et PHOTOVOLTAIQUE
LES ALTERNATEURS
Filière Energétique (1)
THERMODYNAMIQUE(2)
SCIENCE DES MATERIAUX
MECANIQUE DES SOLS
Conception et Matériaux
MANAGEMENT DE LA SECURITE et RISQUES INDUSTRIELS
GESTION FINANCIERE D'ENTREPRISE (2)
Eco - conception
Entreprise et Management (2)
PROJET PROFESSIONNEL
PROJET PROFESSIONNEL
PROJET PROFESSIONNEL
Ouverture sur le monde (S7)
ANGLAIS
en/fr
ANGLAIS
en/fr
CONFERENCES de l'ecole Centrale de Lyon
en/fr
EXPRESSION et ORGANISATION
Expérience Professionnelle (Projet 2) 1ère partie
ARCHITECTURE
2023-2024 Ninth semester
Filère Energétiques (2)
SCIENCES et TECHNOLOGIES de l'EOLIEN
LE NUCLEAIRE
TURBOMACHINES
Filière Energétiques (3)
COMMUNICATIONS DES SYSTEMES AUTOMATISES
RESEAU ELECTRIQUE BASSE TENSION et HAUTE TENSION
Réseaux
PROJET PHOTOVOLTAÏQUE
MANAGEMENT DE PROJET (2)
Conception et Environnement
MANAGEMENT DE PROJET (2)
Bureau d'Etudes de Conception (3)
CONFERENCES de l'ecole Centrale de Lyon
Entreprise et Management (3)
MANAGEMENT DE PROJET (2)
MANAGEMENT DE PROJET (2)
Ouverture sur le monde (S8)
ANGLAIS
en
ANGLAIS
en/fr
ANGLAIS
en/fr
CONFERENCES de l'ecole Centrale de Lyon
Expérience professionnelle (Projet 2) 2ème partie
ARCHITECTURE
3ème année cursus Ingénieur spécialité Energie
2023-2024 Ninth semester
Filière Energétiques (3)
BOIS-ENERGIE
BOIS-ENERGIE
GEOTHERMIE
METHANISATION ET COGENERATION
CHIMIE DES PROCEDES
Informatique de bureau d'Etudes
CONCEPTION DES SYSTEMES D'INFORMATION (2)
RÉSEAUX, SÉCURITÉ DES SYSTÈMES D?INFORMATION
RÉSEAUX, SÉCURITÉ DES SYSTÈMES D?INFORMATION
Conception et Innovation
CONCEPTION DURABLE ET INNOVANTE
THERMIQUE DU BATIMENT
METHODES DE CONCEPTION
Ouverture sur le monde (S9)
ANGLAIS
en/fr
ANGLAIS
en
CONFERENCES de l'Ecole centrale de Lyon
Expérience professionnelle (TFE) 1ère partie
ARCHITECTURE
2023-2024 Ninth semester
Expérience professionnelle (TFE) 2ème partie
ARCHITECTURE
Expérience professionnelle Internationale
Foreign mission
Diplôme d'établissement Lyon Centrale Digital Lab 23-24
Lyon Centrale Digital Lab - Semestre 1
Web et Image - Cours Informatique Obligatoires et Projets Cycle1
Plateforme Web
en/fr
Programmation Web
en/fr
Traitement d'Images
en/fr
Visualisation de données
en/fr
Projet POC automne
en/fr
Intelligence Artificielle et Big Data - Cours Informatique Obligatoires et Projets Cycle 2
Classification de données
en/fr
Deep Learning
en/fr
Technologies du Big Data
en/fr
Projet POC hiver
en/fr
Economie Numérique et Projets Cycle3
Design Thinking
en/fr
Marketing Digital
en/fr
Formation Scrum
en/fr
Projet POC printemps
en/fr
Lyon Centrale Digital Lab - Semestre 2
Semestre 2 Stage Digital Lab
Stage DLAB
en/fr
Master's degree in Electronics, Electrical Energy, Control 23-24
M2 Electronics, Electrical Energy, Control - program Automation and Intelligent Systems
2023-2024 Semester 3
Automation of linear dynamic systems 2
en/fr
Optimal control
en/fr
Control of non-linear dynamic systems
en/fr
Distributed parameters systems
en/fr
Operational Research
en
Observation of non-linear dynamic systems
en
Robustness and convex optimisation
System identification and sparse decompositions
Diagnosis and health monitoring
Advanced Control
en/fr
2023-2024 Semester 4
Research initiation project
en/fr
Internship
English - shared Masters course
en
M2 Electronics, Electrical Energy, Control - program Electrical Energy
2023-2024 Semester 3
Speciality courses
Electromagnetic Compatibility
Control of electric drives
Converters for networks
Diagnosis and prognosis of electrical devices
Power Electronics
Reliability and operational security
Electrical Engineering Materials and Applications
Production and transport
Transversal competences
Design and sizing of electric actuators
Labour law and business creation
Project and Management
Electromagnetic modelling
English - shared Masters course
en
2023-2024 Semester 4
Internship
M2 M2 Electronique Energie Electrique Automatique - parcours Electronique et Systèmes Embarqués
2023-2024 Semester 3
Architectures and constraints for integrated processing
Heterogeneous design
Corporate Research Conferences
en/fr
Advanced and emerging electronic devices
Tools and methods for integrated system design
Secure embedded systems
en/fr
Autonomous microsystems
Green Computing
Microsystems, microsensors, microfluidic
Mémoires pour l?internet des objets
2023-2024 Semester 4
Research initiation project
en/fr
Stage
English - shared Masters course
en
Master's degree in Chemistry and Materials Science 23-24
M2 Chemistry and Materials Science - parcours Materials and Sustainable Development
2023-2024 Semester 3
Common Core
Project management
en/fr
Viscoelasticity of polymers
en/fr
Structural and chemical characterization: X rays and electrons
en/fr
Conception and Selection of Materials and Processes
Introduction to Ecoconception
en/fr
English - shared Masters course
en
Main courses
Functionnal Oxides
en/fr
Micro and Nanotechnology: Integration and Packaging
en/fr
Micro and nanostructuration of polymers
en/fr
Advanced Macromolecular Engineering Methodologies
en/fr
Thermodynamics for complex systems
en/fr
Composites Processing
en/fr
Tribology: contact - friction - lubrification – wear
en/fr
Polymers and composites damaging
en/fr
Metals and ceramics damaging
en/fr
Assemblies for diagnostics, imaging and therapy
en/fr
Materials and multimaterials for the field of energy
en/fr
Sol-Gel coating: Materials – Process – Properties
Biomaterials
en/fr
Functional materials for membranes and coatings
en/fr
Metals recycling
en/fr
2023-2024 Semester 4
Research Internship
en
Master's degree in Civil Engineering 23-24
M2 Génie Civil - parcours Modélisations et Expérimentations Avancées en Génie Civil (MEAGC)
Comportement des Matériaux
Comportement des matériaux solides 1
Mécanique des milieux poreux
Behavior of solid materials 2
Matériaux pour le génie civil
Soils survey and soils behaviour
Construction materials
Outils de calcul avancés
Basics of numerical calculation in civil engineering
Uncertainties and heterogeneities in real structures
Ouvrages, structures, infrastructures
Construction of Energy Production
Advanced soil engineering
Ouverture
Building & Architecture
Transportation works and structures
Langue et initiation à la recherche
English - shared Masters course
en
Bibliography report
Stage Recherche et Développement
Stage
M2 Génie Civil - parcours Matériaux et Structures pour une Construction Durable (MSCD)
Matériaux
Soils survey and soils behaviour
Construction materials
Structures
Uncertainties and heterogeneities in real structures
Building & Architecture
Infrastructures
Construction of Energy Production
Transportation works and structures
Calcul numérique en génie civil
Civil engineering and Environment
Basics of numerical calculation in civil engineering
Comportement des structures dans leur Environnement
Advanced soil engineering
Constructions
Langue et initiation à la recherche
English - shared Masters course
en
Bibliography report
Stage Recherche et Développement
Stage
Master's degree in Risk and Environment 23-24
M1 RISE- Water and Wind Engineering
2023-2024 M1 Water and Wind Engineering S1
Design Project semestre 1
Design Project semestre 1
en
Environmental Management semestre 1
Evaluation and quantification of risks
en/fr
Management, prevention and mitigation of risks
Natural Risks
en
Fundamentals semestre 1
Fluid Mechanics
en
Mathematics
en
Probablity and statistics
en
Computing for Engineers
en
Advanced Fluid Mechanics
en
Language semestre 1
French elementary M1 NSE-WWE semester 1
2023-2024 M1 Water and Wind Engineering S2
Applications semestre 2
An Introduction to Meteorology and Oceanography
en
Chaos and fractals
en/fr
Space physics and solar-terrestrial coupling
en
Geographical information systems
en
The Physics and Modelling of free surface flows
en
Integrated urban water management
en
Language semestre 2
French elementary M1 NSE-WWE semester 2
Fluid Mechanics projects semester 2
Numerical Simulations
en
Fluid Mechanics Laboratory
en
M2 RISE- Gouvernance des Risques Environnementaux
2023-2024 Semester 3
Analyse et gestion de l'environnement
Economic evaluation of environmental policies
Economics of the environment
Environmental law
Natural resources
Climate change
Analyse et gestion des risques
Natural and technological risks
Complexity, decision & risk / Risk Psychology
Risk law
Environmental and risk policies
Management QSE
Management stratégique de l’environnement et des risques
Projets, conférences, études de cas
Simulation de Crise
Conferences and projects
Case study workshops
Débats
2023-2024 Semester 4
Stage
Master's degree in Mechanics 23-24
M2 Mécanique - parcours Biomécanique
Sciences fondamentales
Physical mechanics
Mechanics and thermodynamics of continuous media
Anatomie fonctionnelle et chirurgie
Tribology
en/fr
Mechanical behavior of materials
Tissue engineering and biomaterials
Cours complémentaires
Methodology of research
Biomechanics of the locomotor system
Multi-body modeling and motion analysis
Elastic wave propagation
Soft matter
en/fr
Dynamics of biological human systems
Structural dynamics
2023-2024 Module complémentaire
Préparation au stage – Bibliographie
Socio-économie
Stage
English - shared Masters course
en
M2 Mécanique - parcours Dynamique des Structures et des Systèmes
UE Tronc Commun
Physical mechanics
Mechanics and thermodynamics of continuous media
UE Dynamique des Structures & Machines
Deepenings, applications (DSM)
Structural dynamics
Dynamic mechanisms
UE Contrôle des Structures et Optimisation
Deepenings, applications (CSO)
Elastic wave propagation
Active Noise Control and Vibration
en/fr
Stability of Rotating Machines
en
UE Modélisation Avancée des Systèmes & Structures
Deepenings, applications (MASS)
STABILITY OF MECHANICAL SYSTEMS
UE Libres
Elastic wave propagation
Structural dynamics
STABILITY OF MECHANICAL SYSTEMS
Active Noise Control and Vibration
en/fr
Dynamic mechanisms
Stability of Rotating Machines
en
UE modules complémentaires
Bibliographie/ Préparation au stage
Socio-Economie
English - shared Masters course
en
UE Stage
Stage
M2 Mécanique - parcours Mécanique des Fluides et Energétique
UE-1 Obligatoire de tronc commun
Physical mechanics
Mechanics and thermodynamics of continuous media
UE-2 Simulation numérique des écoulements
High performance numerical simulation in fluid mechanics
Numerical methods in fluid dynamics
Numerical methods for mechanics
Numerical flow simulation
UE-3 Turbulence dans les écoulements
Stabilité des écoulements
Physics and modeling of turbulence
Physical basis of turbulence
Mélange et Chaos
Physics of turbulent flows
en
UE-4 Ecoulement dans l'environnement
Environnement atmosphérique
Climate change
en
River Hydraulics
en
Atmospheric pollution
Coastal and Ocean Engineering
en
UE-5 Aérodynamique, Propulsion
Turbomachines
Physique de la combustion
Dynamique des gaz, aéroacoustique
Fundamentals of turbomachines
en
Combustion
en
External Aerodynamics
en
Transonic Aerodynamics
en
Unsteady flow in turbomachine
en
UE-6 Interfaces Fluides, Transferts, Mélange
Ecoulements polyphasiques et interfaces
Ecoulements complexes et polyphasiques
Mélange et Chaos
Combustion
en
Dynamique des gaz, aéroacoustique
UE-7 Mécanique des fluides fondamentale
Mécanique des fluides approfondie
Stabilité des écoulements
Physics of turbulent flows
en
External Aerodynamics
en
UE-8 Libre
Turbomachines
Physique de la combustion
Dynamique des gaz, aéroacoustique
Environnement atmosphérique
Ecoulements polyphasiques et interfaces
Ecoulements complexes et polyphasiques
Mécanique des fluides approfondie
High performance numerical simulation in fluid mechanics
Numerical methods in fluid dynamics
Numerical methods for mechanics
Stabilité des écoulements
Physics and modeling of turbulence
Physical basis of turbulence
Mélange et Chaos
Numerical flow simulation
Fundamentals of turbomachines
en
Physics of turbulent flows
en
Combustion
en
External Aerodynamics
en
Climate change
en
River Hydraulics
en
Transonic Aerodynamics
en
Atmospheric pollution
UE-3 Turbulence dans les écoulements
English - shared Masters course
en
UE-3 Turbulence dans les écoulements
Bibliographie-Préparation au stage
UE-3 Turbulence dans les écoulements
Stage
Master's degree in Acoustics 23-24
23 Master Acoustics Master 1
2023-2024 Master Acoustics S1
M1AC-S1-language
M1AC-S1-M1 common courses
M1AC-S1-Scientific communication
en
M1AC-S1-Acoustic devices
en
M1AC-S1-Fundamentals of mechanics and continuous media
en
M1AC-S1-Signal processing and speech processing
en
M1AC-S1-Sound and Propagation
en
M1AC-S1-M1 project
M1AC-S1-M1 Project
en
2023-2024 Master Acoustics S2
M1AC-S2-Common courses
M1AC-S2-Vibrations
en
M1AC-S2-Numerical methods for acoustics
en
M1AC-S2-M1 Project
en/fr
M1AC-S2-M1 Internship
en
M1AC-S2-Elective-courses
M1AC-S2-Bioacoustics
en
M1AC-S2-Finite elements
en
M1AC-S2-Second language
en
M1AC-S2-Materiaux de l'amenagement et de la construction
Adaptive filtering : application to active noise control
en/fr
Musical acoustics
en/fr
Environmental Acoustics
en/fr
23 Master Acoustics Master 2
2023-2024 Master Acoustics S3
General Acoustics : Acoustics sources and sound propagation
en/fr
Structural dynamics
Aerodynamically generated sound
en/fr
Numerical flow simulation
Physics of turbulent flows
en
Introduction to nonlinear vibrations
Environmental Acoustics
en/fr
Elastic wave propagation
System identification and sparse decompositions
External Aerodynamics
en
Fluid-Structure Interactions
en/fr
Dynamics of biological human systems
Air and ground transportation noise
en
Active Noise Control and Vibration
en/fr
Physical problems in unbounded media : mathematical analysis and numerics
en/fr
2023-2024 Master Acoustics S4
M2 AC-S4 internship
en/fr
Master's degree in Aeronautics and Space 23-24
M1 Aeronautics and space
2023-2024 Semester 1
Language
French M1-Aero-AC-elementary
French M1-Aero-AC-upper-intermediate
Spanish Elementary
Professionalization
Advanced design project
en
Operational excellence
en
Management of innovation processes
en
Scientific common-core
Mechanics of solids, materials and structures
en
Fundamentals of compressible and viscous flow analysis
en
Experimental techniques for solid and fluid mechanics
en
Numerical simulations for solid and fluid mechanics
en
2023-2024 Semester 1
Language
Spanish Elementary
French M1-Aero-AC-elementary
French M1-Aero-AC-upper-intermediate
Professionalization
Advanced research project
en
Intercultural studies
en
Training option courses
Rotors dynamic in mechanical engineering
en
Observation and Analysis of Materials
en
Introduction to random vibrations
en
Selection of Materials
en
Polymer materials : physical properties and innovations
en
M1 Aeronautics and space
2023-2024 Semester 1
Professionalization
Advanced design project
en
Operational excellence
en
Management of innovation processes
en
Scientific common-core
Mechanics of solids, materials and structures
en
Fundamentals of compressible and viscous flow analysis
en
Experimental techniques for solid and fluid mechanics
en
Numerical simulations for solid and fluid mechanics
en
Language
French M1-Aero-AC-elementary
French M1-Aero-AC-upper-intermediate
2023-2024 Semester 2
Language
French M1-Aero-AC-elementary
French M1-Aero-AC-upper-intermediate
Professionalization
Intercultural studies
en
Advanced research project
en
Training option courses
Numerical methods in mechanics
en
An Introduction to Meteorology and Oceanography
en
Space physics and solar-terrestrial coupling
en
Aircraft Turbojets
en
Optimal Design and Computational Fluid Dynamics
en
M2 Aeronautics and space - parcours Propulsion
2023-2024 Semester 3
Language
English - shared Masters course
en
French-M2-Aero-elementary
French M2 Aero-upper intermediate
Professionalization
Research project
en
Intercultural studies
en
Training option courses
P3 - Process- Produit- Performances 1-2
en
P3 - Process- Produit- Performances 2-2
en
Choice of materials and assemblage
Active Noise Control and Vibration
en/fr
Physical problems in unbounded media : mathematical analysis and numerics
en/fr
Stability of Rotating Machines
en
Health monitoring
en
Ressources, energy, climate, societies
Complex phenomena in structural dynamics
Air and ground transportation noise
en
Unsteady flow in turbomachine
en
Macro Energy
Fluid-Structure Interactions
en/fr
Mechanics of composite materials and structures
en
Durability of materials and structures
en
Diagnosis and health monitoring
Fundamentals of turbomachines
en
Combustion
en
Atmospheric pollution
Transonic Aerodynamics
en
Environmental Acoustics
en/fr
General Acoustics : Acoustics sources and sound propagation
en/fr
2023-2024 Semester 4
2023-2024 M2 AE AS Internship
M2 Aeronautique et Espace -Aerostructures -S4 internship
en
German Upper Intermediate
M2 Aeronautics and space - parcours Propulsion
2023-2024 Semester 3
Language
English - shared Masters course
en
French-M2-Aero-elementary
French M2 Aero-upper intermediate
German Upper Intermediate
Professionalization
Lesson and conferences
Training option courses
Numerical flow simulation
Fundamentals of turbomachines
en
Physics of turbulent flows
en
Environmental Acoustics
en/fr
Secure embedded systems
en/fr
Diagnosis and health monitoring
Advanced Control
en/fr
Combustion
en
Operations Research
Mechanical assembly: architecture and geometry analyses
Deep learning & artificial intelligence : an introduction
en/fr
External Aerodynamics
en
Durability of materials and structures
en
Climate change
en
General Acoustics : Acoustics sources and sound propagation
en/fr
Structural dynamics
Aerodynamically generated sound
en/fr
Fluid-Structure Interactions
en/fr
Mechanical behavior of materials
Transonic Aerodynamics
en
Air and ground transportation noise
en
Hybrid electric vehicles : modelling and energy management
Unsteady flow in turbomachine
en
Stability of Rotating Machines
en
Aeronautics Project
en/fr
Specific project
2023-2024 Semester 4
M2 AE PR Internship
M2 Aeronautique et Espace -Propulsion -S4 internship
en
Master's degree in Econometry, Statistics 23-24
M2 Econometrics and Statistics - Risk Management in Insurance and Finance
2023-2024 M2 Statistical Econometrics - GRAF track - Semester 3
Financial Theory
Portfolio management
Credit risk and counterparty
Statistics and Machine Learning
Parcimonie et grande dimension
Time Series Analysis
Mathematiques Actuarielles pour l'Assurance Non-Vie
Ruin theory
Stochastic and statistical models in non-life insurance
Mathematiques Financieres
Quantitative Finance
Stochastic differential equations and probabilistic numerical methods
en
Gestion des Risques
Risk management and measurement in finance and insurance
Reinsurance
Risk securitisation and solvency
Economie et Théorie des Jeux
Processus de Markov et Processus Gaussiens pour la modélisation de phénomènes temporels et spatiaux
Game theory and algorithms
2023-2024 M2 Econométrie Statistique - parcours GRAF - Semestre 4
Mathématiques Actuarielles pour l'Assurance Vie
Life insurance and biometric risks
Forward-looking insurance analysis
Internship
GRAF course Internship
Langue Vivante
English - shared Masters course
en
Master's degree in Applied Mathematics, Statistics 23-24
M2 Applied Mathematics, Statistics - Math in Action track
2023-2024 M2 Mathématiques Appliquées, Statistique - parcours Math en Action - Semestre 3
Modélisation déterministe - M2 Math en Action -Obligatoire - Semestre3
Numerical methods for PDEs
Variational methods for PDEs
Modélisation stochastique et apprentissage statistique - M2 Math en Action - Obligatoire - Semestre 3
Stochastic differential equations and probabilistic numerical methods
en
Statistical engineering
Mathématiques Appliquées, statistique - M2 Math en Action - Optionnels - Semestre 3
Parcimonie et grande dimension
Processus de Markov et Processus Gaussiens pour la modélisation de phénomènes temporels et spatiaux
Méthodes variationnelles pour les problèmes inverses en imagerie médicale
Optimal transport for learning - Mathematics, Statistical learning and Machine learning field
en/fr
Evolutionary Biology - Mathematics, Biology and Medicine field
en/fr
Cellular Dynamics and Complex Systems - Mathematics, Biology and Medicine field
en/fr
Epidemiology - Mathematics, Biology and Medicine field
en/fr
Modelling in spatial ecology - MBM and MEC courses
en/fr
Equations of fluid mechanics and their numerical approximation - Mathematics, environment and climate field
en/fr
Modélisation pour l'évaluation de risques liés au changement climatique - Filière Mathématiques, environnement et climat
en/fr
Graphs and ecological networks - MEC and MAM stream
en/fr
Geometric approaches to images and shapes - Mathematics, Image and Data Field
en/fr
Neural networks - FMID and FMASML fields
en
2023-2024 M2 Mathématiques Appliquées, Statistique - parcours Math en Action - Semestre 4
Optimisation et Représentation Parcimonieuse - M2 Math en Action - Obligatoire - Semestre 4
Parcimonie et grande dimension
Langue Vivante
English - shared Masters course
en
Stage Math en Action
Stage MEA
Master's degree in Public Health 23-24
M2 Public Health - Course Biostatistics Bioinformatics Biomathematics for Health
2023-2024 M2 Santé Publique - parcours Biostatistique Bioinformatique Biomathématique en Santé - Semestre 3
Generalized linear models and survival models
Analysis of genetic and genomic data in health
Linear and non-linear mixed effects models
Frequentist and Bayesian inference, parametric-nonparametric
Bibliography
Computing challenges of Big-Data
Statistical engineering
Deep learning & artificial intelligence : an introduction
en/fr
Processing and analysis of visual and audio data
en/fr
Machine Learning and Data Mining
Stochastic differential equations and probabilistic numerical methods
en
Numerical methods for PDEs
Introduction to Inverse Problems
Langue Vivante
English - shared Masters course
en
2023-2024 M2 Santé Publique - parcours Biostatistique Bioinformatique Biomathématique en Santé - Semestre 4
Internship
Stage B3H
Master's degree in Health Engineering 23-24
M2 Ingénierie de la Santé - parcours Conception des Produits de Santé
2023-2024 Master Ingénierie de la Santé, parcours COPS- Semestre 3
Cours obligatoires
Design and formulation of drugs and cosmetics
Biopharmacy
Physicochemistry of APIs and dosage forms
Artificial Intelligence and Cognition
en/fr
Biomaterials
en/fr
Regulations and Innovations
Langue Vivante
English - shared Masters course
en
Cours à choix
Analytical techniques applied to APIs and matrices
Tissue characterisation
en/fr
Medical instrumentation
Human physiology and biotechnology
Nanotechnologies
2023-2024 Master Ingénierie de la Santé, parcours COPS- Semestre 4
COPS Internship
M2 Ingénierie de la Santé - parcours Medical Imaging and Signal System
2023-2024 Master Ingénierie de la Santé, parcours MISS- Semestre 3
Cours obligatoires
MRI and optics imaging
en/fr
Ultrasonic imaging and therapy
Imaging ionising
en/fr
Artificial Intelligence and Cognition
en/fr
Langue Vivante
English - shared Masters course
en
Cours à choix
Biomaterials
en/fr
Regulations and Innovations
Tissue characterisation
en/fr
Medical instrumentation
Human physiology and biotechnology
Nanotechnologies
2023-2024 Master Ingénierie de la Santé, parcours MISS- Semestre 4
Internship
Stage MISS
Master's degree in Computer Science 23-24
M2 Informatique - parcours Data Science
Internship
Internship
Probabilistic Graphical Models
Machine Learning
en
Graphs, complexity, combinatorics
Data Visualization
Big Data Analytics
Cloud computing
Inferential statistics
Regression models
Data mining
Mathematical Fundamentals for Data Science
Computing challenges of Big-Data
Statistical engineering
Deep learning & artificial intelligence : an introduction
en/fr
Machine Learning and Data Mining
Game theory and algorithms
Physical problems in unbounded media : mathematical analysis and numerics
en/fr
Time Series Analysis
Interactive Data Visualization
Computer-based technology for Big Data
Machine learning
Project
Bayesian machine learning and text mining
Parcimonie et grande dimension
Processus de Markov et Processus Gaussiens pour la modélisation de phénomènes temporels et spatiaux
Introduction to Inverse Problems
Internship
Database Systems
en/fr
Operations Research
Processing and analysis of visual and audio data
en/fr
Climate change
en
Stochastic differential equations and probabilistic numerical methods
en
Computer networks
Numerical methods for PDEs
Enterprise computing
Representation and manipulation of structured data
Internet of objects and embedded concurrent systems
Project
Langue Vivante
English - shared Masters course
en
Internship
English - shared Masters course
en
Internship
Stage DS
Final year traineeship
M2 Informatique - parcours Intelligence Artificielle
Internship
Internship
Artificial Intelligence and Cognition
en
Knowledge Dynamics
Multi-Agents and Self-Systems
Smart Environment: Fundamentals & Challenges
en
Bio-Inspired Intelligence
en
Smart Environment: Fundamentals & Challenges
en
Statistical engineering
Machine Learning and Data Mining
Game theory and algorithms
New Technologies of Information and Communication
Physical problems in unbounded media : mathematical analysis and numerics
en/fr
Time Series Analysis
Interactive Data Visualization
Bayesian machine learning and text mining
Project
Parcimonie et grande dimension
Processus de Markov et Processus Gaussiens pour la modélisation de phénomènes temporels et spatiaux
Introduction to Inverse Problems
Internship
Computing challenges of Big-Data
Operations Research
Deep learning & artificial intelligence : an introduction
en/fr
Processing and analysis of visual and audio data
en/fr
Database Systems
en/fr
Representation and manipulation of structured data
Stochastic differential equations and probabilistic numerical methods
en
Computer networks
Numerical methods for PDEs
Entrepreneurial coaching 2
Enterprise computing
Computer Graphics
Computer-based technology for Big Data
Representation and manipulation of structured data
Internet of objects and embedded concurrent systems
Machine learning
Project
Calcul et modélisation géométrique pour l'informatique graphique
Langue Vivante
English - shared Masters course
en
Internship
English - shared Masters course
en
Internship
Stage IA
Final year traineeship
M2 Informatique - parcours Image Développement 3D
Internship
Internship
Project
Calcul et modélisation géométrique pour l'informatique graphique
Project
Parcimonie et grande dimension
Processus de Markov et Processus Gaussiens pour la modélisation de phénomènes temporels et spatiaux
Introduction to Inverse Problems
Geometric modelling
en
3D image synthesis
en
Analysis, Image Processing and 3D Vision
en
Coding, Transmission, Compression of images and videos
en
Animation, Articulated Bodies and Physical Motors
en
Statistical and frequency models for the image
en
Rendering and programming of graphics cards
en
Instrumentation for medical imaging and motion tracking
en
Modelling for video games (virtual worlds)
en
Research in Computer Graphics and Image 2
en
Modelling for video games (virtual worlds)
en
Modelling for video games (virtual worlds)
en
Modelling for video games (virtual worlds)
en
Modelling for video games (virtual worlds)
en
Modelling for video games (virtual worlds)
en
Deep learning & artificial intelligence : an introduction
en/fr
Processing and analysis of visual and audio data
en/fr
Game theory and algorithms
New Technologies of Information and Communication
Physical problems in unbounded media : mathematical analysis and numerics
en/fr
Time Series Analysis
Computer Graphics
Interactive Data Visualization
Internship
Computing challenges of Big-Data
Statistical engineering
Database Systems
en/fr
Operations Research
Machine Learning and Data Mining
Stochastic differential equations and probabilistic numerical methods
en
Computer networks
Numerical methods for PDEs
Enterprise computing
Computer-based technology for Big Data
Representation and manipulation of structured data
Machine learning
Langue Vivante
English - shared Masters course
en
Internship
English - shared Masters course
en
Internship
Stage ID3D
Final year traineeship
M2 Informatique - parcours Technologie d'Information et Web
Internship
Internship
Statistical engineering
Operations Research
Deep learning & artificial intelligence : an introduction
en/fr
Processing and analysis of visual and audio data
en/fr
Machine Learning and Data Mining
Stochastic differential equations and probabilistic numerical methods
en
Numerical methods for PDEs
Enterprise computing
Computer Graphics
Interactive Data Visualization
Computer-based technology for Big Data
Machine learning
Bayesian machine learning and text mining
Langue Vivante
English - shared Masters course
en
Internship
Software and services
en
Interoperability
en
Information systems security
en
Big Data Analytics
en
Cloud computing
en
Synchronous and multi-device web technologies
en
Synchronous and multi-device web technologies
en
Synchronous and multi-device web technologies
en
Synchronous and multi-device web technologies
en
Computing challenges of Big-Data
Database Systems
en/fr
Enterprise information systems
Representation and manipulation of structured data
Computer networks
Game theory and algorithms
New Technologies of Information and Communication
Physical problems in unbounded media : mathematical analysis and numerics
en/fr
Time Series Analysis
Representation and manipulation of structured data
Internet of objects and embedded concurrent systems
Project
Parcimonie et grande dimension
Processus de Markov et Processus Gaussiens pour la modélisation de phénomènes temporels et spatiaux
Introduction to Inverse Problems
Internship
Internship
TIW Internship
Final year traineeship
English - shared Masters course
en
Master's degree in Materials Science and Engineering 23-24
M1 Matrials Science and Engineering - Biomimicry and Surface Engineering
2023-2024 M1 BIOSURF semester 1
Mathematics
en
Probablity and statistics
en
Computing for Engineers
en
Biomimicry: theory and interdisciplinarity
en
Biology / Living Systems
en
Mechanics and Engineering Materials
en
Physical Measurments
en
2023-2024 M1 BIOSURF semester 1
French for Foreign Phd Student - beginner level
French for Foreign Phd Student - intermediate level
en
2023-2024 M1 BIOSURF semester 2
2-months Biomimetics and surface research project
en
Intercultural studies
en
Designing a Sustainable Packaging
Optical methods
en/fr
Tribology and bio-inspired surface engineering
en
Physical chemistry of surfaces and interfaces
en/fr
Polymer materials : physical properties and innovations
en
2023-2024 M1 BIOSURF semester 1
French for Foreign Phd Student - beginner level
en
French for Foreign Phd Student - intermediate level
en
M1 Matrials Science and Engineering - Biomimicry and Surface Engineering
2023-2024 M2 BIOSURF semester 3
Biomimetics and SURFAB Project
en
Numerical Methods II
en
Tactile Perception engineering
en
Surface Manusfacturing II 3D additive processes
en
Surface Manufacturing III: Surface engineering
en
Numerical Methods I: FEM
en
Numerical Methods IV: Adv. numerical methods
en
Tribology
en/fr
Durability of materials and structures
en
Characterization of surfaces and nanostructures
2023-2024 M2 BIOSURF semester 4
Master's degree in Nanoscale Engineering 23-24
23 Master 1 Nanosciences et Nanotechnologies
2023-2024 Master NSE S1
23_M_NSE_S1 Common courses
French elementary M1 NSE-WWE semester 1
Micro and Nano fabrication 1
en
Surface physics
en
Characterization tools for nanostructures
en
Research Project 1
en
23_M_NSE_S1 Elective courses
Quantum engineering
en
Fundamental basis of science
en
Biomolecules cells and biomimetic systems
en
2023-2024 Master NSE S2
23_M_NSE_S2 Common courses
French elementary M1 NSE-WWE semester 2
Micro and Nano fabrication 2
en
Research Project 2
en
Intercultural studies
en
23_M_NSE_S2 Elective courses
Physics of semiconductors
en
Nanomechanics
en
Drug delivery systems
en
Course in another program
en
23 Master 2 Nanosciences et Nanotechnologies
2023-2024 Master NSE S3
23_M_NSE_S3 Common courses
Intellectual property-S3-12
en
23_M_NSE_S3 Bloc 1 Major
Micro Nano photonics and applications S3-1
en
Surface analysis techniques S3-2
en
Functional materials S3-4
en
Bio engineering S3-3
en
Nanoelectronics and information technology S3-5
en
Nanophotonics
en/fr
23_M_NSE_S3 Bloc 2 Minor
Nanomagnetism and spintronics S3-7
en
Computer modelling of nanoscale systems S3-8
en
Micro and nano fluidics S3-10
en
Semiconductor nanostructures S3-6
en
Nano for energy and environment S3-9
en
Lecture in another program S3-11
en
2023-2024 Master NSE S4
Internship thesis S4-1
en
Master's degree in Ocean, Atmosphere and Climate Science 23-24
23 Master SOAC Master 1
2022-2023 Master SOAC semestre 1
23 M SOAC S1 Atmospheric Physics
M SOAC S1 Atmospheric Physics
en
23 M SOAC S1 Climate Physics
M SOAC S1 Climate Physics
en
23 M SOAC S1 Fundamentals
Fluid Mechanics
en
Computing for Engineers
en
Mathematics
en
Probablity and statistics
en
23 M SOAC S1 Languages
French elementary M1 NSE-WWE semester 1
23 M SOAC S1 Project Management
M SOAC S1 Project Management
en
2022-2023 Master SOAC semestre 2
23_M_SOAC_S2 Applications
Atmospheric chemistry
en
Water chemistry
en
Spectroscopy
en
Physics and Modelling of Free-surface flows
en
Geographical Information Systems
en
Space physics and solar-terrestrial coupling
en
Nuclear Engineering
Health engineering
Machine Learning et Applications
en/fr
Geographical information systems
en
Political Sociology
An Introduction to Meteorology and Oceanography
en
23_M_SOAC_S2 Languages
French elementary M1 NSE-WWE semester 2
23_M_SOAC_S2 Projects
Numerical Simulations
en
Fluid Mechanics Laboratory
en
23 Master SOAC Master 2
23 Master SOAC Master 2 Parcours Atmospheric Sciences
23_M_SOAC_ATM_S3_Disciplinary module
Atmospheric Chemistry
en
Atmospheric Physics
en
Atmosphere Observation and Instrumentation
en
From Catalysis to Industrial Applications
en
Lab. class
en
Boundary Layer Meteorology
en
Climate change
en
Atmospheric pollution
Hydrology and Hydrogeology
Ressources, energy, climate, societies
23_M_SOAC_ATM_S3_Languages and seminars
Languages and seminars
en
23_M_SOAC_ATM_S3_Project
Research project
en
23_M_SOAC_ATM_S4-Internship
Internship M2 Atmposphere
en
23 Master SOAC Master 2 Parcours Climate Sciences
23_M_SOAC_CLIM_S3_Disciplinary module
Atmospheric Physics
en
Atmosphere -Ocean interaction
en
Radiative Transfer
en
Remote sensing
en
Lab. class
en
Natural Risks
en
Atmospheric pollution
Confort et énergie de l'habitat
Oceanography : general concepts and case studies
en
Climate change
en
Coastal and Ocean Engineering
en
23_M_SOAC_CLIM_S3_Languages and seminars
Languages and seminars
en
23_M_SOAC_CLIM_S3_Project
Research project
en
23_M_SOAC_CLIM_S4-internship
Internship M2 Climate
en
23 Master SOAC Master 2 Parcours Ocean
23_M_SOAC_OCEAN_S3_Disciplinary module
Atmosphere -Ocean interaction
en
Remote sensing
en
Water Chemistry
en
Water Physics
en
Lab. class
en
Natural Risks
en
Climate change
en
Coastal and Ocean Engineering
en
Oceanography : general concepts and case studies
en
Atmospheric pollution
Hydrology and Hydrogeology
Ressources, energy, climate, societies
23_M_SOAC_OCEAN_S3_Languages and seminars
Languages and seminars
en
23_M_SOAC_OCEAN_S3_Project
Research project
en
23_M_SOAC_OCEAN_S4-Internship
Internship M2 OCEAN
en
Syllabus ECL 24-25
General engineering
Common Core
Semester 5
Mathematics
Applied Analysis
Numerical Analysis
Probability theory and Statistics
Adapted Mathematics I : applied analysis - algebra
Adapted maths II : Probability theory and Statistics
Project
Adapted Mathematics III: Project
Electrical energy and Systems Control
Electrical Energy
Linear Control
Electric Drive Control
Fluids and Energy
Fluids and Energy - Concepts and applications
en/fr
Fluids and Energy - Experimental and numerical methods
Fluids and Energy - Project Labs
Computer Science
Algorithms and data structures
Object-oriented design and programming
Practical IT project
Modern Languages
English
en
Arabic
Chinese
German
Spanish
French as a foreign language
Italian
Japanese
Portuguese - Brazil
Russian
Professional Unit in the 5
th
Semester
Conferences
Physical Education and Sport
en/fr
Study Project
Career plan - tutoring - S5-S6-S7
CLIC - Centrale Lyon Innovation Camp
Climate
Introduction to ecological transition issues
Economics and management
Introduction to Economics
Business administration
Information Science and Engineering
Academic support STI
Electronic Systems
Signal processing
Analog to Digital conversion
Semester 6
Electrical energy and Systems Control
Electrical Energy
Linear Control
Electric Drive Control
Fluids and Energy
Fluids and Energy - Concepts and applications
en/fr
Fluids and Energy - Experimental and numerical methods
Fluids and Energy - Project Labs
Mechanical engineering
Mechanical Engineering
Technology Analysis & Product Development
Modelling & Design
Mechanism Design
Materials Engineering
From Matter to Materials: Structure and Properties
Practical courses in Material and Surface Science
Computer Science
Algorithms and data structures
Object-oriented design and programming
Practical IT project
Modern Languages
English 1A
en
Arabic
Chinese
German
Spanish
French as a foreign language
Italian
Japanese
Portuguese - Brazil
Russian
Solids Mechanics and Structures
Continuum mechanics of solids
Experimental analysis in continuum and solid mechanics
Digital Mock-Up
Structural Dynamics
Plasticity, forming
Physics and Chemistry of Matter
Physics
Chemistry
Lab Sessions PCM
Professional Unit in the 6
th
Semester
UE PRO Conferences
Discovering engineering
en/fr
Company visits
Sports
en/fr
Study Project
Professional Project Tutoring
WEEX_Wind Power
en/fr
WEEX_Waste & Pollution
en/fr
WEEX_Hydrogen
en/fr
First Year Training
First Year Internship
Information Science and Engineering
Electronic systems
Signal Processing
Analog to Digital and Digital to Analog conversions in audio systems
Semester 7
In-depth Courses
Power Electronics
Electromechanical Conversion
Automatic control with nonlinear phenomena
Multi-sensor, Multi-activator Control
Stabilty of flow and introduction to turbulence
Acoustics and Waves in Fluids
Supersonic Flow
Thermics and Combustion
Multi-body mechanical systems
Mechanical Engineering
Damage and Ruin of Materials
Materials and Innovative Surface Treatments
Amorphous Materials for Innovative Functional Structures
Biomechanics of Living Tissue and Prosthetic Biomaterials
Multimedia : concepts and technologies
Problem Resolution Strategies
Software Engineering: Model and process based software development
Data analysis and pattern recognition
en/fr
Vibration Analysis
Inelastic behaviour of structures
Probability theory and introduction to random processes
Numerical approximation for ODEs and PDEs
Quantum Mechanics and Applications
Molecular and supramolecular chemistry
Electrochemistry and Chemitronics
Dielectric and Semiconductor Physics
embedded systems architectures
Information theory and optimal filtering
Digital architectures for computing and information processing
en/fr
Communicant and Intelligent Sensors
Mechanical engineering
Mechanical Engineering
Practictal courses in Mechanical Engineering
Modelling & Design
Mechanism Design
Materials Engineering
From Matter to Materials: Structure and Properties
Practical courses in Material and Surface Science
Solids Mechanics and Structures
Continuum mechanics of solids
Experimental analysis in continuum and solid mechanics
Digital Mock-Up
Structural Dynamics
Plasticity, forming
Physics and Chemistry of Matter
Physics
Chemistry
Lab Sessions PCM
Human and social sciences
Individuals and society
Work in the contemporary societies and compagnies
Ethics
Modern Languages
English
en
Arabic
Chinese
German
Spanish
French as a foreign language
Italian
Japanese
Portuguese - Brazil
Russian
Professional Unit in the 7
th
Semester
Conferences
Accompagnement au projet professionnel
Career Plan | Workshops
Industrial Project
Research Project
WEEX_Wind Power
en/fr
WEEX_Waste & Pollution
en/fr
WEEX_Hydrogen
Optional Courses Curriculum
Semester 8
Optional Courses
Finite Element Method, from the theory to implementation
Mechanical Metamaterials
en/fr
Electrical energy
Optical methods
en/fr
Rotors dynamic in mechanical engineering
en
Numerical methods in mechanics
en
Life, Information and System
en/fr
Programming of graphic interface
Social, economical and political issues for a sustainable development
An Introduction to Meteorology and Oceanography
en
Collaborative algorithms and applications
Nuclear Engineering
Health engineering
Fablab practices
development of technical products
Political Sociology
Designing a Sustainable Packaging
Probability theory and introduction to stochastic processes
Marketing
Geographical information systems
en
Mathematical Biology
Circuits et dispositifs en micro-ondes
Introduction to Image Sensing and Processing
en/fr
Observation and Analysis of Materials
en
Soil mechanics
Multiphysics simulation in mechanical design
Philosophy of the sciences and the techniques
Space physics and solar-terrestrial coupling
en
Entrepreneurship and innovation
Machine Learning et Applications
en/fr
Adaptive filtering : application to active noise control
en/fr
Web applications
Physical chemistry of surfaces and interfaces
en/fr
Discrete event systems
Wind Turbines
Ecology and environment
Introduction to random vibrations
en
The Physics and Modelling of free surface flows
en
Globalization and Transcultural issues
Algorithms for Reasoning
Law and Work
Selection of Materials
en
From micro to macro in solid and fluid mechanics
Aircraft Turbojets
en
Mechanical systems and contacts
en/fr
Bio-Inspired Surface Engineering
en
Controverses socio-techniques
Market Finance
Smart mecatronics systems
en/fr
High voltage engineering and systems
Musical acoustics
en
Chaos and fractals
Antenna, Signal and Processors
Optimal Design and Computational Fluid Dynamics
en
Polymer materials : physical properties and innovations
en
Men and their Waste
Cost Manangement and entrepreneurial finance
Modern Languages S08
English
en
Arabic
Chinese
German
Spanish
French as a foreign language
Italian
Japanese
Portuguese - Brazil
Russian
Professionnelle
Sports
en/fr
Conferences
School of Architecture Project
Tutoring - Career plan
Project for Industrial Application
Projet Application - Recherche
Practical Internship
Practical Internship
Semester 9
Languages
English
en
Arabic
Chinese
German
Spanish
French as a foreign language
Italian
Japanese
Portuguese - Brazil
Russian
Business courses
Profession Specifics Modules
Engineering Systems
Quality management
Operations & Information Management (OPIM)
Company Law
Organisations and team management
Natural Risks
en
Intelligence économique et protection de l'information
Specific Profession courses
Eco-Design and Innovation
Advanced Design Processes
Modern design tools
Design and technological choices
First design of innovative products
CONFERENCES
Consulting
The fundamentals
Consulting project management
Become a Consultant
ICs Project
Startup and Business Developer
Startup Engineer & Business Developper
Design thinking
Markets and stakeholders
Negociation and communication
Business creation project
Technological and environmental risks management
Impacts environment and human health
Evaluation and quantification of risks
en/fr
Management, prevention and mitigation of risks
IMR Project
Research & development
Research-Project Management
Innovative Design and Creativity
Philosophy, sciences and society
Supply Chain and Firm Performance
Supply Chain and Firm Performance Engineer
Fresh Connection
L'entreprise étendue
L'entreprise agile
L'entreprise et la performance
Circular Economy
Circular Economy
ISP Project
Risk Management
Supply Chain Strategic Management
6-sigma & Lean
Industrial Structure
Operational Excellence
Discipline Specifics Modules
Numerical flow simulation
Fundamentals of turbomachines
en
Nanophotonics
en/fr
Physics of turbulent flows
en
Introduction to nonlinear vibrations
Environmental Acoustics
en/fr
Computing challenges of Big-Data
Coastal and Ocean Engineering
en
Statistical engineering
Power plant turbine technology
Soils survey and soils behaviour
Elastic wave propagation
Secure embedded systems
en/fr
System identification and sparse decompositions
Diagnosis and health monitoring
Advanced Control
en/fr
Green Computing
Energy, Storage, Conversion
Combustion
en
Operations Research
Mechanical assembly: architecture and geometry analyses
Deep learning & artificial intelligence : an introduction
en/fr
Human physiology and biotechnology
Uncertainties and heterogeneities in real structures
Processing and analysis of visual and audio data
en/fr
Construction materials
Autonomous microsystems
External Aerodynamics
en
Soft matter
en/fr
Durability of materials and structures
en
Tribology
en/fr
Climate change
en
Dynamics of biological human systems
Machine Learning and Data Mining
General Acoustics : Acoustics sources and sound propagation
en/fr
Structural dynamics
Aerodynamically generated sound
en/fr
Characterization of surfaces and nanostructures
Fluid-Structure Interactions
en/fr
River Hydraulics
en
Physics for Information Technology
Nuclear Energy
Stochastic differential equations and probabilistic numerical methods
en
Mechanics of composite materials and structures
en
STABILITY OF MECHANICAL SYSTEMS
Mechanical behavior of materials
Computer networks
Numerical methods for PDEs
Electric Power System
Engineering of a consumer object
Oceanography : general concepts and case studies
en
Entrepreneurial coaching 2
Database Systems
en/fr
Entrepreneurial coaching 1
EDP modelisation and mathematic analysis
Building & Architecture
Business development 1
Business development 2
Nanotechnologies
CyberSecurity
Cultural, social and economic openness
Sectoral Courses
Aeronautics
Specific courses for aeronautics Option
Lesson and conferences
Aeronautics Project
en/fr
Acoustics & Vibrations
Acoustics & Vibrations
Guidance & Steering
Guidance & Steering
en/fr
Materials & Structures
Materials & Structures
Propulsion
Propulsion
en
Bio-engineering and nanotechnology
Specific courses for Bio-engineering and nanotechnology
Conferences and visits
Project Option Bio-Engineering and Nanotechnology
Bio-engineering and nanotechnology
Medical Imaging
Interactions between materials & living world
Bioproduction
Bioinformatics, Biostatistics & Modelling
Nanotechnologies
Memories for Internet of Things
Intelligent Surfaces
Nano-Optical Devices
Energy
Specific courses for Energy Option
Thermal production
EN Project
On-board energy
Mobile systems Energy
Oil and Gas
On-board energy
Electrical Power Network
Nuclear engineering
Computer science and Communication
Specific courses for Computer science and Communication Option
Computer-based technology for Big Data
Representation and manipulation of structured data
Internet of objects and embedded concurrent systems
Machine learning
Project
Geometry Processing applied to Computer Graphics
Bayesian machine learning and text mining
Project
Mathematics and decision
Decision making
Process simulation
Marketing and Finances
Decision support systems
Project
Mathematical engineering
Mathematics and risk analysis
Sparsity & Convexity
Markovian & Gaussian processes
Introduction to Inverse Problems
Projet IM
Ecological Transition and Territories
Specific Courses_Civil and Environmental Engineering Option
Civil engineering and Environment
Civil engineering
Constructions
Transportation works and structures
TET project
Environment
Urban climate
en/fr
Regeneration and urban resilience
en/fr
Soil pollution
Transportation Issues
Specific courses for Transport and traffic Option
Traffic and environment
Traffic and environment
Traffic and environment
Traffic and environment
Transportation and Environment
Traffic and environment
Land Transport and Social Priorities
Transportation engineering
Transportation Safety
Transport logistics
TT project
Transportation noise
Vehicles technologies
Vehicle technologies
Land transport and social priorities
Transportation engineering
Combustion engine and hybrid
Vehicle technologies
TT project
Technological innovations
Segment Specifics Modules
Transonic Aerodynamics
en
Air and ground transportation noise
en
Complex systems fiability
Active Noise Control and Vibration
en/fr
Functionalized thin layers and surfaces
Game theory and algorithms
Choice of materials and assemblage
Macro Energy
Dynamic mechanisms
Electromagnetic Compatibility of power systems, interaction with environement
Construction of Energy Production
Hybrid electric vehicles : modelling and energy management
Unsteady flow in turbomachine
en
Confort et énergie de l'habitat
Atmospheric pollution
Enterprise computing
New Technologies of Information and Communication
Physical problems in unbounded media : mathematical analysis and numerics
en/fr
Complex phenomena in structural dynamics
Strategic Management
Tissue engineering and biomaterials
Microsystems, microsensors, microfluidic
Hydrology and Hydrogeology
en
Time Series Analysis
Stability of Rotating Machines
en
Health monitoring
en
Techniques for construction
Advanced soil engineering
Business development
Business information systems
Entrepreneurial coaching
Computer Graphics
Interactive Data Visualization
Ressources, energy, climate, societies
Semester 10
Final year traineeship
Final year traineeship
Engineering specializing in Energy
1
st
year course
5
th
semester
scientific bases
Mathematics (1)
Scientific Strengthening
Materials science (1)
Electrical Circuits
basics of mechanics
Mechanics Kinematics
Static Mechanics
Resistance of Materials (1)
Geometric and Technical Description
Building
Geometry of Mechanical Systems
IT tools
Excel_Not Evaluated
Design of information systems
Scientific Calculation Software
Human and Social Sciences, Economics
Economy
Ethics: The Engineer and his Responsibilities
Energy Challenges
Climate fresco
Business and Management (1)
Global Business Approach
Employement law
Team Management and leadership
Openness to the world (1)
Language Course in Energy Engineering
en
Ecole Centrale de Lyon conferences
en/fr
Expression and Organization
Professional training
In-company Training (integration)
6
th
semester
Mathematics and Mechanics
Mathematics (2)
General mechanic
Design Study Office
Fluid Mechanics Energy
Fluid mechanics
Thermal transfers
Thermodynamics
Automatic Electrotechnics
Automatic: Discontinuous System
Automatic: Regulation
Electrical engineering
Opening up to the world (S6)
Language Course in Energy Engineering
en
Ecole Centrale de Lyon conferences
en/fr
Expression and Organization (2)
Literature search
In company Training_Project 1
In-company Training (Project 1)
2
nd
year course
2023-2024 Seventh semester
Chemical Physics
Solar thermal and photovoltaic
Thermodynamics (2)
Chemistry
Energy sector (1)
Alternators
Hydropower Science and Technology
Design Study Office (2)
Design and Materials
Strength of materials
Materials sciences
Eco - conception
Business and Management (2)
Economic issue of Energy
Business financial management
Project Management (1)
Opening up to the world (S7)
Language Course in Energy Engineering
en
Ecole Centrale de Lyon conferences
en/fr
Expression and organization
professional training
In-company Training (Project 2) Part 1
2023-2024 Eighth semester
Energy sector (2)
Wind science and technology
Heat storage
Electrochemical storage
Energy sector (3)
Nuclear
Turbomachines
Power grid
Communication of automated systems
High Voltage Low Voltage Networks
Design and Environment
Ground Mecanic
Design Study Office (3)
Environment
Business and Management (3)
Safety Management and Industrial Risks
Project Management (2)
Opening up to the world (S8)
Language Course in Energy Engineering
en
Ecole Centrale de Lyon conferences
In-company Training (Project 2) Part 2
In-companyTraining (Project 2) Part 2
3
rd
year course
2023-2024 Ninth semester
Energetics sector (4)
Wood - Energy
Hydrogen
geothermal energy
Methanization and cogeneration
Design office IT
Design of information systems (2)
Management of information systems security
Heuristic
Design and Innovation
Creativity- Design
Building thermal
Concept & Design (4)_ including Weex
WEEX 1
en/fr
Opening up to the world (S9)
Language Course in Energy Engineering
en
Ecole Centrale de Lyon conferences
professional training
In-company Training (TFE) Part 1
2023-2024 Tenth semester
Professional Experience
professional experience
International professional experience
Overseas Work
en
Bachelor Mutations Technologiques et Industrielles - Spécialité Génie Civil Environnement
1
st
Semester
Mathematics Chemistry
Mathematics I - Real and Complex Algebra, Real Analysis, Geometry
Chemistry I - Organic Chemistry
Introduction to materials
Engineering Fundamentals
Fluids Mechanics
Solids Mechanics
Methods and Numerical Tools for Conception I - Drawing Rules
PROJECT– Eco-conception of an assembly of free oscillation
English Communication
English 1
Interactions with companies 1
Communication, negociation
Physical and Sportive Education 1
General Methods
General Processes for Buildings Construction
Construction Sites Visits - Process Analysis
Modelling, 2D Building Drawing and TP-AutoCAD
Practical Work General Processes of Construction
Quality, security and environment
2
nd
Semester
Mathematics, Physics, Chemistry
Mathématiques II
Physique 1 - Electricity
Chemistry II – Solutions Chemisty
Materials Resistance and Conception Rules
Materials Resistance
Methos and Numerical Tools for Conception II - Conception
PROJECT - Creation and Analysis of an assembly of free oscillation
Economy Communication
English 2
Physical and Sportive Education 2
Economie, la filière et ses acteurs
Interactions with companies 2
Public Works
PROJECT - Construction Files Analysis
Typology
Construction Sites Visits - Diagnostic
Envelope Structure
Analyse structurelle du bâtiment et des travaux publics
PROJET - Structure Enveloppe
Lyon Centrale Digital Lab
Lyon Centrale Digital Lab - Semestre 1
Web et Image et Projets Cycle1
Web Platform
en/fr
Web Programming
en/fr
Image Processing
en/fr
Data Visualisation
en/fr
POC Fall Project
en/fr
Intelligence Artificielle et Big Data et Projets Cycle 2
Data Classification
en/fr
Deep Learning
en/fr
Big Data Technologies
en/fr
POC Winter Project
en/fr
Aspects Méthodologiques et Projets Cycle3
Design Thinking
en/fr
Digital Marketing
en/fr
Scrum
en/fr
POC Spring Project
en/fr
Lyon Centrale Digital Lab - Semestre 2
Semestre 2 Stage Digital Lab
DLAB Internship
en/fr
Master of Science in Acoustics
Master Acoustics M1
Master Acoustics S1
S1-language
Language Course in Acoustics Master
French INSA
S2-Common courses
Scientific communication
en
M1AC-S1-Acoustic devices
en
Fundamentals of mechanics and continuous media
en
Signal processing and speech processing
en
Sound and Propagation
en
S1-M1 project
S1-M1 Project
en
Master Acoustics S2
S2-Common courses
Vibrations
en
Numerical methods for acoustics
en
M1 Project S2
en/fr
M1 Internship
en
Elective-courses
Bioacoustics
en
Finite elements INSA
en
French INSA
Materials for design and construction
Adaptive filtering : application to active noise control
en/fr
Musical acoustics
en
Environmental Acoustics
en/fr
Master Acoustics M2
Master Acoustics S3
Numerical flow simulation
Physics of turbulent flows
en
Introduction to nonlinear vibrations
Environmental Acoustics
en/fr
Elastic wave propagation
System identification and sparse decompositions
External Aerodynamics
en
Dynamics of biological human systems
General Acoustics : Acoustics sources and sound propagation
en/fr
Structural dynamics
Aerodynamically generated sound
en/fr
Fluid-Structure Interactions
en/fr
Air and ground transportation noise
en
Active Noise Control and Vibration
en/fr
Physical problems in unbounded media : mathematical analysis and numerics
en/fr
Master Acoustics S4
M2 AC-S4 internship
en/fr
Master Aerospace Engineering
M1 Aeronautics and space
Semester 1
Language
Language Course in AE Master
Professionalization
Advanced design project
en
Operational excellence
en
Management of innovation processes
en
Scientific common-core
Mechanics of solids, materials and structures
en
Fundamentals of compressible and viscous flow analysis
en
Experimental techniques for solid and fluid mechanics
en
Numerical simulations for solid and fluid mechanics
en
Semester 2
Language
Language Course in AE Master
Professionalization
Advanced research project
en
Intercultural studies
en
Training option courses
Rotors dynamic in mechanical engineering
en
Observation and Analysis of Materials
en
Introduction to random vibrations
en
Selection of Materials
en
Polymer materials : physical properties and innovations
en
M1 Aeronautics and space- Propulsion track
Semester 1
Professionalization
Advanced design project
en
Operational excellence
en
Scientific common-core
Mechanics of solids, materials and structures
en
Fundamentals of compressible and viscous flow analysis
en
Experimental techniques for solid and fluid mechanics
en
Numerical simulations for solid and fluid mechanics
en
Language
Language Course in Master AE
Semester 2
Language
Language Course in Master AE
Professionalization
Intercultural studies
en
Advanced research project
en
Training option courses
Numerical methods in mechanics
en
Space physics and solar-terrestrial coupling
en
An Introduction to Meteorology and Oceanography
en
Aircraft Turbojets
en
Optimal Design and Computational Fluid Dynamics
en
M2 Aeronautics and space - parcours Propulsion
2023-2024 Semester 3
Language
English - shared Masters course
en
French as a foreign language
Professionalization
Research project
en
Intercultural studies
en
Training option courses
P3 - Process- Product- Performances 1-2
en
P3 - Process- Product- Performances 2-2
en
Transonic Aerodynamics
en
Air and ground transportation noise
en
Active Noise Control and Vibration
en/fr
Choice of materials and assemblage
Macro Energy
Unsteady flow in turbomachine
en
Atmospheric pollution
Physical problems in unbounded media : mathematical analysis and numerics
en/fr
Complex phenomena in structural dynamics
Strategic Management
Stability of Rotating Machines
en
Health monitoring
en
Business development
Ressources, energy, climate, societies
Numerical flow simulation
Fundamentals of turbomachines
en
Physics of turbulent flows
en
Environmental Acoustics
en/fr
Computing challenges of Big-Data
Diagnosis and health monitoring
Energy, Storage, Conversion
Combustion
en
Durability of materials and structures
en
General Acoustics : Acoustics sources and sound propagation
en/fr
Fluid-Structure Interactions
en/fr
Mechanics of composite materials and structures
en
Engineering Systems
Space physics and solar-terrestrial coupling
en
An Introduction to Meteorology and Oceanography
en
Smart mecatronics systems
en/fr
2023-2024 Semester 4
M2 Aeronautique et Espace -Aerostructures -S4 internship
en
Language Course in Master AE
M2 Aeronautics and space - parcours Propulsion
2023-2024 Semester 3
Language
English - shared Masters course
en
Language Course in Master AE
Professionalization
Lesson and conferences
Training option courses
Numerical flow simulation
Fundamentals of turbomachines
en
Physics of turbulent flows
en
Environmental Acoustics
en/fr
Secure embedded systems
en/fr
Diagnosis and health monitoring
Advanced Control
en/fr
Combustion
en
Operations Research
Mechanical assembly: architecture and geometry analyses
Deep learning & artificial intelligence : an introduction
en/fr
External Aerodynamics
en
Durability of materials and structures
en
Climate change
en
General Acoustics : Acoustics sources and sound propagation
en/fr
Structural dynamics
Aerodynamically generated sound
en/fr
Fluid-Structure Interactions
en/fr
Mechanical behavior of materials
Transonic Aerodynamics
en
Air and ground transportation noise
en
Hybrid electric vehicles : modelling and energy management
Unsteady flow in turbomachine
en
Wave propagation : theory and applications Wave propagation : theory and applications Wave propagation : theory and applications
en/fr
Stability of Rotating Machines
en
Health monitoring
en
Aeronautics Project
en/fr
Specific project
2023-2024 Semester 4
Internship
en
Master in Chemistry and Materials Science
M2 Chemistry and Materials Science - parcours Materials and Sustainable Development
Semester 3
Common Core
Project management
en/fr
Viscoelasticity of polymers
en/fr
Structural and chemical characterization: X rays and electrons
en/fr
Conception and Selection of Materials and Processes
Introduction to Ecoconception
en/fr
English - shared Masters course
en
Main courses
Functionnal Oxides
en/fr
Micro and Nanotechnology: Integration and Packaging
en/fr
Micro and nanostructuration of polymers
en/fr
Advanced Macromolecular Engineering Methodologies
en/fr
Thermodynamics for complex systems
en/fr
Composites Processing
en/fr
Tribology: contact - friction - lubrication - wear
en/fr
Polymers and composites damaging
en/fr
Metals and ceramics damaging
en/fr
Assemblies for diagnostics, imaging and therapy
en/fr
Materials and multimaterials for the field of energy
en/fr
Sol-Gel coating: Materials – Process – Properties
Biomaterials
en/fr
Functional materials for membranes and coatings
en/fr
Metals recycling
en/fr
Semester 4
Research Internship
en
Master in Econometrics, Statistics
M2 Econometrics and Statistics - Risk Management in Insurance and Finance
2023-2024 M2 Statistical Econometrics - GRAF track - Semester 3
Financial Theory
Portfolio management
Credit risk and counterparty
Statistics and Machine Learning
Time Series Analysis
Sparsity & Convexity
Mathematiques Actuarielles pour l'Assurance Non-Vie
Ruin theory
Stochastic and statistical models in non-life insurance
Mathematiques Financieres
Quantitative Finance
Stochastic differential equations and probabilistic numerical methods
en
Risk Management
Risk management and measurement in finance and insurance
Reinsurance
Risk securitisation and solvency
Economie et Théorie des Jeux
Game theory and algorithms
Bayesian statistical methods for complex numerical models
2023-2024 M2 Econométrie Statistique - parcours GRAF - Semestre 4
Mathématiques Actuarielles pour l'Assurance Vie
Life insurance and biometric risks
Forward-looking insurance analysis
Internship
Langue Vivante
English - shared Masters course
en
Master in Electronics, Electrical Energy, Automation
M2 Electronics, Electrical Energy, Control - program Automation and Intelligent Systems
Semester 3
Automation of linear dynamic systems 2
en/fr
Optimal control
en/fr
Distributed parameters systems
en/fr
Operational Research
en
Observation of non-linear dynamic systems
en
Robustness and convex optimisation
Non-linear system: analysis and control
en/fr
System identification and sparse decompositions
Diagnosis and health monitoring
Advanced Control
en/fr
Semester 4
Research initiation project
en/fr
Internship
English - shared Masters course
en
M2 Electronics, Electrical Energy, Control - program Electrical Energy
Semester 3
Speciality courses
Electromagnetic Compatibility
Control of electric drives
Converters for networks
Diagnosis and prognosis of electrical devices
Power Electronics
Reliability and operational security
Electrical Engineering Materials and Applications
Production and transport
Transversal competences
Design and sizing of electric actuators
Labour law and business creation
Project and Management
Electromagnetic modelling
English - shared Masters course
en
Semester 4
Internship
M2 M2 Electronique Energie Electrique Automatique - parcours Electronique et Systèmes Embarqués
Semester 3
Architectures and constraints for integrated processing
Heterogeneous design
Corporate Research Conferences
en/fr
Advanced and emerging electronic devices
Tools and methods for integrated system design
Secure embedded systems
en/fr
Autonomous microsystems
Green Computing
Microsystems, microsensors, microfluidic
Memories for Internet of Things
Semester 4
Research initiation project
en/fr
Internship
English - shared Masters course
en
Master in Civil Engineering
M2 Génie Civil - parcours Modélisations et Expérimentations Avancées en Génie Civil (MEAGC)
Comportement des Matériaux
Solid Material Behaviour_1
Mécanique des milieux poreux
Behavior of solid materials 2
Matériaux pour le génie civil
Soils survey and soils behaviour
Construction materials
Outils de calcul avancés
Basics of numerical calculation in civil engineering
Uncertainties and heterogeneities in real structures
Ouvrages, structures, infrastructures
Construction of Energy Production
Advanced soil engineering
Ouverture
Building & Architecture
Transportation works and structures
Langue et initiation à la recherche
English - shared Masters course
en
Bibliography report
Internship
Stage
M2 Génie Civil - parcours Matériaux et Structures pour une Construction Durable (MSCD)
Matériaux
Soils survey and soils behaviour
Construction materials
Structures
Uncertainties and heterogeneities in real structures
Building & Architecture
Infrastructures
Construction of Energy Production
Transportation works and structures
Calcul numérique en génie civil
Basics of numerical calculation in civil engineering
Comportement des structures dans leur Environnement
Advanced soil engineering
Constructions
Communication - languages
English - shared Masters course
en
Bibliographical study
Internship
Stage
Master in Industrial Engineering
M2 Industrial Engineering - track Data and Artificial Intelligence in Industrial Engineering
Big Data et Data science
Computing challenges of Big-Data
Machine Learning and Data Mining
Projet Bibliographique
Diagnostic et sureté de fonctionnement
Diagnosis and health monitoring
Complex systems reliability
Complex systems fiability
Ingénierie de la conception de produits et de systèmes
Anglais
Recherche Opérationnelle
Operations Research
Engineering systems and algorithms for business decisions
Game theory and algorithms
Engineering Systems
Stage de Master
M2 Industrial Engineering - track Advanced Industrial Engineering Methods for the Industry of the Future
2024-2025 Semester 3
Product and systems design engineering
en/fr
Bibliography Project
en/fr
Operations Research and Optimisation
Complex systems fiability
Health monitoring
en
Process simulation
Supply Chain Strategic Management
English - shared Masters course
en
2024-2025 Semester 4
Internship
Master in Healthcare Engineering
M2 Ingénierie de la Santé - parcours Conception et Optimisation des Produits de Santé
Master Ingénierie de la Santé, parcours COPS- Semestre 3
Cours obligatoires
Design and formulation of drugs and cosmetics
Biopharmacy
Physicochemistry of APIs and dosage forms
Biocompatibility
Artificial Intelligence and Cognition
en/fr
Biomaterials
en/fr
Regulations and Innovations
Cours à choix
Analytical techniques applied to APIs and matrices
Tissue characterisation
en/fr
Medical instrumentation
Human physiology and biotechnology
Nanotechnologies
Langue Vivante
English - shared Masters course
en
Master Ingénierie de la Santé, parcours COPS- Semestre 4
M2 Ingénierie de la Santé - parcours Medical Imaging and Signal System
Master Ingénierie de la Santé, parcours MISS- Semestre 3
Cours obligatoires
Artificial Intelligence and Cognition
en/fr
MRI and optics imaging
en/fr
Ultrasonic imaging and therapy
Imaging ionising
en/fr
Langue Vivante
English - shared Masters course
en
Cours à choix
Biomaterials
en/fr
Regulations and Innovations
Tissue characterisation
en/fr
Medical instrumentation
Human physiology and biotechnology
Nanotechnologies
Master Ingénierie de la Santé, parcours MISS- Semestre 4
MISS Internship
Stage MISS
Master in Computer Science
M2 Informatique - parcours Data Science
Internship
Internship
Probabilistic Graphical Models
Machine Learning
en
Graphs, complexity, combinatorics
Data Visualization
Big Data Analytics
Cloud computing
Inferential statistics
Regression models
Data mining
Mathematical Fundamentals for Data Science
Computing challenges of Big-Data
Statistical engineering
Deep learning & artificial intelligence : an introduction
en/fr
Machine Learning and Data Mining
Game theory and algorithms
Time Series Analysis
Interactive Data Visualization
Computer-based technology for Big Data
Machine learning
Bayesian machine learning and text mining
Project
Sparsity & Convexity
Markovian & Gaussian processes
Introduction to Inverse Problems
New Technologies of Information and Communication
Wave propagation : theory and applications Wave propagation : theory and applications Wave propagation : theory and applications
en/fr
Internship
Operations Research
Processing and analysis of visual and audio data
en/fr
Climate change
en
Stochastic differential equations and probabilistic numerical methods
en
Computer networks
Numerical methods for PDEs
Enterprise computing
Database Systems
en/fr
Representation and manipulation of structured data
Internet of objects and embedded concurrent systems
Project
CyberSecurity
Langue Vivante
English - shared Masters course
en
Internship
English - shared Masters course
en
DS Internship
Stage DS
Final year traineeship
M2 Informatique - parcours Intelligence Artificielle
Internship
Internship
Artificial Intelligence and Cognition
en
Knowledge Dynamics
Multi-Agents and Self-Systems
Smart Environment: Fundamentals & Challenges
en
Bio-Inspired Intelligence
en
Smart Environment: Fundamentals & Challenges
en
Statistical engineering
Machine Learning and Data Mining
Game theory and algorithms
New Technologies of Information and Communication
Physical problems in unbounded media : mathematical analysis and numerics
en/fr
Time Series Analysis
Interactive Data Visualization
Bayesian machine learning and text mining
Project
Sparsity & Convexity
Markovian & Gaussian processes
Introduction to Inverse Problems
Internship
Computing challenges of Big-Data
Operations Research
Deep learning & artificial intelligence : an introduction
en/fr
Processing and analysis of visual and audio data
en/fr
Representation and manipulation of structured data
Stochastic differential equations and probabilistic numerical methods
en
Computer networks
Numerical methods for PDEs
Entrepreneurial coaching 2
Enterprise computing
Computer Graphics
Database Systems
en/fr
Computer-based technology for Big Data
Representation and manipulation of structured data
Internet of objects and embedded concurrent systems
Machine learning
Project
Geometry Processing applied to Computer Graphics
CyberSecurity
Langue Vivante
English - shared Masters course
en
Internship
English - shared Masters course
en
IA Internship
Stage IA
Final year traineeship
M2 Informatique - parcours Image Développement et Technologie
Internship
Internship
Project
Geometry Processing applied to Computer Graphics
Project
Sparsity & Convexity
Markovian & Gaussian processes
Introduction to Inverse Problems
Geometric modelling
en
3D image synthesis
en
Analysis, Image Processing and 3D Vision
en
Coding, Transmission, Compression of images and videos
en
Animation, Articulated Bodies and Physical Motors
en
Statistical and frequency models for the image
en
Rendering and programming of graphics cards
en
Instrumentation for medical imaging and motion tracking
en
Modelling for video games (virtual worlds)
en
Research in Computer Graphics and Image 2
en
Modelling for video games (virtual worlds)
en
Modelling for video games (virtual worlds)
en
Modelling for video games (virtual worlds)
en
Modelling for video games (virtual worlds)
en
Modelling for video games (virtual worlds)
en
Game theory and algorithms
New Technologies of Information and Communication
Physical problems in unbounded media : mathematical analysis and numerics
en/fr
Time Series Analysis
Computer Graphics
Interactive Data Visualization
Deep learning & artificial intelligence : an introduction
en/fr
Internship
Computing challenges of Big-Data
Statistical engineering
Operations Research
Machine Learning and Data Mining
Stochastic differential equations and probabilistic numerical methods
en
Computer networks
Numerical methods for PDEs
Enterprise computing
Database Systems
en/fr
Computer-based technology for Big Data
Representation and manipulation of structured data
Machine learning
Processing and analysis of visual and audio data
en/fr
CyberSecurity
Langue Vivante
English - shared Masters course
en
Internship
English - shared Masters course
en
ID3D Internship
Stage ID3D
Final year traineeship
M2 Informatique - parcours Technologie d'Information et Web
Internship
Internship
Statistical engineering
Operations Research
Deep learning & artificial intelligence : an introduction
en/fr
Processing and analysis of visual and audio data
en/fr
Machine Learning and Data Mining
Stochastic differential equations and probabilistic numerical methods
en
Numerical methods for PDEs
Enterprise computing
Computer Graphics
Interactive Data Visualization
Computer-based technology for Big Data
Machine learning
Bayesian machine learning and text mining
Langue Vivante
English - shared Masters course
en
Internship
Software and services
en
Interoperability
en
Information systems security
en
Big Data Analytics
en
Cloud computing
en
Synchronous and multi-device web technologies
en
Synchronous and multi-device web technologies
en
Synchronous and multi-device web technologies
en
Synchronous and multi-device web technologies
en
Computing challenges of Big-Data
Representation and manipulation of structured data
Computer networks
Database Systems
en/fr
Game theory and algorithms
New Technologies of Information and Communication
Physical problems in unbounded media : mathematical analysis and numerics
en/fr
Time Series Analysis
Representation and manipulation of structured data
Internet of objects and embedded concurrent systems
Project
Sparsity & Convexity
Markovian & Gaussian processes
Introduction to Inverse Problems
CyberSecurity
Internship
Internship
TIW Internship
Final year traineeship
English - shared Masters course
en
Master in Applied Mathematics, Statistics
M2 Applied Mathematics, Statistics - Math in Action track
2023-2024 M2 Mathématiques Appliquées, Statistique - parcours Math en Action - Semestre 3
Modélisation déterministe (obligatoire)
Numerical methods for PDEs
Variational methods for PDEs
Modélisation stochastique et apprentissage statistique (obligatoire)
Stochastic differential equations and probabilistic numerical methods
en
Statistical engineering
Wave propagation : theory and applications Wave propagation : theory and applications Wave propagation : theory and applications
en/fr
Optimal transport for learning
en/fr
Mathématiques Appliquées, statistique (optionnel)
Parcimonie et grande dimension
Markov processes and Gaussian processes for modelling temporal and spatial phenomena
Variational methods for inverse problems in medical imaging
Optimal transport for learning
en/fr
Evolutionary Biology
en/fr
Cellular Dynamics and Complex Systems
en/fr
Epidemiology - Mathematics, Biology and Medicine field
en/fr
Modelling in spatial ecology
en/fr
Equations of fluid mechanics and their numerical approximation
en/fr
Modelling to assess the risks associated with climate change
en/fr
Graphs and ecological networks
en/fr
Geometric approaches to images and shapes
en/fr
Neural networks
en
Physical problems in unbounded media : mathematical analysis and numerics
en/fr
2023-2024 M2 Mathématiques Appliquées, Statistique - parcours Math en Action - Semestre 4
Optimisation et Représentation Parcimonieuse (obligatoire)
Optimisation and Sparse Representation
Langue Vivante
English - shared Masters course
en
Stage
Stage MEA
Master in Mechanical Engeineering
M2 Mécanique - parcours Biomécanique
Sciences fondamentales
Physical mechanics
Mechanics and thermodynamics of continuous media
Anatomie fonctionnelle et chirurgie
Tribology
en/fr
Mechanical behavior of materials
Tissue engineering and biomaterials
Cours complémentaires
Methodology of research
Biomechanics of the locomotor system
Multi-body modeling and motion analysis
Elastic wave propagation
Soft matter
en/fr
Dynamics of biological human systems
Structural dynamics
Semester 4
Préparation au stage – Bibliographie
Socio-économie
Stage
English - shared Masters course
en
M2 Mécanique - parcours Dynamique des Structures et des Systèmes
Common Core
Physical mechanics
Mechanics and thermodynamics of continuous media
UE Dynamique des Structures & Machines
Deepenings, applications (DSM)
Structural dynamics
Dynamic mechanisms
UE Contrôle des Structures et Optimisation
Deepenings, applications (CSO)
Elastic wave propagation
Active Noise Control and Vibration
en/fr
Stability of Rotating Machines
en
UE Modélisation Avancée des Systèmes & Structures
Deepenings, applications (MASS)
STABILITY OF MECHANICAL SYSTEMS
UE Libres
Elastic wave propagation
Structural dynamics
STABILITY OF MECHANICAL SYSTEMS
Active Noise Control and Vibration
en/fr
Dynamic mechanisms
Stability of Rotating Machines
en
UE modules complémentaires
Bibliographie/ Préparation au stage
Socio-Economie
English - shared Masters course
en
UE Stage
Stage
M2 Mécanique - parcours Ingénierie des Surfaces des Interfaces et des Structures
Semester 3
Physical mechanics
Mechanics and thermodynamics of continuous media
Tribology: principles and applications
Soft matter: nanosystems and biological interfaces
Durability of materials and nanostructures
Surface and nanostructure characterization
Ultra-thin coatings and functionalized surfaces
Semester 4
English - shared Masters course
en
Socio-économie
Bibliographie-Préparation au stage
Stage
M2 Mécanique - parcours Mécanique des Fluides et Energétique
UE-1 Obligatoire de tronc commun
Physical mechanics
Mechanics and thermodynamics of continuous media
UE-2 Simulation numérique des écoulements
High performance numerical simulation in fluid mechanics
Numerical methods in fluid dynamics
Numerical methods for mechanics
Numerical flow simulation
UE-3 Turbulence dans les écoulements
Stabilité des écoulements
Physics and modeling of turbulence
Physical basis of turbulence
Mélange et Chaos
Physics of turbulent flows
en
UE-4 Ecoulement dans l'environnement
Environnement atmosphérique
Coastal and Ocean Engineering
en
Climate change
en
River Hydraulics
en
Atmospheric pollution
UE-5 Aérodynamique, Propulsion
Turbomachines
Physique de la combustion
Dynamique des gaz, aéroacoustique
Fundamentals of turbomachines
en
Combustion
en
External Aerodynamics
en
Transonic Aerodynamics
en
UE-6 Interfaces Fluides, Transferts, Mélange
Combustion
en
Ecoulements polyphasiques et interfaces
Ecoulements complexes et polyphasiques
Mélange et Chaos
Dynamique des gaz, aéroacoustique
UE-7 Mécanique des fluides fondamentale
Physics of turbulent flows
en
External Aerodynamics
en
Mécanique des fluides approfondie
Stabilité des écoulements
UE-8 Libre
Turbomachines
Physique de la combustion
Dynamique des gaz, aéroacoustique
Environnement atmosphérique
Ecoulements polyphasiques et interfaces
Ecoulements complexes et polyphasiques
Mécanique des fluides approfondie
High performance numerical simulation in fluid mechanics
Numerical methods in fluid dynamics
Numerical methods for mechanics
Stabilité des écoulements
Physics and modeling of turbulence
Physical basis of turbulence
Mélange et Chaos
Numerical flow simulation
Fundamentals of turbomachines
en
Physics of turbulent flows
en
Combustion
en
External Aerodynamics
en
Climate change
en
River Hydraulics
en
Transonic Aerodynamics
en
Atmospheric pollution
UE-3 Turbulence dans les écoulements
English - shared Masters course
en
UE-3 Turbulence dans les écoulements
Bibliographie-Préparation au stage
UE-3 Turbulence dans les écoulements
Stage
Master in Nanoscale Engineering
Master 1 Nanosciences et Nanotechnologies
Master NSE S1
S1 Common courses
Micro and Nano fabrication 1
en
Surface physics
en
Characterization tools for nanostructures
en
Research Project 1
en
S1 Elective courses
Quantum engineering
en
Fundamental basis of science
en
Biomolecules cells and biomimetic systems
en
Master NSE S2
S2 Common courses
Micro and Nano fabrication 2
en
Research Project 2
en
Language Course in NSE Master
S2 Elective courses
Physics of semiconductors
en
Nanomechanics
en
Drug delivery systems
en
Introduction to system design
en
Course in another program
en
Master 2 Nanosciences et Nanotechnologies
Master NSE S3
S3 Common courses
Intellectual property-S3-12
en
S3 Bloc 1 Major
Micro Nano photonics and applications S3-1
en
Surface analysis techniques S3-2
en
Functional materials S3-4
en
Bio engineering S3-3
en
Nanoelectronics and information technology S3-5
en
S3 Bloc 2 Minor
Computer modelling of nanoscale systems S3-8
en
Micro and nano fluidics S3-10
en
Semiconductor nanostructures S3-6
en
Nano for energy and environment S3-9
en
Lecture in another program S3-11
en
Master NSE S4
Internship thesis S4-1
en
Master in Risks and Environment
M1 RISE - parcours Water and Wind Engineering
M1 Water and Wind Engineering S1
Design Project semestre 1
Design Project semestre 1
en
Environmental Management semestre 1
Evaluation and quantification of risks
en/fr
Management, prevention and mitigation of risks
Natural Risks
en
Fundamentals semestre 1
Fluid Mechanics
en
Mathematics
en
Probablity and statistics
en
Computing for Engineers
en
Advanced Fluid Mechanics
en
Language semestre 1
Language Course in RISE_WWE Master
M1 Water and Wind Engineering S2
Applications semestre 2
An Introduction to Meteorology and Oceanography
en
Chaos and fractals
Space physics and solar-terrestrial coupling
en
Geographical information systems
en
The Physics and Modelling of free surface flows
en
Integrated urban water management
en
Language semestre 2
French as a foreign language
Fluid Mechanics projects semester 2
Numerical Simulations
en
Fluid Mechanics Laboratory
en
M2 RISE- Water and Wind Engineering
M2 RISE- Water and Wind Engineering
Water semester 3-elective courses
H20 Lyon Label Lecture
Urban flooding
Atmospheric pollution
Hydrology and Hydrogeology
en
Ressources, energy, climate, societies
Physics of turbulent flows
en
Environmental Acoustics
en/fr
Coastal and Ocean Engineering
en
Statistical engineering
External Aerodynamics
en
Climate change
en
River Hydraulics
en
Oceanography : general concepts and case studies
en
Urban climate
en/fr
Regeneration and urban resilience
en/fr
Language Course in RISE_WWE Master
Wind semester 3_elective courses
Physics of turbulent flows
en
Environmental Acoustics
en/fr
Coastal and Ocean Engineering
en
Statistical engineering
External Aerodynamics
en
Climate change
en
Fluid-Structure Interactions
en/fr
River Hydraulics
en
Oceanography : general concepts and case studies
en
Atmospheric pollution
Hydrology and Hydrogeology
en
Ressources, energy, climate, societies
Regeneration and urban resilience
en/fr
M2 RISE- Water and Wind Engineering
Master thesis semeter 4
en
M2 RISE- Gouvernance des Risques Environnementaux
Semester 3
Ressources, energy, climate, societies
Climate change
en
Natural Risks
en
Evaluation and quantification of risks
en/fr
Impacts environment and human health
Management, prevention and mitigation of risks
IMR Project
Analyse et gestion de l'environnement
Economic evaluation of environmental policies
Analyse et gestion des risques
Natural and technological risks
Risk law
Environmental and risk policies
Management QSE
Management stratégique de l’environnement et des risques
Projets, conférences, études de cas
Simulation de Crise
Crisis Simulation
Conferences and projects
Case study workshops
Débats
Semester 4
Stage
Master in Public Health
M2 Public Health - Course Biostatistics Bioinformatics Biomathematics for Health
2023-2024 M2 Santé Publique - parcours Biostatistique Bioinformatique Biomathématique en Santé - Semestre 3
Generalized linear models and survival models
Analysis of genetic and genomic data in health
Linear and non-linear mixed effects models
Frequentist and Bayesian inference, parametric-nonparametric
Bibliography
Computing challenges of Big-Data
Statistical engineering
Deep learning & artificial intelligence : an introduction
en/fr
Processing and analysis of visual and audio data
en/fr
Machine Learning and Data Mining
Stochastic differential equations and probabilistic numerical methods
en
Numerical methods for PDEs
Introduction to Inverse Problems
Langue Vivante
English - shared Masters course
en
2023-2024 M2 Santé Publique - parcours Biostatistique Bioinformatique Biomathématique en Santé - Semestre 4
Internship
Stage B3H
Master in Materials Science and Engineering
M1 Matrials Science and Engineering - Biomimicry and Surface Engineering
M1 BIOSURF semester 1
Mathematics
en
Probablity and statistics
en
Computing for Engineers
en
Biomimicry: theory and interdisciplinarity
en
Research project & project mangement
en
Mechanics and Engineering Materials
en
Measurement of Physical Quantities
en
Surface Manufacturing I: High temperature processes-Polymers
en
M1 BIOSURF semester 1
Language Course in SGM_BIOSURF Master
M1 BIOSURF semester 2
2-months Biomimetics and surface research internship
en
Intercultural studies
en
Optical methods
en/fr
Physical chemistry of surfaces and interfaces
en/fr
Bio-Inspired Surface Engineering
en
Biology / Living Systems
en
Polymer materials : physical properties and innovations
en
2023-2024 M1 BIOSURF semester 1
Language Course in SGM_BIOSURF Master
M2 Matrials Science and Engineering - Biomimicry and Surface Engineering
M2 BIOSURF semester 3
Biomimetics and SURFAB Project
en
Numerical Methods II
en
Tactile Perception engineering
en
Surface Manusfacturing II 3D additive processes
en
Surface Manufacturing III: Surface engineering
en
Numerical Methods I: FEM
en
Numerical Methods IV: Adv. numerical methods
en
Numerical Methods III: Electronic structure & Molecular Dynamics
en
Tribology
en/fr
Climate change
en
Characterization of surfaces and nanostructures
M2 BIOSURF semester 4
M2 BIOSURF Internship
en
Master in Atmosphere, Ocean and Climate Science
M1 Sciences de l'Océan, de l'Atmosphère et du Climat
Master SOAC semestre 1
M SOAC S1 Atmospheric Physics
M SOAC S1 Atmospheric Physics
en
M SOAC S1 Climate Physics
M SOAC S1 Climate Physics
en
M SOAC S1 Fundamentals
Probablity and statistics
en
Computing for Engineers
en
Mathematics
en
Fluid Mechanics
en
M SOAC S1 Languages
Language Course in SOAC Master
M SOAC S1 Project Management
M SOAC S1 Project Management
en
Master SOAC semestre 2
M_SOAC_S2 Applications
Atmospheric chemistry
en
Water chemistry
en
Spectroscopy
en
Physics and Modelling of Free-surface flows
en
Geographical Information Systems
en
Nuclear Engineering
Health engineering
Political Sociology
Geographical information systems
en
Space physics and solar-terrestrial coupling
en
Machine Learning et Applications
en/fr
An Introduction to Meteorology and Oceanography
en
M_SOAC_S2 Languages
Language Course in SOAC Master
M_SOAC_S2 Projects
Numerical Simulations
en
Fluid Mechanics Laboratory
en
M2 Sciences de l'Océan, de l'Atmosphère et du Climat
Master SOAC Master 2 Parcours Atmospheric Sciences
M_SOAC_ATM_S3_Disciplinary module
Atmospheric Chemistry
en
Atmospheric Physics
en
Atmosphere Observation and Instrumentation
en
From Catalysis to Industrial Applications
en
Lab. class
en
Boundary Layer Meteorology
en
Climate change
en
Atmospheric pollution
Hydrology and Hydrogeology
en
Ressources, energy, climate, societies
M_SOAC_ATM_S3_Languages and seminars
Languages and seminars
en
M_SOAC_ATM_S3_Project
Research project
en
M_SOAC_ATM_S4-Internship
Internship M2 Atmposphere
en
Master SOAC Master 2 Parcours Climate Sciences
M_SOAC_CLIM_S3_Disciplinary module
Atmospheric Physics
en
Atmosphere -Ocean interaction
en
Radiative Transfer
en
Remote sensing
en
Lab. class
en
Natural Risks
en
Confort et énergie de l'habitat
Atmospheric pollution
Coastal and Ocean Engineering
en
Climate change
en
Oceanography : general concepts and case studies
en
M_SOAC_CLIM_S3_Languages and seminars
Languages and seminars
en
M_SOAC_CLIM_S3_Project
Research project
en
M_SOAC_CLIM_S4-internship
Internship M2 Climate
en
22 Master SOAC Master 2 Parcours Ocean
M_SOAC_OCEAN_S3_Disciplinary module
Atmosphere -Ocean interaction
en
Remote sensing
en
Water Chemistry
en
Water Physics
en
Lab. class
en
Natural Risks
en
Coastal and Ocean Engineering
en
Climate change
en
Oceanography : general concepts and case studies
en
Atmospheric pollution
Hydrology and Hydrogeology
en
Ressources, energy, climate, societies
M_SOAC_OCEAN_S3_Languages and seminars
Languages and seminars
en
M_SOAC_OCEAN_S3_Project
Research project
en
M_SOAC_OCEAN_S4-Internship
Internship M2 OCEAN
en
Centrale Lyon Training Programmes 25-26
Cycle préparatoire CapECL
2025-2026 First semester
Mathematics 1
Linear Algebra 1
Analysis 1
Mathematical Basis
Physics Chemistry 1
Electricité
Mechanics
Physique des ondes 1
Engineering Sciences and Numerics 1
Conception 1
Computer Science 1
Bonded Systems 1
Humanities, languages and sport 1
English 1
Preparatory English for TOEIC 1
Français philosophie 1
Sport 1
2025-2026 Semestre 2
Mathématiques 1
Linear Algebra 2
Analysis 2
Probabilities 1
Physique chimie 2
Chemistry
Energy: Conversion and Transfert
Thermodynamics
Sciences de l'ingénieur et du numérique 2
Conception 2
Computer Science 2
Mechanics SI 1
Humanités, langues et sport 2
English 2
Preparatory English for TOEIC 2
French Philosophy 2
Sport 2
2025-2026 3
rd
Semester
Mathematics 3
Probabilities 2
Analysis 3
Linear Algebra 3
Physics Chemistry 3
Electromagnetism
Waves Physics
Engineering Sciences and Numerics 3
Conception 3
Mechanics 2
Computer Science 3
Humanities, languages and sport 3
French philosophy 3
English 3
Sport 3
2025-2026 4
th
Semester
Mathematics 4
Mathématiques avancées
Géométrie dans les espaces euclidiens
Analyse dans Rn
Physics Chemistry 4
Phénomènes de transport
Chimie 2
Transition écologique 2
Engineering Sciences and Numerics 4
Conception 4
Systèmes asservis 2
Informatique 4
Humanities, languages and sport 4
Français-Philosophie 4
Anglais 4
Sport 4
Bachelor Mutations Technologiques et Industrielles - Spécialité Génie Civil Environnement
1
st
Semester
Mathematics Chemistry
Mathematics I - Real and Complex Algebra, Real Analysis, Geometry
Chemistry I - Organic Chemistry
Introduction to materials
Engineering Fundamentals
Fluids Mechanics
Solids Mechanics
Methods and Numerical Tools for Conception I - Drawing Rules
PROJECT– Eco-conception of an assembly of free oscillation
English Communication
English 1
Interactions with companies 1
Communication, negociation
Physical and Sportive Education 1
General Methods
General Processes for Buildings Construction
Construction Sites Visits - Process Analysis
Modelling, 2D Building Drawing and TP-AutoCAD
Practical Work General Processes of Construction
Quality, security and environment
2
nd
Semester
Mathematics, Physics, Chemistry
Mathématiques II
Physique 1 - Electricity
Chemistry II – Solutions Chemisty
Materials Resistance and Conception Rules
Materials Resistance
Methos and Numerical Tools for Conception II - Conception
PROJECT - Creation and Analysis of an assembly of free oscillation
Economy Communication
English 2
en
Physical and Sportive Education 2
Economie, la filière et ses acteurs
Interactions with companies 2
Public Works
PROJECT - Construction Files Analysis
Typology
Envelope Structure
Analyse structurelle du bâtiment et des travaux publics
PROJET - Structure Enveloppe
Semestre 3
Mathématiques et Physique pour l'Ingénierie
Mathématiques III
Informatique I
Physique II - Thermodynamique
Mécanique
Mécanique vibratoire
PROJET - Eco-Conception, fabrication et analyse multi-physique d'un système mécanique
Langues et Sport
Anglais 3
Accompagnement au projet professionnel I
EPS 3
Méthodes
Planification de projet de construction/rénovation bâtiment et TP (PERT GANTT, ...)
Méthodes du bâtiment (rotation, phasage, sécurité)
Modélisation et dessin 3D des bâtiments
Construction Métallique
Construction métallique
PROJET - Construction métallique
Entreprise apprentissage 1
Entreprise
Semestre 4
Mathématiques Informatique et Physique pour le génie civil
Mathématiques IV
Physique III - Transfert thermique
Anglais
Anglais 4
EPS 4
Accompagnement au projet professionnel II
Géologie et mécanique des sols
Initiation à la géologie
Mécanique des sols, hydraulique
Construction Béton Armé
Construction béton armé
PROJET - Construction béton armé
Matériaux du génie civil
Matériaux du GC, typologies et usages
Matériau bois, spécificités et technologie
PROJET - Innovation nouveaux matériaux de construction
Entreprise apprentissage 2
Entreprise
General Engineering
Common Core
Semester 5
Mathematics
Applied Analysis
Numerical Analysis
Probability theory and Statistics
Adapted Mathematics I : applied analysis - algebra
Adapted maths II : Probability theory and Statistics
Project
Adapted Mathematics III: Project
Electrical energy and Systems Control
Electrical Energy
Linear Control
Electric Drive Control
Fluids and Energy
Fluids and Energy - Concepts and applications
en/fr
Fluids and Energy - Experimental and numerical methods
Fluids and Energy - Project Labs
Computer Science
Algorithms and data structures
Object-oriented design and programming
Practical IT project
Languages and Cultures
English 1A
en
Arabic 1A
Chinese 1A
German 1A
Spanish 1A
French 1A
Italian 1A
Japanese 1A
Portuguese - Brazil
Russian 1A
Professional Unit
Conferences UE PRO
Physical Education and Sport
en/fr
Study Project
Career plan - tutoring
CLIC - Centrale Lyon Innovation Camp
Climate - without assessment -
Introduction to ecological transition issues
Economics and management
Introduction to Economics
Business administration
Information Science and Engineering
Academic support STI
Electronic Systems
Signal processing
Analog to Digital conversion
Semester 6
Electrical energy and Systems Control
Electrical Energy
Linear Control
Electric Drive Control
Fluids and Energy
Fluids and Energy - Concepts and applications
en/fr
Fluids and Energy - Experimental and numerical methods
Fluids and Energy - Project Labs
Mechanical engineering
Mechanical Engineering
Technology Analysis & Product Development
Modelling & Design
Mechanism Design
Materials Engineering
From Matter to Materials: Structure and Properties
Practical courses in Material and Surface Science
Computer Science
Algorithms and data structures
Object-oriented design and programming
Practical IT project
Modern Languages
English 1A
en
Arabic 1A
Chinese 1A
German 1A
Spanish 1A
French 1A
Italian 1A
Japanese 1A
Russian 1A
Solids Mechanics and Structures
Continuum mechanics of solids
Experimental analysis in continuum and solid mechanics
Digital Mock-Up
Structural Dynamics
Plasticity, forming
Physics and Chemistry of Matter
Physics
Chemistry
Lab Sessions PCM
en/fr
Professional Unit
UE PRO Conferences
Discovering engineering
en/fr
Company visits
Physical Education and Sports
en/fr
Study Project
Professional Project Tutoring
WEEX_Wind Power
en/fr
WEEX_Waste & Pollution
en/fr
WEEX_Hydrogen
en/fr
First Year Training
First Year Internship
Information Science and Engineering
Academic support STI
Electronic systems
Signal Processing
Analog to Digital and Digital to Analog conversions in audio systems
Semester 7
In-depth Courses
Power Electronics
Electromechanical Conversion
Automatic control with nonlinear phenomena
Multi-sensor, Multi-activator Control
Stabilty of flow and introduction to turbulence
Acoustics and Waves in Fluids
Supersonic Flow
Thermics and Combustion
Multi-body mechanical systems
Mechanical Engineering
Damage and Ruin of Materials
Materials and Innovative Surface Treatments
Amorphous Materials for Innovative Functional Structures
Biomechanics of Living Tissue and Prosthetic Biomaterials
Multimedia : concepts and technologies
Problem Resolution Strategies
Software Engineering: Model and process based software development
Data analysis and pattern recognition
en/fr
Vibration Analysis
Inelastic behaviour of structures
Probability theory and introduction to random processes
Numerical approximation for ODEs and PDEs
Quantum Mechanics and Applications
Molecular and supramolecular chemistry
Electrochemistry and Chemitronics
Dielectric and Semiconductor Physics
Embedded systems architectures
Optimal Filtering for Information Estimation
Digital architectures for computing and information processing
en/fr
Information and Coding Theory
Mechanical engineering
Mechanical Engineering
Practictal courses in Mechanical Engineering
Modelling & Design
Mechanism design
Materials Engineering
From Matter to Materials: Structure and Properties
Practical courses in Material and Surface Science
Solids Mechanics and Structures
Continuum mechanics of solids
Experimental analysis in continuum and solid mechanics
Digital Mock-Up
Structural Dynamics and Optimisation
Plasticity, forming
Physics and Chemistry of Matter
Physics
Chemistry
Lab Sessions PCM
en/fr
Human and social sciences
Individuals and society
Work in the contemporary societies and compagnies
Ethics
Languages and Cultures
English
en
Arabic
Chinese
German
Spanish
French
Italian
Japanese
Portuguese - Brazil
Russian
Professional Unit
Conferences UE PRO
Professional Project Support
Career Plan | Workshops
Industrial Project
Research Project
WEEX: Wind Power
en/fr
WEEX: Waste & Pollution
en/fr
WEEX_Hydrogen
Introduction to ecological transition issues
Elective track
Semester 8
Optional Courses
Functional analysis for PDEs and approximation with finite element methods
Mechanical Metamaterials
en/fr
Electrical energy Production and Distribution
Optical methods for Engineers
en/fr
Rotors dynamic in mechanical engineering
en
Mechanics of thin structures : plates and shells
Numerical methods in mechanics
en
Life, Information and System
en/fr
Programming of graphic interface
Social, economical and political issues for a sustainable development
The Physics and Modelling of free surface flows
en
Algorithmes d’optimisation pour les problèmes de l'ingénieur
Flot de conception ASIC : CAO de puces électroniques
Nuclear Engineering
Health engineering
Fablab practices
development of technical products
Political Sociology
Probability theory and introduction to stochastic processes
Marketing
Geographical information systems
en
Mathematics Applied to Biology
Circuits and devices for microwave
Introduction to Image Sensing and Processing
en/fr
Observation and Analysis of Materials
en
Soil mechanics
Multiphysics simulation in mechanical design
Philosophy of the sciences and the techniques
Space physics and solar-terrestrial coupling
en
Entrepreneurship and innovation
Machine Learning et Applications
en/fr
Adaptive filtering : application to active noise control
en/fr
Web applications
Physical chemistry of surfaces and interfaces
en/fr
Discrete event systems
Wind Turbines
Ecology and environment
Introduction to random vibrations
en
An Introduction to Meteorology and Oceanography
en
Globalization and Transcultural issues
Collaborating and Managing in the Digital Age
Selection of Materials
en
From micro to macro in solid and fluid mechanics
Aircraft Turbojets
en
Surfaces, friction, vibrations
en/fr
Bio-Inspired Surface Engineering
en
Socio-technical controversies
Market Finance
Smart mecatronics systems
en/fr
High voltage engineering and systems
Musical acoustics
en/fr
Order, chaos and fractals
Antenna, Signal and Processors
Optimal Design and Computational Fluid Dynamics
en
Polymer materials : physical properties and innovations
en
Men and their Waste
Cost Manangement and entrepreneurial finance
Languages and Cultures
English
en
Arabic
Chinese
German
Spanish
French
Italian
Japanese
Portuguese - Brazil
Russian
Professional Unit
Conferences UE PRO
Physical Education and Sports
en/fr
Tutoring - Career plan
Project for Industrial Application
Application Project - Research
Practical Internship
Practical Internship
Semester 9
Languages and Cultures
English
en
Arabic
Chinese
German
Spanish
French
Italian
Japanese
Portuguese - Brazil
Russian
Business courses
Profession Specifics Modules
Engineering Systems
Quality management
Operations & Information Management (OPIM)
Intelligence économique et protection de l'information
Company Law
Organisations and team management
Psychology of decision-making confronted to risks
en
Specific Profession courses
Eco-Design and Innovation Engineer
Advanced Design Processes
Modern design tools
Design and technological choices
ICo Project
CONFERENCES
Consulting Engineer
The fundamentals
Consulting project management
Become a Consultant
ICs Project
Startup and Business Developer Engineer
Startup Engineer & Business Developper
Design thinking and Creativity
Networks of actors and ecosystems
Economical Methods
Business creation project
Industrial and environmental risks management Engineer
Impacts environment and human health
Evaluation and quantification of risks
en/fr
Management, prevention and mitigation of risks
IMR Project
Research & development Engineering
Research-Project Management
Innovative Design and Creativity
Philosophy, sciences and society
Supply Chain and Firm Performance Engineer
Introduction to Supply Chain
Purchasing management in the supply chain
Supply Chain Processes
Performance and continuous improvement
Circular Economy
Circular Economy
Serious game: performances and sustainability
Risk management
Supply Chain Strategic Management
6-sigma & Lean
Industrial Structure
Operational Excellence
Discipline Specifics Modules
Numerical flow simulation
Fundamentals of turbomachines
en
Nanophotonics
en/fr
Physics of turbulent flows
en
Introduction to nonlinear vibrations
Environmental Acoustics
en/fr
Computing challenges of Big-Data
Ocean and Coastal Engineering
en
Statistical engineering
Power plant turbine technology
Soils survey and soils behaviour
Elastic wave propagation
Advanced Control
en/fr
Secure embedded systems
en/fr
Data-driven learning of dynamical models
Diagnosis and health monitoring
Sustainable and Trustworhy Hardware architectures for AI
en/fr
Combustion for propulsion
en
Operations Research and Optimisation
Mechanical assembly: architecture and geometry analyses
Deep learning & artificial intelligence : an introduction
en/fr
Human Physiology and Biotechnology
Uncertainties and heterogeneities in real structures
Processing and analysis of visual and audio data
en/fr
Construction materials
Analog Computing for Artificial Intelligence
en/fr
External Aerodynamics
en
Soft matte: nanosystems and biological interfaces
en/fr
Durability of materials and structures
en
Tribology: Principles and applications
en/fr
Climate change
en
Dynamics of biological human systems
Machine Learning and Data Mining
General Acoustics : Acoustics sources and sound propagation
en/fr
Structural dynamics
Aerodynamically generated sound
en/fr
Characterization of surfaces and nanostructures
Fluid-Structure Interactions
en/fr
River Hydraulics
en
Quantum Information
Nuclear Energy
Stochastic differential equations and probabilistic numerical methods
en
Mechanics of composite materials and structures
en
Stability of Mechanical Systems
Mechanical behavior of materials
Computer networks
Numerical methods for PDEs
Oceanography : general concepts and case studies
en
Electric Power System
MOD Track Entrepreneur 2
Engineering of a consumer object
Database Systems
en/fr
MOD Track Entrepreneur 1
EDP modelisation and mathematic analysis
Building & Habitat
MOD Track Intrapreneur 1
MOD Track Intrapreneur 2
Nanosciences and Nanotechnologies
CyberSecurity
Cultural, social and economic openness
Sectoral Courses
Segment Specifics Modules
Transonic Aerodynamics
en
Air and ground transportation noise
en
Complex systems fiability
Active Noise Control and Vibration
en/fr
Thin films: how to create innovative materials
Algorithms for in-company decision
Physics for Artificial Intelligence and Data
Choice of materials and assemblage
Dynamic mechanisms
Electromagnetic Compatibility of power systems, interaction with environement
Construction of Energy Production
Hybrid electric vehicles : modelling and energy management
Energy, Storage, Conversion
Unsteady flow in turbomachine
en
Home comfort and energy
Atmospheric pollution
Enterprise computing
New Technologies of Information and Communication
Complex phenomena in structural dynamics
Strategic Management
Tissue engineering and biomaterials
Microsystems, microsensors, microfluidic
Time Series Analysis
Stability of Rotating Machines
en
Health monitoring
en
Techniques for construction
Geotechnics
Business development
Business information systems
Entrepreneurial coaching
Gestion des ressources en eau
en
Computer Graphics
Interactive Data Visualization
Hydrology and Hydrogeology
en
Ressources, energy, climate, societies
Aeronautics
Specific courses for aeronautics Option
Lesson and conferences
Plane Project
en/fr
Specific project
Acoustics and Vibrations
Acoustics & Vibrations
Guiding and Steering
Guidance & Steering
en/fr
Materials and Structures
Materials & Structures
Propulsion
Propulsion
en
Bio-engineering for healthcare
Specific courses for Bio-engineering for healthcare
Vectorisation pour le diagnostic et la thérapie
Dispositifs intégrés pour la santé
Surveillance environnementale et sufaces anti-bactériennes
Surveillance environnementale et sufaces anti-bactériennes
Energy
Specific courses for Energy Option
Thermal production
EN Project
On-board energy
Mobile systems Energy
Oil and Gas
Infrastructure energy
Electrical Power Network
Nuclear engineering
Computer science and Communication
Specific courses for Computer science and Communication Option
Computer-based technology for Big Data
Representation and manipulation of structured data
Internet of objects and embedded concurrent systems
Machine learning
Outlook by computer
Geometry Processing applied to Computer Graphics
Bayesian machine learning and text mining
Computer Science Project
Mathematics and decision
Decision making for Company
Process simulation
Marketing and Finances
Decision support systems
Project
Mathematics and Risk Engineering
Mathematics and risk analysis
When Convexity meets Sparsity
Bayesian statistical methods for complex numerical models
Deterministic mathematical models for the environment
IM Project
Physics and major transitions
Conferences and Visits to Industrial Sites
Project
Neuromorphic Computing & Ferroelectric Capacitance
Silicon Photonics
Quantum Emitters
Ecological Transition and Territories
Specific courses for Civil and Environmental Engineering Option
TET Project
Buildings and Infrastructures
Constructions
Transportation works and structures for mobility
TET project
Sustainable City and Development
Urban climate
en
Regeneration and urban resilience
en/fr
Soil pollution
Transport, Mobility, Decarbonation
Specific courses for Transport, Mobility, Decarbonation Option
Transport, Mobility, Decarbonization
Transport Technology
Mobility Services
Séminaires thématiques
Intelligent Transport Systems
Project
Circularité et véhicules - matériaux et structures
Project
Décarbonation maritime
Project
Innovation et mobilité
Project
Semester 10
Final year traineeship
Final year traineeship
Ingénieur spécialité Énergétique
1
st
year Engineer course specializing in Energy
Semester 5
Scientific Basis
Mathematics (1)
Scientific Strengthening
Materials science
Electrical Circuits
Mechanics Basis
Mechanics Kinematics
Static Mechanics
Resistance of Materials (1)
Geometric and Technical Description
Building
Geometry of Mechanical Systems
Informatics Tools
Design of Information Systems
Scientific Calculation Software
Human and Social Sciences, Economics
Economy
Ethics: The Engineer and his Responsibilities
Energy Challenges
Climate fresco
Business and Management (1)
Global Business Approach
Employement law
Team Management and leadership
Openness to the world (1)
Language Course in Energy Engineering
en
Ecole Centrale de Lyon conferences
en/fr
Expression and Organization
professional training
In-company Training (integration)
Semester 6
Mathematics and Mechanics
Mathematics (2)
General Mechanics
Design Study Office
Fluid Mechanics Energy
Fluid mechanics
Thermal transfers
Thermodynamics
Automatic Electrotechnics
Automatic: Discontinuous System
Automatic: Regulation
Electrical engineering
Opening up to the world (S6)
Language Course in Energy Engineering
en
Ecole Centrale de Lyon conferences
en/fr
Expression and Organization (2) [non assessed]
Literature Research
professional training
In company Training (Project 1)
2 nd year Engineer course specializing in Energy
Semester 7
Physics - Chemistry
Solar thermal and photovoltaic
Thermodynamics (2)
Chemistry
Energy sector (1)
Alternators
Hydropower Science and Technology
Design Study Office (2)
Design and Materials
Strength of materials
Materials sciences
Eco - conception
Business and Management (2)
Economic issue of Energy
Business financial management
Project Management (1)
Opening up to the world (S7)
Language Course in Energy Engineering
en
Ecole Centrale de Lyon conferences
en/fr
Expression and organization
professional training
In-company Training (Project 2) Part 1
Semester 8
Energy sector (2)
Wind science and technology
Heat Storage
Electrochemical storage
Energy sector (3)
Nuclear
Turbomachines
Power grid
Communication of automated systems
High Voltage Low Voltage Networks
Design and Environment
Ground Mecanics
Design Study Office (3)
Environment
Business and Management (3)
Safety Management and Industrial Risks
Project Management (2)
Opening up to the world (S8)
Language Course in Energy Engineering
en
Ecole Centrale de Lyon conferences
professional training
In-company Training (Project 2) Part 2
3 th year course in engineering specializing in energy
Semester 9
Energetics sector (4)
Wood - Energy
Hydrogen
geothermal energy
Methanization and cogeneration
Design office IT
Design of information systems (2)
Management of information systems security
Heuristic
Design and Innovation
Creativity- Design
Building thermal
Concept & Design (4)_ including Weex
Opening up to the world (S9)
Language Course in Energy Engineering
en
Ecole Centrale de Lyon conferences
Négociation énergie climat - Non évalué
professional training
In-company Training (TFE) Part 1
Semester 10
professional training
Professional Experience (TFE) 2
nd
Part
Overseas work
Overseas work
en
Master of Science in Acoustics
Master Acoustics M1
Semester 1
Common Courses
Sound and sound propagation
en
Signal processing and speech processing
en
Fundamentals of mechanics and continuous media
en
Acoustic devices
en
Scientific communication
en
Project S1
en
Language
Language Course in Acoustics Master
French - Intermediate
Semester 2
Common courses
Vibrations
en
Numerical methods for acoustics S2
en
Musical acoustics
en/fr
Project S2
en/fr
Elective-courses
Bioacoustics
en
Adaptive filtering : application to active noise control
en/fr
Finite elements INSA
en
Materials for design and construction
Language
Language Course in Acoustics Master
M1 Internship
M1 Internship
en
Master Acoustics M2
Semester 3
Common Courses
Advanced acoustics
en
Soft skills
en/fr
Elective-courses
Structure radiation-INSA
Building Acoustics ENTPE
en/fr
Aeroacoustics
en
Air (and ground) transportation noise
en/fr
Terrestrial transportation noiseINSA
en/fr
Sound perception-INSA
en/fr
Ultrasound industrial and medical application
en/fr
Numerical methods for acoustics S3
en
Physical problems in unbounded media : mathematical analysis and numerics
en
Physics of turbulent flows
en
Introduction to nonlinear vibrations
Environmental Acoustics
en/fr
Data-driven learning of dynamical models
External Aerodynamics
en
Dynamics of biological human systems
Structural dynamics
Fluid-Structure Interactions
en/fr
Active Noise Control and Vibration
en/fr
Language
Language Course in Acoustics Master
Semester 4
Internship
en/fr
Master Aerospace Engineering
M1 Aerospace Engineering - Track in Aerostructures
1
st
Semester
Language
Language Course in Master AE
Professionalization
Advanced design project
en
Operational excellence
en
Management of innovation processes
en
Scientific common-core
Mechanics of solids, materials and structures
en
Fundamentals of compressible and viscous flow analysis
en
Experimental techniques for solid and fluid mechanics
en
Numerical simulations for solid and fluid mechanics
en
2
nd
Semester
Language
Language Course in Master AE
Professionalization
Advanced research project
en
Training option courses
Rotors dynamic in mechanical engineering
en
Observation and Analysis of Materials
en
Introduction to random vibrations
en
Selection of Materials
en
Polymer materials : physical properties and innovations
en
M1 Aerospace Engineering - Track in Propulsion
Semester 1
Language
Language Course in Master AE
Professionalization
Advanced design project
en
Operational excellence
en
Management of innovation processes
en
Scientific common-core
Mechanics of solids, materials and structures
en
Fundamentals of compressible and viscous flow analysis
en
Experimental techniques for solid and fluid mechanics
en
Numerical simulations for solid and fluid mechanics
en
Semester 2
Language
Language Course in Master AE
Professionalization
Advanced research project
en
Training option courses
Numerical methods in mechanics
en
An Introduction to Meteorology and Oceanography
en
Space physics and solar-terrestrial coupling
en
Aircraft Turbojets
en
Optimal Design and Computational Fluid Dynamics
en
M2 Aerospace Engineering - Track in Aerostructures
Semester 3
Language
Language Course in Master AE
Professionalization
Research project
en
Training option courses
P3 - Process- Product- Performances 1-2
en
P3 - Process- Product- Performances 2-2
en
Choice of materials and assemblage
Active Noise Control and Vibration
en/fr
Wave propagation : theory and applications Wave propagation : theory and applications Wave propagation : theory and applications
en/fr
Stability of Rotating Machines
en
Fluid-Structure Interactions
en/fr
Mechanics of composite materials and structures
en
Durability of materials and structures
en
Air and ground transportation noise
en
Unsteady flow in turbomachine
en
Macro Energy
Semester 4
M2 Aeronautics and Space - Aerostructures - S4 Internship
en
M2 Aerospace Engineering - Track in Propulsion
Semester 3
Language
Language Course in Master AE
Professionalization
Lesson and conferences
Training option courses
Numerical flow simulation
Fundamentals of turbomachines
en
Physics of turbulent flows
en
Environmental Acoustics
en/fr
Secure embedded systems
en/fr
Diagnosis and health monitoring
Advanced Control
en/fr
Combustion for propulsion
en
Operations Research and Optimisation
Mechanical assembly: architecture and geometry analyses
Deep learning & artificial intelligence : an introduction
en/fr
External Aerodynamics
en
Durability of materials and structures
en
Climate change
en
General Acoustics : Acoustics sources and sound propagation
en/fr
Structural dynamics
Aerodynamically generated sound
en/fr
Fluid-Structure Interactions
en/fr
Mechanical behavior of materials
Transonic Aerodynamics
en
Air and ground transportation noise
en
Hybrid electric vehicles : modelling and energy management
Wave propagation : theory and applications Wave propagation : theory and applications Wave propagation : theory and applications
en/fr
Stability of Rotating Machines
en
Health monitoring
en
Plane Project
en/fr
Specific project
Semester 4
Internship
en
Master's Degree in Chemistry and Materials Science
Track in Materials and Sustainable Development
Semester 3
Common Core
Project management
en/fr
Viscoelasticity of polymers
en/fr
Structural and chemical characterization: X rays and electrons
en/fr
Conception and Selection of Materials and Processes
Introduction to Ecoconception
en/fr
Major
Advanced Macromolecular Engineering Methodologies
en/fr
Thermodynamics for complex systems
en/fr
Composites Processing
en/fr
Tribology: contact - friction - lubrication - wear
en/fr
Polymers and composites damaging
en/fr
Metals and ceramics damaging
en/fr
Assemblies for diagnostics, imaging and therapy
en/fr
Materials and multimaterials for the field of energy
en/fr
Sol-Gel coating: Materials – Process – Properties
Biomaterials
en/fr
Functional materials for membranes and coatings
en/fr
Metals recycling
en/fr
Functionnal Oxides
en/fr
Micro and Nanotechnology: Integration and Packaging
en/fr
Micro and nanostructuration of polymers
en/fr
Semester 4
Internship
Research Internship
en
Language
English
en
Master in Econometrics, Statistics
M2 Econometrics and Statistics - Risk Management in Insurance and Finance
GRAF track - Semester 3
Financial Theory
Portfolio management
Credit risk and counterparty
Statistics and Machine Learning
Time Series Analysis
Sparsity & Convexity
Actuarial Mathematics for Non-Life Insurance
Ruin theory
Stochastic and statistical models in non-life insurance
Financiary Mathematics
Quantitative Finance
Stochastic differential equations and probabilistic numerical methods
en
Risks Gestion
Risk management and measurement in finance and insurance
Reinsurance
Risk securitisation and solvency
Economy and Game Theory
Algorithms for in-company decision
Bayesian statistical methods for complex numerical models
GRAF Track - Semester 4
Actuarial Mathematics for Life Insurance
Life insurance and biometric risks
Forward-looking insurance analysis
GRAF Internship
GRAF Internship
Living Language
English - shared Masters course
en
Master in Electronics, Electrical Energy, Automation
M2 : Track in Automation and Intelligent Systems
Semester 3
Automation of linear dynamic systems 2
en/fr
Optimal control
en/fr
Passive control (MSOMSM)
en
Non-linear system: analysis and control
en/fr
Distributed parameters systems
en/fr
Operational Research
en
Observation of non-linear dynamic systems
en
Robustness and convex optimisation
System identification and sparse decompositions
Diagnosis and health monitoring
Advanced Control
en/fr
Semester 4
English - shared Masters course
en
Research initiation project
en/fr
Internship
en/fr
M2 : Track in Electrical Energy
Semester 3
Speciality courses
Electromagnetic Compatibility
Control of electric drives
Reliability and operational security
Electrical Engineering Materials and Applications
Power Electronics
Diagnosis and prognosis of electrical devices
English - shared Masters course
Option Course Unit
Project Gestion and Management
Labour law and business creation
Design and sizing of electric actuators
Electromagnetic modelling
Semester 4
Internship
Converters for networks
Production and transport
M2 : Track in Electronics and Embedded Systems
Semester 3
Architectures and constraints for integrated processing
Heterogeneous design
Corporate Research Conferences
en/fr
Advanced and emerging electronic devices
Tools and methods for integrated system design
Secure embedded systems
en/fr
Sustainable and Truthworhy Hardware Architectures for AI
en/fr
Analog Computing for Artificial Intelligence
en/fr
Microsystems, microsensors, microfluidic
Memories for Internet of Things
Computing challenges of Big-Data
Database Systems
en/fr
Machine Learning and Data Mining
Computer networks
Nanosciences and Nanotechnologies
Semester 4
English - shared Masters course
en
Research initiation project
en/fr
Internship
Master in Civil Engineering
M2 Civil Engineering - Track Advanced Modeling and Experimentation in Civil Engineering
Semester 3
Materials Behavior
Solid Material Behaviour_1
Mécanique des milieux poreux
Materials for Civil Engineering
Soils survey and soils behaviour
Construction materials
Advanced Calculation Tools
Basics of numerical calculation in civil engineering
Uncertainties and heterogeneities in real structures
Work, structures, infrastructures
Construction of Energy Production
Geotechnics
Openness
Building & Architecture
Transportation works and structures for mobility
Semester 4
Language and Research Initiation
English - shared Masters course
en
English Advanced
en
English Proficient
en
Bibliography report
Research and Development Internship
Internship
M2 Civil Engineering - Track Materials and Structures for Sustainable Construction
Semester 3
Materials
Soils survey and soils behaviour
Construction materials
Structures
Uncertainties and heterogeneities in real structures
Building & Architecture
Infrastructures
Construction of Energy Production
Transportation works and structures for mobility
Numerical Calculation for Civil Engineering
Basics of numerical calculation in civil engineering
TET Project
Structures Behavior in their Environment
Constructions
Geotechnics
Semester 4
Communication - languages
English - shared Masters course
en
English Advanced
en
English Proficient
en
Bibliographical study
Research and Development Internship
Internship
Master in Industrial Engineering
M2 Industrial Engineering - Track in Data and Artificial Intelligence in Industrial Engineering
Engineering systems and algorithms for business decisions
Algorithms for in-company decision
Engineering Systems
Big Data and Data science
Computing challenges of Big-Data
Machine Learning and Data Mining
Operational Research
Operations Research and Optimisation
Diagnostic and functioning safety
Diagnosis and health monitoring
Products and Systems Conception Engineering
Product and systems design engineering
en/fr
Complex systems reliability
Complex systems fiability
English
English - shared Masters course
en
Bibliographic Project
Bibliography Project
en/fr
Master Internship
Internship
M2 Industrial Engineering - track Advanced Industrial Engineering Methods for the Industry of the Future
Semester 3
Semester 4
Internship
M2 Industrial Engineering - track Industrial Engineering Advanced Methods fo the Futur Industry pour l'Industrie du Futur (MAGIF) - Saint Etienne Campus
Master in Computer Science
M2 Computer Science - Track in Data Science
Semester 3
MOD Course Unit
Computing Challenges of Big-Data
Statistical Engineering
Operations Research and Optimisation
Deep Learning & AI: an Introduction
en/fr
Machine Learning and Data Mining
Stochastic differential equations and probabilistic numerical methods
en
Computer Networks
Database Systems
en/fr
CyberSecurity
MOS Course Unit
Enterprise Computing
New Technologies of Information and Communication
Time Series Analysis
Business IT
Computer Graphics
Interactive Data Visualization
Courses in Université Lyon 1
Graphs, Complexity, Combinatorics
Data Visualization
Big Data Analytics
Cloud Computing
Inferential Statistics
Regression Models
Probabilistic Graphical Models
Data Mining
Machine Learning
en
Project
Computer Science Project
Semester 4
Option Course Unit
Computer-Based Technology for Big Data
Representation and Manipulation of Structured Data
Internet of Things and Embedded Concurrent Systems
Machine Learning
Outlook by Computer
Geometry Processing applied to Computer Graphics
Bayesian Machine Learning and Text Mining
Sparsity & Convexity
Bayesian Statistical Methods for Complex Numerical Models
Deterministic Mathematical Models for the Environment
Modern Language
English - shared Masters course
en
DS Internship
Data Science Internship
M2 Computer Science - Track in Artificial Intelligence
Semester 3
MOD Course Unit
Computing challenges of Big-Data
Statistical engineering
Operations Research and Optimisation
Deep learning & artificial intelligence : an introduction
en/fr
Machine Learning and Data Mining
Stochastic differential equations and probabilistic numerical methods
en
Computer networks
Numerical methods for PDEs
Database Systems
en/fr
CyberSecurity
MOS Course Unit
Enterprise computing
New Technologies of Information and Communication
Time Series Analysis
Business information systems
Computer Graphics
Interactive Data Visualization
Courses in Université Lyon 1
Artificial Intelligence and Cognition
en
Knowledge Dynamics
Bio-Inspired Machine Learning
en
Artificial Intelligence for Internet of Things and Robotics
en
Computer Science Environments for Human Learning
en
Theory and Practical Applications of Large Language Models
Data Mining
Robotic Modeling and Control
IA Project
Computer Science Project
Semester 4
IA Option Course Unit
Computer-based technology for Big Data
Representation and manipulation of structured data
Internet of objects and embedded concurrent systems
Machine learning
Outlook by computer
Geometry Processing applied to Computer Graphics
Bayesian machine learning and text mining
Sparsity & Convexity
Bayesian statistical methods for complex numerical models
Deterministic mathematical models for the environment
Modern Language
English - shared Masters course
en
IA Internship
IA Internship
M2 Computer Science - Track in Image Development and Technology
Semester 3
MOD Course Unit
Computing challenges of Big-Data
Operations Research and Optimisation
Deep learning & artificial intelligence : an introduction
en/fr
Processing and analysis of visual and audio data
en/fr
Computer networks
Database Systems
en/fr
CyberSecurity
MOS Course Unit
Enterprise computing
New Technologies of Information and Communication
Business information systems
Computer Graphics
Interactive Data Visualization
Courses in Université Lyon 1
Geometric Modelling
en
Networks and Algorithmic Geometry
en
3D Image Synthesis
en
Animation, Articulated Bodies and Physical Motors
en
Analysis, Image Processing and 3D Vision
en
Coding, Transmission, Compression of Images and Videos
en
Statistical and Frequency Models for the Image
en
Rendering and Programming of Graphics Cards
en
Embedded Technologies and Augmented Reality
en
Instrumentation for Medical Imaging and Motion Tracking
en
Modelling for Virtual Worlds
en
Deep Learning for Image and Geometry
en
ID3D Project
Computer Science Project
Semester 4
ID3D Option Course Unit
Computer-based technology for Big Data
Representation and Manipulation of Structured Data
Internet of objects and embedded concurrent systems
Machine learning
Outlook by computer
Geometry Processing applied to Computer Graphics
Bayesian machine learning and text mining
Modern Language
English - shared Masters course
en
ID3D Internship
ID3D Internship
M2 Computer Science - Track in Information Technology and Web
Semester 3
MOD Cours Unit
Statistical engineering
Deep learning & artificial intelligence : an introduction
en/fr
Processing and analysis of visual and audio data
en/fr
Machine Learning and Data Mining
Computer networks
Database Systems
en/fr
CyberSecurity
MOS Cours Unit
New Technologies of Information and Communication
Enterprise computing
Business information systems
Interactive Data Visualization
Courses in Université Lyon 1
Software and Services
en
Reliability and Security of Applications
en
Synchronous and Multi-Device Web Technologies
en
Internet of Things
en
Cloud Computing
en
Data Quality Integration
en
Data Analysis
en
Database Administration and Continued Deployment
en
Cloud, Storage and Virtualization
en
TIWEB Project
Computer Science Project
Semester 4
TIWEB Option Course Unit
Computer-based technology for Big Data
Representation and manipulation of structured data
Internet of objects and embedded concurrent systems
Machine learning
Outlook by computer
Bayesian machine learning and text mining
Modern Language
English - shared Masters course
en
TIW Internship
TIWEB Internship
Master in Healthcare Engineering
M2 Health Engineering - Track in Health Products Conception and Optimisation
Semester 3
Mandatory Courses
Bibliography and personal works
en/fr
Regulations and Innovations
Biopharmacy
Physicochemistry of APIs and dosage forms
Biocompatibility
Biomaterials
en/fr
Design and formulation of drugs and cosmetics
English - shared Masters course
Choice Courses
Analytical techniques applied to APIs and matrices
Tissue characterisation
en/fr
Connected MD
en/fr
Physiology Basis
Nanosciences and Nanotechnologies
Semester 4
COPS Internship
COPS Internship
M2 Health Engineering - Track in Medical Imaging Signal and System Track
Semester 3
Mandatory Courses
Ionising Imaging
en/fr
MRI and optics imaging
en/fr
US Imaging
Bibliography and personal works
en/fr
English - shared Masters course
Choice Courses
Biomaterials
en/fr
Nanosciences and Nanotechnologies
Physiology Basis
Tissue characterisation
en/fr
Connected MD
en/fr
Regulations and Innovations
Semester 4
MISS Internship
MISS Internship
Msster's Degree in Applied Mathematics, Statistics
Semester 3
Deterministic Modelling - Mandatory
Numerical methods for PDEs
EDP Mathematical Modelling and Analysis
Stochastic Modelling and Statistics Learning - Mandatory
Stochastic differential equations and probabilistic numerical methods
en
Statistical engineering
Applied Mathematics, statistics - Optional
Sparsity & Convexity
Bayesian statistical methods for complex numerical models
Variational methods for inverse problems in medical imaging
Optimal transport for learning
en/fr
Evolutionary Biology
en/fr
Cellular Dynamics and Complex Systems
en/fr
Epidemiology - Mathematics, Biology and Medicine field
en/fr
Modelling in spatial ecology
en/fr
Equations of fluid mechanics and their numerical approximation
en/fr
Modelling to assess the risks associated with climate change
en/fr
Graphs and ecological networks
en/fr
Geometric approaches to images and shapes
en/fr
Neural networks
en
Physical problems in unbounded media : mathematical analysis and numerics
en/fr
Deterministic mathematical models for the environment
Semester 4
Optimization and Sparse Representation - Mandatory
Optimisation and Sparse Representation
Language
English - shared Masters course (GoFluent)
en
Math in Action Internship
MEA Internship
Master in Mechanical Engineering
M2 Mechanical engineering - track Biomechanics
Semester 3
Fundamental Sciences
Physical mechanics
Mechanics and thermodynamics of continuous media
Functional anatomy and surgery
Tribology: Principles and applications
en/fr
Mechanical behavior of materials
Tissue engineering and biomaterials
Complementary Courses
Methodology of research
Biomechanics of the locomotor system
Multi-body modeling and motion analysis
Elastic wave propagation
Soft matte: nanosystems and biological interfaces
en/fr
Dynamics of biological human systems
Structural dynamics
Semester 4
Preparing for the internship - Bibliography
Socio-economics
English - shared Masters course
en
Internship
M2 Mechanical engineering - track Structures and Systems Dynamics
Semester 3
UE Common Core
Physical mechanics
Mechanics and thermodynamics of continuous media
UE Structures & Machines Dynamics
Deepenings, applications (DSM)
Structural dynamics
Dynamic mechanisms
UE Structures Control and Optimisation
Deepenings, applications (CSO)
Elastic wave propagation
Active Noise Control and Vibration
en/fr
Stability of Rotating Machines
en
UE Systems & Structures Advanced Modelling
Deepenings, applications (MASS)
Stability of Mechanical Systems
UE Free
Elastic wave propagation
Structural dynamics
Stability of Mechanical Systems
Active Noise Control and Vibration
en/fr
Dynamic mechanisms
Stability of Rotating Machines
en
Semester 4
UE complementary modules
Bibliography / Preparing for the internship
Socio-Economics
English - shared Masters course
en
UE Internship
Internship
M2 Mechanical engineering - track Surfaces, Interfaces and Structures Engineering
Semester 3
Physical mechanics
Mechanics and thermodynamics of continuous media
Autonomous microsystems
en/fr
Soft matte: nanosystems and biological interfaces
en/fr
Durability of materials and structures
en
Characterization of surfaces and nanostructures
Functionalized thin layers and surfaces
Semester 4
English - shared Masters course
en
Bibliography - Preparing for the internship
Socio-economics
Internship
M2 Mechanical engineering - track Fluid Mechanics and Energy
Semester 3
UE-1 Mandatory common core
Physical mechanics
Mechanics and thermodynamics of continuous media
UE-2 Flow Numeric Simulation
High performance numerical simulation in fluid mechanics
Numerical methods in fluid dynamics
Numerical methods for mechanics
Numerical flow simulation
UE-3 Turbulence in flows
Flows Stability
Physics and modeling of turbulence
Physical basis of turbulence
Mix and Chaos
Physics of turbulent flows
en
UE-4 Flow in the Environment
Atmospheric Environment
Mixing and chaos
Coastal and Ocean Engineering
en
Climate change
en
River Hydraulics
en
Atmospheric pollution
UE-5 Aerodynamics, Propulsion
Turbomachines
Physics of combustion
Gas dynamics and aeroacoustics
Flow stability
Fundamentals of turbomachines
en
Combustion for propulsion
en
External Aerodynamics
en
Climate change
en
Transonic Aerodynamics
en
UE-6 Fluids Interfaces, Transferts, Mix
Complex and multiphase flows
Mix and Chaos
Physics of combustion
Combustion for propulsion
en
UE-7 Fluids Fundamental Mechanics
Advanced fluid mechanics
Flows stability
Physics of turbulent flows
en
External Aerodynamics
en
Climate change
en
UE-8 Free
Flows Stability
Physics and modeling of turbulence
Physical basis of turbulence
Mix and Chaos
Turbomachines
Physics of combustion
Gas dynamics and aeroacoustics
Complex and multiphase flows
Advanced fluid mechanics
High performance numerical simulation in fluid mechanics
Numerical methods in fluid dynamics
Numerical methods for mechanics
Combustion for propulsion
en
External Aerodynamics
en
Climate change
en
River Hydraulics
en
Transonic Aerodynamics
en
Home comfort and energy
Atmospheric pollution
UE-Socio-Economy of Company
Socio-economics of business
Semester 4
UE-Bibliography
Bibliography - Preparing for the internship
UE-Language
English - shared Masters course
en
UE-Internship
Internship
Master in Nanoscale Engineering
M1 Nanosciences and Nanotechnologies
Master NSE S1
S1 Common courses
Micro and Nano fabrication 1
en
Surface physics
en
Characterization tools for nanostructures
en
Research Project 1
en
S1 Elective courses
Quantum engineering
en
Fundamental basis of science
en
Biomolecules cells and biomimetic systems
en
Master NSE S2
S2 Common courses
Micro and Nano fabrication 2
en
Research Project 2
en
Intercultural studies
en
French for Foreign Phd Student - beginner level
French for Foreign Phd Student - Elementary level
S2 Elective courses
Physics of semiconductors
en
Nanomechanics
en
Drug delivery systems
en
Introduction to system design
en
Course in another program
en
M2 Nanosciences and Nanotechnologies
Master NSE S3
S3 Common courses
Intellectual property-S3-12
en
S3 Bloc 1 Major
Micro Nano photonics and applications S3-1
en
Surface analysis techniques S3-2
en
Functional materials S3-4
en
Bio engineering S3-3
en
Nanoelectronics and information technology S3-5
en
S3 Bloc 2 Minor
Computer modelling of nanoscale systems S3-8
en
Micro and nano fluidics S3-10
en
Semiconductor nanostructures S3-6
en
Nano for energy and environment S3-9
en
Lecture in another program S3-11
en
Ab initio and molecular dynamics school S3
en
Master NSE S4
Internship thesis
Internship thesis S4-1
en
Master's Degree in Risks and Environment
M1 RISE - track Water and Wind Engineering
M1 Water and Wind Engineering S1
Environmental Management 1
st
Semester
Psychology of decision-making confronted to risks
en
Management, prevention and mitigation of risks
Evaluation and quantification of risks
en/fr
Hydrologie urbaine
en
Fundamentals 1
st
Semester
Fluid Mechanics
en
Mathematics
en
Probablity and statistics
en
Computing for Engineers
en
Design Project - Wind Farm Performance
Design Project 1
st
Semester
en
Advanced Fluid Mechanics
Advanced Fluid Mechanics
en
M1 Water and Wind Engineering S2
Applications 2
nd
Semester
Integrated urban water management
en
An Introduction to Meteorology and Oceanography
en
Order, chaos and fractals
Space physics and solar-terrestrial coupling
en
Geographical information systems
en
The Physics and Modelling of free surface flows
en
Fluid Mechanics projects semester 2
Numerical Simulations
en
Fluid Mechanics Laboratory
en
Language 2
nd
Semester
M2 RISE - Track in Water and Wind Engineering
Semester 3
Water - Elective Courses
Hydrology and Hydrogeology
en
Atmospheric pollution
Ressources, energy, climate, societies
Water Resources
en
River Hydraulics
en
Coastal and Ocean Engineering
en
Oceanography : general concepts and case studies
en
Physics of turbulent flows
en
Climate change
en
Statistical engineering
Regeneration and urban resilience
en/fr
Urban flooding
en
Fluid-Structure Interactions
en/fr
Wind and Hydraulic Machines
en
Wind - Elective Courses
Physics of turbulent flows
en
Climate change
en
Fluid-Structure Interactions
en/fr
External Aerodynamics
en
Environmental Acoustics
en/fr
Statistical engineering
Hydrology and Hydrogeology
en
Atmospheric pollution
Ressources, energy, climate, societies
River Hydraulics
en
Oceanography : general concepts and case studies
en
Coastal and Ocean Engineering
en
Regeneration and urban resilience
en/fr
Boundary layer meteorology
en
Urban climate
en
Wind and Hydraulic Machines
en
Semester 4
Master thesis semeter 4
en
M2 RISE - Track in Environmental Risks Governance
Semester 3
Analysis and Environmental Gestion
Economic evaluation of environmental policies
Climate change
en
Management, prevention and mitigation of risks
Evaluation and quantification of risks
en/fr
Gestion des ressources en eau
en
Analysis and Risks Gestion
Industrial risks
Pollution, noise and risk Law
Risks: Economic Approachs
Psychology of decision-making confronted to risks
en
Management, prevention and mitigation of risks
Management QSE
Management stratégique de l’environnement et des risques
Projects, conferences, case study
Conferences and projects
Case study workshops
Debates
Crisis Simulation
Semester 4
Internship
Master in Public Health
M2 Public Health - Course Biostatistics Bioinformatics Biomathematics for Health (B3H)
M2 Public Health - track Biostatistics Bioinformatics Biomathematics in Health - 3
rd
Semester
Generalized linear models and survival models
Analysis of genetic and genomic data in health
Linear and non-linear mixed effects models
Frequentist and Bayesian inference, parametric-nonparametric
Bibliographic Memory
Computing challenges of Big-Data
Statistical engineering
Deep learning & artificial intelligence : an introduction
en/fr
Processing and analysis of visual and audio data
en/fr
Machine Learning and Data Mining
Stochastic differential equations and probabilistic numerical methods
en
Numerical methods for PDEs
Introduction to Inverse Problems
Living Language
English - shared Masters course
en
M2 Public Health - track Biostatistics Bioinformatics Biomathematics in Health - Fourth Semester
B3H Internship
Internship
Master in Materials Science and Engineering
M1 - Biomimicry and Surface Engineering
Semester 1
Mathematics & Computing Science
Mathematics
en
Computing for Engineers
en
Probablity and statistics
en
Mandatory Courses
Biomimicry: theory and interdisciplinarity
en
Mechanics and Engineering Materials
en
Measurement of Physical Quantities
en
Research project & project mangement
en
Surface Manufacturing I: High temperature processes-Polymers
en
Languages
Semester 2
Internship
2-months Biomimetics and surface research internship
en
M1 BIOSURF semester 2_Languages
French for Foreign Phd Student - beginner level
French for Foreign Phd Student - Elementary level
Intercultural Studies
Intercultural studies
en
Optical Methods for Engineers
Optical methods for Engineers
en/fr
Bio-Inspired Surface Engineering
Bio-Inspired Surface Engineering
en
Physical chemistry of surfaces and interfaces
Physical chemistry of surfaces and interfaces
en/fr
Polymer materials : physical properties and innovations
Polymer materials : physical properties and innovations
en
Biology / Living Systems
Biology / Living Systems
en
M2 - Biomimicry and Surface Engineering
Semester 3
Biomimetics and SURFAB Project
Biomimetics and SURFAB Project
en
Numerical Methods II: Mesoscale (LBM)
Numerical Methods II: Mesoscale (LBM)
en
Tactile Perception engineering
Tactile Perception engineering
en
Surface Manusfacturing II 3D additive processes
Surface Manusfacturing II 3D additive processes
en
Surface Manufacturing III: Surface texturing
Surface Manufacturing III: Surface texturing
en
Numérical Methods I: FEM
Numerical Methods I: FEM
en
Numerical Methods IV: Adv. numerical methods
Numerical Methods IV: Adv. numerical methods
en
Numerical Methods III: Electronic structure & Molecular Dynamics
Numerical Methods III: Electronic structure & Molecular Dynamics
en
Characterization of surfaces and nanostructures
Characterization of surfaces and nanostructures
Climate Change
Climate change
en
Tribology: Principles and Applications
Tribology: Principles and applications
en/fr
Semester 4
Internship
en
Master in Atmosphere, Ocean and Climate Science
M1 Ocean, Atmosphere and Climate Sciences
Semester 1
Climate Physics
Climate Physics
en
Atmospheric Physics
Atmospheric Physics I
en
Fundamentals
Mathematics
en
Fluid Mechanics
en
Computing for Engineers
en
Probablity and statistics
en
Semester 2
Applications
Atmospheric chemistry I
en
Water chemistry I
en
Spectroscopy
en
The Physics and Modelling of free surface flows
en
Geographical information systems
en
Space physics and solar-terrestrial coupling
en
An Introduction to Meteorology and Oceanography
en
Order, chaos and fractals
Languages
French for Foreign Phd Student - beginner level
French for Foreign Phd Student - Elementary level
Projects
Numerical Simulations
en
Fluid Mechanics Laboratory
en
Project Management
Project Management
en
M2 Ocean, Atmosphere and Climate Sciences
Track in Atmospheric Sciences
Disciplinary module
Atmospheric Chemistry
en
Atmospheric Physics
en
Atmosphere Observation and Instrumentation
en
From Catalysis to Industrial Applications
en
Lab. class
en
Boundary Layer Meteorology
en
Climate change
en
Atmospheric pollution
Hydrology and Hydrogeology
en
Ressources, energy, climate, societies
Evaluation and quantification of risks
en/fr
Management, prevention and mitigation of risks
Physics of turbulent flows
en
Combustion for propulsion
en
River Hydraulics
en
Project
Research project
en
Languages and seminars
Languages and seminars
en
Internship
Internship M2 Atmposphere
en
Track in Ocean
Disciplinary module
Atmosphere -Ocean interaction
en
Remote sensing
en
Water Chemistry
en
Water Physics
en
Lab. class
en
Boundary Layer Meteorology
en
Coastal and Ocean Engineering
en
Oceanography : general concepts and case studies
en
Atmospheric pollution
Hydrology and Hydrogeology
en
Ressources, energy, climate, societies
Climate change
en
Evaluation and quantification of risks
en/fr
Management, prevention and mitigation of risks
River Hydraulics
en
Project
Research project
en
Languages and seminars
Languages and seminars
en
Internship
Internship M2 OCEAN
en
Track in Climate Sciences
Disciplinary module
Atmospheric Physics
en
Atmosphere -Ocean interaction
en
Radiative Transfer
en
Remote sensing
en
Lab. class
en
Climate change
en
Oceanography : general concepts and case studies
en
Coastal and Ocean Engineering
en
Atmospheric pollution
Evaluation and quantification of risks
en/fr
Management, prevention and mitigation of risks
Ressources, energy, climate, societies
Physics of turbulent flows
en
Hydrology and Hydrogeology
en
Project
Research project
en
Languages and seminars
Languages and seminars
en
Internship
Internship M2 Climate
en
Lyon Centrale Digital Lab
1
st
Semester
Web, Image and Projects Cycle 1
Web Platform
en/fr
Web Programming
en/fr
Image Processing
en/fr
Data Visualisation
en/fr
POC Fall Project
en/fr
Artificial Intelligence, Big Data and Projects Cycle 2
Data Classification
en/fr
Deep Learning
en/fr
Big Data Technologies
en/fr
POC Winter Project
en/fr
Methodological Aspects and Projects Cycle 3
Design Thinking
en/fr
Digital Marketing
en/fr
Formation Scrum
en/fr
POC Spring Project
en/fr
2
nd
Semester
Internship Digital Lab
Internship
en/fr
Centrale Lyon Training Programmes 26-27
Cycle préparatoire CapECL
Semester 1
Mathematics 1
Linear Algebra 1
Analysis 1
Mathematical Basis
Physics Chemistry 1
Electricité 1
Mechanics
Physique des ondes 1
Engineering Sciences and Numerics 1
Conception 1
Computer Science 1
Bonded Systems 1
Humanities, languages and sport 1
English 1
Français philosophie 1
Sport 1
Semester 2
Mathématiques 1
Linear Algebra 2
Analysis 2
Probabilities 1
Physique chimie 2
Chemistry
Thermodynamics
Energy: Conversion and Transfert
Sciences de l'ingénieur et du numérique 2
Conception 2
Computer Science 2
Mechanics SI 1
Humanités, langues et sport 2
English 2
French Philosophy 2
Sport 2
Semester 3
Mathematics 3
Probabilities 2
Analysis 3
Linear Algebra 3
Physics Chemistry 3
Electromagnetism
Waves Physics
Engineering Sciences and Numerics 3
Conception 3
Computer Science 3
Mechanics 2
Humanities, languages and sport 3
English 3
French philosophy 3
Sport 3
Semester 4
Mathematics 4
Analyse dans Rn
Géométrie dans les espaces euclidiens
Mathématiques avancées
Physics Chemistry 4
Chimie 2
Phénomènes de transport
Transition écologique 2
Engineering Sciences and Numerics 4
Conception 4
Informatique 4
Systèmes asservis 2
Humanities, languages and sport 4
Anglais 4
Français-Philosophie 4
Sport 4
Bachelor Mutations Technologiques et Industrielles - Spécialité Génie Civil Environnement
1
st
Semester
Mathematics Chemistry
Mathematics I - Real and Complex Algebra, Real Analysis, Geometry
Chemistry I - Organic Chemistry
Introduction to materials
Engineering Fundamentals
Fluids Mechanics
Solids Mechanics
Methods and Numerical Tools for Conception I - Drawing Rules
PROJECT– Eco-conception of an assembly of free oscillation
ECONOMY COMMUNICATION
English 1
Interactions with companies 1
Communication, negociation
Physical and Sportive Education 1
General Methods
General Processes for Buildings Construction
Construction Sites Visits - Process Analysis
Modelling, 2D Building Drawing and TP-AutoCAD
PROJECT - Construction Files Analysis
Quality, security and environment
2
nd
Semester
Mathematics, Physics, Chemistry
Mathématiques II
Physique 1 - Electricity
Chemistry II – Solutions Chemisty
Materials Resistance and Conception Rules
Materials Resistance
Methos and Numerical Tools for Conception II - Conception
PROJECT - Creation and Analysis of an assembly of free oscillation
Economy Communication
English 2
en
Physical and Sportive Education 2
Economie, la filière et ses acteurs
Interactions with companies 2
Public Works
Practical Work General Processes of Construction
Typology
Envelope Structure
Analyse structurelle du bâtiment et des travaux publics
PROJET - Structure Enveloppe
Semestre 3
Mathématiques et Physique pour l'Ingénierie
Mathématiques III
Informatique I
Physique II - Thermodynamique
Mécanique
Mécanique vibratoire
PROJET - Eco-Conception, fabrication et analyse multi-physique d'un système mécanique
Langues et Sport
Anglais 3
Accompagnement au projet professionnel I
EPS 3
Méthodes
Planification de projet de construction/rénovation bâtiment et TP (PERT GANTT, ...)
Méthodes du bâtiment (rotation, phasage, sécurité)
Modélisation et dessin 3D des bâtiments
Construction Métallique
Construction métallique
PROJET - Construction métallique
Entreprise apprentissage 1
Entreprise
Semestre 4
Mathématiques Informatique et Physique pour le génie civil
Mathématiques IV
Physique III - Transfert thermique
Anglais
Anglais 4
EPS 4
Accompagnement au projet professionnel II
Géologie et mécanique des sols
Initiation à la géologie
Mécanique des sols, hydraulique
Construction Béton Armé
Construction béton armé
PROJET - Construction béton armé
Matériaux du génie civil
Matériaux du GC, typologies et usages
Matériau bois, spécificités et technologie
PROJET - Innovation nouveaux matériaux de construction
Entreprise apprentissage 2
Entreprise
Genral Engineering
Common Core
Semester 5
Mathematics
Academic support MTH
Applied Analysis
Numerical Analysis
Probability theory and Statistics
Adapted Mathematics
Algebra Remedial Course MTH
Numerical Analysis
Adapted Mathematics I : applied analysis - algebra
Adapted maths II : Probability theory and Statistics
Electrical energy and Systems Control
Electrical Energy
Linear Control
Electric Drive Control
Fluids and Energy
Fluids and Energy - Concepts and applications
en/fr
Fluids and Energy - Experimental and numerical methods
Fluids and Energy - Project Labs
Computer Science
Algorithms and data structures
Object-oriented design and programming
Practical IT project
Languages and Cultures
English 1A
en
Arabic 1A
Chinese 1A
German 1A
Spanish 1A
French 1A
Italian 1A
Japanese 1A
Portuguese - Brazil
Russian 1A
Professional Unit
Conferences UE PRO
Physical Education and Sport
en/fr
Study Project
Career plan - tutoring
CLIC - Centrale Lyon Innovation Camp
Introduction to Ecological Transition Issues
Economics and management
Introduction to Economics
Business administration
Information Science and Engineering
Academic support STI
Electronic Systems
Signal processing
Analog to Digital conversion
Sixth Semester
Electrical energy and Systems Control
Electrical Energy
Linear Control
Electric Drive Control
Fluids and Energy
Fluids and Energy - Concepts and applications
en/fr
Fluids and Energy - Experimental and numerical methods
Fluids and Energy - Project Labs
Mechanical Engineering
General and Analytical Mechanics
Strength of Materials
Architecture and Geometry of Mechanical Systems
Mechanical Design and Production
Materials Engineering
From Matter to Materials: Structure and Properties
Practical courses in Material and Surface Science
Computer Science
Algorithms and data structures
Object-oriented design and programming
Practical IT project
Modern Languages
English 1A
en
Arabic 1A
Chinese 1A
German 1A
Spanish 1A
French 1A
Italian 1A
Japanese 1A
Portuguese - Brazil 1A
Russian 1A
Solids Mechanics and Structures
Continuum Mechanics
Structural Dynamics
Experimental and Computational Solid Mechanics
Supplements to Structural Dynamics, Optimization
Plasticity, Forming
Power Transmission
Physics and Chemistry of Matter
Physics
Chemistry
Lab Sessions PCM
en/fr
Professional Unit
UE PRO Conferences
Discovering engineering
en/fr
Company visits
Physical Education and Sports
en/fr
Study Project
Professional Project Tutoring
WEEX_Wind Power
en/fr
WEEX_Waste & Pollution
en/fr
WEEX_Hydrogen
en/fr
First Year Training
First Year Internship
Information Science and Engineering
Academic support STI
Electronic systems
Signal Processing
Analog to Digital and Digital to Analog conversions in audio systems
Seventh Semester
In-depth Courses
Power Electronics
Electromechanical Conversion
Automatic control with nonlinear phenomena
Multi-sensor, Multi-activator Control
Stabilty of flow and introduction to turbulence
Acoustics and Waves in Fluids
Supersonic Flow
Thermics and Combustion
Multi-body mechanical systems
Mechanical Engineering
Damage and Ruin of Materials
Materials and Innovative Surface Treatments
Amorphous Materials for Innovative Functional Structures
Biomechanics of Living Tissue and Prosthetic Biomaterials
Multimedia : concepts and technologies
Problem Resolution Strategies
Graphical and Mobile Applications in Java
Data analysis and pattern recognition
en/fr
Vibration Analysis
Inelastic behaviour of structures
Advanced Mathematical Tools for Probability and Statistical Learning
Numerical approximation for ODEs and PDEs
Quantum Mechanics and Applications
Molecular and supramolecular chemistry
Electrochemistry and Chemitronics
Dielectric and Semiconductor Physics
Embedded systems architectures
Optimal Filtering for Information Estimation
Digital architectures for computing and information processing
en/fr
Information Theory: Coding and Transmission
Mechanical engineering
Mechanical Engineering
Practictal courses in Mechanical Engineering
Modelling & Design
Mechanism design
Materials Engineering
From Matter to Materials: Structure and Properties
Practical courses in Material and Surface Science
Solids Mechanics and Structures
Continuum mechanics of solids
Experimental analysis in continuum and solid mechanics
Digital Mock-Up
Structural Dynamics and Optimisation
Plasticity, forming
Physics and Chemistry of Matter
Physics
Chemistry
Lab Sessions PCM
en/fr
Human and social sciences
Individuals and society
Work in the contemporary societies and compagnies
Ethics
Languages and Cultures
English
en
Arabic
Chinese
German
Spanish
French
Italian
Japanese
Portuguese - Brazil
Russian
Professional Unit
Conferences UE PRO
Professional Project Support
Career Plan | Workshops
Industrial Project
Research Project
WEEX: Wind Power
en/fr
WEEX: Waste & Pollution
en/fr
WEEX_Hydrogen
Introduction to ecological transition issues
Elective track
Eighth Semester
Optional Courses
Functional analysis for PDEs and approximation with finite element methods
Mechanical Metamaterials
en/fr
Electrical energy Production and Distribution
Optical methods for Engineers
en/fr
Rotors dynamic in mechanical engineering
en
Mechanics of thin structures : plates and shells
Numerical methods in mechanics
en
Life, Information and System
en/fr
Programming of graphic interface
Social, economical and political issues for a sustainable development
The Physics and Modelling of free surface flows
en
Algorithmes d’optimisation pour les problèmes de l'ingénieur
Flot de conception ASIC : CAO de puces électroniques
Nuclear Engineering
Health engineering
Fablab practices
development of technical products
Political Sociology
Probability theory and introduction to stochastic processes
Marketing
Geographical information systems
en
Mathematics Applied to Biology
Circuits and devices for microwave
Introduction to Image Sensing and Processing
en/fr
Observation and Analysis of Materials
en
Soil mechanics
Multiphysics simulation in mechanical design
Philosophy of the sciences and the techniques
Space physics and solar-terrestrial coupling
en
Entrepreneurship and innovation
Machine Learning et Applications
en/fr
Adaptive filtering : application to active noise control
en/fr
Web applications
Physical chemistry of surfaces and interfaces
en/fr
Social relationships in company
Discrete event systems
Wind Turbines
Ecology and environment
Introduction to random vibrations
en
An Introduction to Meteorology and Oceanography
en
Globalization and Transcultural issues
Collaborating and Managing in the Digital Age
Selection of Materials
en
From micro to macro in solid and fluid mechanics
Aircraft Turbojets
en
Surfaces, friction, vibrations
en/fr
Bio-Inspired Surface Engineering
en
Socio-technical controversies
Market Finance
Smart mecatronics systems
en/fr
High voltage engineering and systems
Musical acoustics
en/fr
Order, chaos and fractals
Antenna, Signal and Processors
Optimal Design and Computational Fluid Dynamics
en
Polymer materials : physical properties and innovations
en
Men and their Waste
Cost Manangement and entrepreneurial finance
Languages and Cultures
English
en
Arabic
Chinese
German
Spanish
French
Italian
Japanese
Portuguese - Brazil
Russian
Professional Unit
Conferences UE PRO
Physical Education and Sports
en/fr
Tutoring - Career plan
Project for Industrial Application
Application Project - Research
Practical Internship
Practical Internship
Ninth Semester
Languages and Cultures
English
en
Arabic
Chinese
German
Spanish
French
Italian
Japanese
Portuguese - Brazil
Russian
Business courses
Profession Specifics Modules
Engineering Systems
Quality management
Operations & Information Management (OPIM)
Intelligence économique et protection de l'information
Company Law
Organisations and team management
Psychology of decision-making confronted to risks
en
Specific Profession courses
Eco-Design and Innovation Engineer
Advanced Design Processes
Modern design tools
Design and technological choices
ICo Project
CONFERENCES
Consulting Engineer
The fundamentals
Consulting project management
Become a Consultant
ICs Project
Startup and Business Developer Engineer
Design thinking and Creativity
Networks of actors and ecosystems
Economical Methods
Business creation project
Industrial and environmental risks management Engineer
Impacts environment and human health
Evaluation and quantification of risks
en/fr
Management, prevention and mitigation of risks
IMR Project
Research & development Engineering
Research-Project Management
Innovative Design and Creativity
Philosophy, sciences and society
Supply Chain and Firm Performance Engineer
Introduction to Supply Chain
Purchasing management in the supply chain
Supply Chain Processes
Performance and continuous improvement
Circular Economy
Circular Economy
Serious game: performances and sustainability
Risk management
Supply Chain Strategic Management
6-sigma & Lean
Industrial Structure
Operational Excellence
Discipline Specifics Modules
Numerical flow simulation
Fundamentals of turbomachines
en
Nanophotonics
en/fr
Physics of turbulent flows
en
Introduction to nonlinear vibrations
Environmental Acoustics
en/fr
Computing challenges of Big-Data
Ocean and Coastal Engineering
en
Statistical engineering
Power plant turbine technology
Earth Material
Elastic wave propagation
Advanced Control
en/fr
Secure embedded systems
en/fr
Data-driven learning of dynamical models
Diagnosis and health monitoring
Sustainable and Trustworhy Hardware architectures for AI
en/fr
Combustion for propulsion
en
Mechanical assembly: architecture and geometry analyses
Deep learning & artificial intelligence : an introduction
en/fr
Human Physiology and Biotechnology
Semi-probabilistic design of reinforced concrete structures
Processing and analysis of visual and audio data
en/fr
Construction materials
Analog Computing for Artificial Intelligence
en/fr
External Aerodynamics
en
Soft matte: nanosystems and biological interfaces
en/fr
Durability of materials and structures
en
Tribology for Sustainable Engineering
en
Climate change
en
Dynamics of biological human systems
Machine Learning and Data Science
General Acoustics : Acoustics sources and sound propagation
en/fr
Structural dynamics
Aerodynamically generated sound
en/fr
Characterization of surfaces and nanostructures
Fluid-Structure Interactions
en/fr
River Hydraulics
en
Quantum Information
Nuclear Energy
Stochastic differential equations and probabilistic numerical methods
en
Mechanics of composite materials and structures
en
Stability of Mechanical Systems
Mechanical behavior of materials
Computer networks
Numerical methods for PDEs
Oceanography : general concepts and case studies
en
Electric Power System
MOD Track Entrepreneur 2
Engineering of a consumer object
Database Systems
en/fr
MOD Track Entrepreneur 1
EDP modelisation and mathematic analysis
Design and Analysis of Framed Structures
MOD Track Intrapreneur 1
MOD Track Intrapreneur 2
Nanosciences and Nanotechnologies
CyberSecurity
Cultural, social and economic openness
Sectoral Courses
Segment Specifics Modules
Transonic Aerodynamics
en
Air and ground transportation noise
en
Complex systems fiability
Active Noise Control and Vibration
en/fr
Thin films: how to create innovative materials
Algorithms for in-company decision
Physics for Artificial Intelligence and Data
Choice of materials and assemblage
Macro Energy
Dynamic mechanisms
Electromagnetic Compatibility of power systems, interaction with environement
Construction of Energy Production
Hybrid electric vehicles : modelling and energy management
Energy, Storage, Conversion
Unsteady flow in turbomachine
en
Home comfort and energy
Atmospheric pollution
Enterprise computing
New Technologies of Information and Communication
Wave propagation : theory and applications Wave propagation : theory and applications Wave propagation : theory and applications
en/fr
Complex phenomena in structural dynamics
Strategic Management
Tissue engineering and biomaterials
Microsystems, microsensors, microfluidic
Time Series Analysis
Stability of Rotating Machines
en
Health monitoring
en
Techniques for construction
Geotechnics
Business development
Business information systems
Entrepreneurial coaching
Water Resources
en
Computer Graphics
Interactive Data Visualization
Hydrology and Hydrogeology
en
Ressources, energy, climate, societies
Aeronautics
Specific courses for aeronautics Option
Lesson and conferences
Plane Project
en/fr
Specific project
Acoustics and Vibrations
Acoustics & Vibrations
Guiding and Steering
Guidance & Steering
en/fr
Materials and Structures
Materials & Structures
Propulsion
Propulsion
en
Bio-engineering for healthcare
Specific courses for Bio-engineering for healthcare
Vectorisation pour le diagnostic et la thérapie
Dispositifs intégrés pour la santé
Surveillance environnementale et sufaces anti-bactériennes
Surveillance environnementale et sufaces anti-bactériennes
Energy
Specific courses for Energy Option
Thermal production
EN Project
On-board energy
Mobile systems Energy
Oil and Gas
Infrastructure energy
Electrical Power Network
Advanced Nuclear Engineering
Computer science and Communication
Specific courses for Computer science and Communication Option
Computer-based technology for Big Data
Theory and practice of LLMs
Internet of Things
Machine learning
Outlook by computer
Geometry Processing applied to Computer Graphics
Modèles bayésiens pour la classification et le filtrage de données
Computer Science Project
Mathematics and decision
Specifics Modules Mathematics and decision option
Mathematics and decision
Decision making for Company
Process simulation
Marketing and Finances
Decision support systems
Project
Mathematics and Risk Engineering
When Convexity meets Sparsity
Bayesian statistical methods for complex numerical models
Deterministic mathematical models for the environment
IM Project
Physics and Major Transitions
Specific courses for Physics and Major Transitions Option
Project
Neuromorphic Computing & Ferroelectric Capacitance
Conferences and Visits to Industrial Sites
Digital Transition
Silicon Photonics
Quantum Emitters
Energy Transition
Photon Collection and Radiative Cooling
Artificial Photosynthesis
Ecological Transition and Territories
Specific courses for Civil and Environmental Engineering Option
TET Project
Buildings and Infrastructures
Advanced Structural Design
Transportation Facilities
TET project
Sustainable City
Urban climate
en
Urban regeneration and resilience
en
Soil pollution
Transport, Mobility, Decarbonation
Specific courses for Transport, Mobility, Decarbonation Option
Technologies des transports
Services à la mobilité
Séminaires thématiques
Tribology, Materials & Durability
Project
Décarbonation maritime
Project
Innovation et mobilité
Project
Intelligent Transport Systems
Project
Semester 10 Final Internship
Final Year Internship
Final year traineeship
Ingénieur spécialité Énergétique
1
st
year
Fifth semester
Scientific Basis
Mathematics (1)
Scientific Strengthening
Materials science
Electrical Circuits
Mechanics Basis
Mechanics Kinematics
Static Mechanics
Resistance of Materials (1)
Geometric and Technical Description
Building
Geometry of Mechanical Systems
Informatics Tools
Design of Information Systems
Scientific Calculation Software
Human and Social Sciences, Economics
Economy
Ethics: The Engineer and his Responsibilities
Energy Challenges
Business and Management (1)
Global Business Approach
Employement law
Team Management and leadership
Openness to the world (1)
English Course in Energy Engineering
en
Ecole Centrale de Lyon conferences
en/fr
Expression and Organization
professional training
In-company Training (integration)
Sixth semester
Mathematics and Mechanics
Mathematics (2)
General Mechanics
Design Study Office
Fluid Mechanics Energy
Fluid mechanics
Thermal transfers
Thermodynamics
Automatic Electrotechnics
Automatic: Discontinuous System
Automatic: Regulation
Electrical engineering
Opening up to the world (S6)
Language Course in Energy Engineering
en
Ecole Centrale de Lyon conferences
en/fr
Expression and Organization (2) [non assessed]
professional training
In company Training (Project 1)
2
nd
year
Seventh semester
Physics - Chemistry
Solar thermal and photovoltaic
Thermodynamics (2)
Chemistry
Energy sector (1)
Alternators
Hydropower Science and Technology
Design Study Office (2)
Design and Materials
Strength of materials
Materials sciences
Eco - conception
Business and Management (2)
Economic issue of Energy
Business financial management
Project Management (1)
Opening up to the world (S7)
Language Course in Energy Engineering
en
Ecole Centrale de Lyon conferences
en/fr
Expression and organization
professional training
In-company Training (Project 2) Part 1
Eighth semester
Energy sector (2)
Wind science and technology
Electrochemical storage
Energy sector (3)
Nuclear
Turbomachines
Power grid
Communication of automated systems
High Voltage Low Voltage Networks
Design and Environment
Ground Mecanics
Design Study Office (3)
Environment
Business and Management (3)
Safety Management and Industrial Risks
Project Management (2)
Opening up to the world (S8)
Language Course in Energy Engineering
en
Ecole Centrale de Lyon conferences
professional training
In-company Training (Project 2) Part 2
3
rd
year
Ninth semester
Energetics sector (4)
Wood - Energy
Hydrogen
geothermal energy
Methanization and cogeneration
Design office IT
Design of information systems (2)
Management of information systems security
Heuristic
Design and Innovation
Creativity - Design
Building thermal
Concept & Design (4)_ including Weex
Opening up to the world (S9)
Language Course in Energy Engineering
en
Ecole Centrale de Lyon conferences
Négociation énergie climat - Non évalué
professional training
In-company Training (TFE) Part 1
Tenth semester
professional training
Professional Experience (TFE) 2
nd
Part
Overseas work
Overseas work
en
Master of Science in Acoustics
M1 in Acoustics
Semester 1
Common courses
Scientific communication
en
Acoustic devices
en
Fundamentals of mechanics and continuous media
en
Signal processing and speech processing
en
Sound and sound propagation
en
Project S1
en
Language
French INSA
English ENTPE
Semester 2
Common courses
Vibrations
en
Numerical methods for acoustics S2
en
Musical acoustics
en/fr
Project S2
en/fr
Elective-courses
Bioacoustics
en
Adaptive filtering : application to active noise control
en/fr
Finite elements INSA
en
Second language M1AC-S2-
en
Materials for design and construction
Language
French INSA
English ENTPE
M1 Internship
M1 Internship
en
Master 2 in Acoustics
Semester 3
Common courses
Advanced acoustics
en
General Acoustics : Acoustics sources and sound propagation
en/fr
Soft Skills
Soft skills
en/fr
Elective-courses
Structure radiation-INSA
Building Acoustics ENTPE
en/fr
Aeroacoustics
en
Air (and ground) transportation noise
en
Terrestrial transportation noise INSA
en/fr
Sound perception-INSA
en/fr
Environmental acoustics
en
Ultrasound industrial and medical application
en/fr
Numerical methods for acoustics S3
en
External Aerodynamics
en
Introduction to nonlinear vibrations
Fluid-Structure Interactions
en/fr
Structural dynamics
Dynamics of biological human systems
Data-driven learning of dynamical models
Elastic wave propagation
Numerical flow simulation
Physics of turbulent flows
en
Wave propagation : theory and applications Wave propagation : theory and applications Wave propagation : theory and applications
en/fr
Active Noise Control and Vibration
en/fr
Musical acoustics
en/fr
Language
English
en
French M2 Elementary Level
Semester 4
Internship
en/fr
Master Aerospace Engineering
M1 - track in Aerostructures
1
st
Semester
Professionalization
Advanced design project
en
Operational excellence
en
Management of innovation processes
en
Scientific common-core
Mechanics of solids, materials and structures
en
Fundamentals of compressible and viscous flow analysis
en
Experimental techniques for solid and fluid mechanics
en
Numerical simulations for solid and fluid mechanics
en
Language
French for Foreign Students - beginner level
French for Foreign Students - elementary level
2
nd
Semester
Professionalization
Advanced research project
en
Intercultural studies
en
Training option courses
Rotors dynamic in mechanical engineering
en
Observation and Analysis of Materials
en
Introduction to random vibrations
en
Selection of Materials
en
Polymer materials : physical properties and innovations
en
Language
French for Foreign Phd Student - beginner level
French for Foreign Phd Student - Elementary level
M1 - Track in Propulsion
Semester 1
Language
French for Foreign Students - beginner level
French for Foreign Students - elementary level
Spanish Advanced
Professionalization
Advanced design project
en
Operational excellence
en
Management of innovation processes
en
Scientific common-core
Mechanics of solids, materials and structures
en
Fundamentals of compressible and viscous flow analysis
en
Experimental techniques for solid and fluid mechanics
en
Numerical simulations for solid and fluid mechanics
en
Semester 2
Language
French for Foreign Phd Student - beginner level
French for Foreign Phd Student - Elementary level
Spanish Advanced
Professionalization
Advanced research project
en
Intercultural studies
en
Training option courses
Numerical methods in mechanics
en
The Physics and Modelling of free surface flows
en
Space physics and solar-terrestrial coupling
en
Aircraft Turbojets
en
Optimal Design and Computational Fluid Dynamics
en
M2 - Track in Aerostructures
Semester 3
Professionalization
Research project
en
Training option courses
P3 - Process- Product- Performances 1-2
en
P3 - Process- Product- Performances 2-2
en
Durability of materials and structures
en
Fluid-Structure Interactions
en/fr
Mechanics of composite materials and structures
en
Air and ground transportation noise
en
Active Noise Control and Vibration
en/fr
Choice of materials and assemblage
Macro Energy
Unsteady flow in turbomachine
en
Wave propagation : theory and applications Wave propagation : theory and applications Wave propagation : theory and applications
en/fr
Stability of Rotating Machines
en
Language
French M2 Beginner Level
French M2 Elementary Level
French M2 Aero-upper intermediate
Semester 4
M2 Aeronautics and Space - Aerostructures - S4 Internship
en
M2 - Track in Propulsion
Semester 3
Language
French M2 Beginner Level
French M2 Elementary Level
French M2 Aero-upper intermediate
Professionalization
Lesson and conferences
Training option courses
Numerical flow simulation
Fundamentals of turbomachines
en
Physics of turbulent flows
en
Environmental Acoustics
en/fr
Advanced Control
en/fr
Secure embedded systems
en/fr
Diagnosis and health monitoring
Combustion for propulsion
en
Operations Research and Optimisation
Mechanical assembly: architecture and geometry analyses
Deep learning & artificial intelligence : an introduction
en/fr
External Aerodynamics
en
Durability of materials and structures
en
Climate change
en
General Acoustics : Acoustics sources and sound propagation
en/fr
Structural dynamics
Aerodynamically generated sound
en/fr
Fluid-Structure Interactions
en/fr
Mechanical behavior of materials
Transonic Aerodynamics
en
Air and ground transportation noise
en
Hybrid electric vehicles : modelling and energy management
Wave propagation : theory and applications Wave propagation : theory and applications Wave propagation : theory and applications
en/fr
Stability of Rotating Machines
en
Health monitoring
en
Plane Project
en/fr
Specific project
Semester 4
Internship
en
Master's Degree in Chemistry and Materials Science
Track Materials and Sustainable Development
Semester 3
Common Core
Project management
en/fr
Viscoelasticity of polymers
en/fr
Structural and chemical characterization: X rays and electrons
en/fr
Conception and Selection of Materials and Processes
Introduction to Ecoconception
en/fr
English
en
Main courses
Functionnal Oxides
en/fr
Micro and Nanotechnology: Integration and Packaging
en/fr
Micro and nanostructuration of polymers
en/fr
Advanced Macromolecular Engineering Methodologies
en/fr
Thermodynamics for complex systems
en/fr
Composites Processing
en/fr
Tribology: contact - friction - lubrication - wear
en/fr
Polymers and composites damaging
en/fr
Metals and ceramics damaging
en/fr
Assemblies for diagnostics, imaging and therapy
en/fr
Materials and multimaterials for the field of energy
en/fr
Sol-Gel coating: Materials – Process – Properties
Biomaterials
en/fr
Functional materials for membranes and coatings
en/fr
Metals recycling
en/fr
Semester 4
Internship
Research Internship
en
Master in Econometrics, Statistics
Risk Management in Insurance and Finance
Semester 3
Financial Theory
Portfolio management
Credit risk and counterparty
Statistics and Machine Learning
Time Series Analysis
Sparsity & Convexity
Actuarial Mathematics for Non-Life Insurance
Ruin theory
Stochastic and statistical models in non-life insurance
Financiary Mathematics
Quantitative Finance
Stochastic differential equations and probabilistic numerical methods
en
Risks Gestion
Risk management and measurement in finance and insurance
Reinsurance
Risk securitisation and solvency
Economy and Game Theory
Algorithms for in-company decision
Sparsity & Convexity
Théorie des extrêmes et événements rares (Lyon 1)
Fourth Semester
Actuarial Mathematics for Life Insurance
Life insurance and biometric risks
Forward-looking insurance analysis
GRAF Internship
GRAF Internship
Living Language
English - shared Masters course
en
Master in Electronics, Electrical Energy, Automation
track Automation and Intelligent Systems
3
rd
Semeste
Advanced Control
en/fr
System identification and sparse decompositions
Diagnosis and health monitoring
Automation of linear dynamic systems 2
en/fr
Optimal control
en/fr
Passive control (MSOMSM)
en
Distributed parameter systems
en/fr
Compensatory modules (engineering program)
en/fr
Operational Research
en
Observation of non-linear dynamic systems
en
Robustness and convex optimisation
Non-linear system: analysis and control
en/fr
Semester 4
Research initiation project
en/fr
Internship
en/fr
English - shared Masters course
en
track Electrical Energy
Semester 3
Speciality courses
Electromagnetic Compatibility
Control of electric drives
Diagnosis and prognosis of electrical devices
Power Electronics
Reliability and operational security
Electrical Engineering Materials and Applications
English - shared Masters course
Option Course Unit
Design and sizing of electric actuators
Labour law and business creation
Project Gestion and Management
Electromagnetic modelling - Introduction
Semester 4
Converters for networks
Production and transport
Internship
Track in Electronics and Embedded Systems
3
rd
Semester
IT challenges of Big Data
en/fr
Secure embedded systems
en/fr
Sustainable and Trustworhy Hardware architectures for AI
Database systems
en/fr
Analog Computing for Artificial Intelligence
Machine learning and Data Mining
en/fr
IT networks
en/fr
Nanotechnologies
Microsystems, microsensors, microfluidic
Memories for objects Internet
Architectures and constraints for integrated processing
Heterogeneous design
Corporate Research Conferences
en/fr
Advanced and emerging electronic devices
Tools and methods for integrated system design
4
th
Semester
Research initiation project
en/fr
Internship
English - shared Masters course
en
Master of Science in Civil Engineering
Track Advanced Modeling and Experimentation in Civil Engineering - Lyon Ecully
Semester 3
Materials Behavior
Solid Material Behaviour_1
Mécanique des milieux poreux
Materials for Civil Engineering
Earth Material
Construction materials
Advanced Calculation Tools
Basics of numerical calculation in civil engineering
Semi-probabilistic design of reinforced concrete structures
Work, structures, infrastructures
Geotechnics
Construction of Energy Production
Openness
Design and Analysis of Framed Structures
Transportation Facilities
Semester 4
Language and Research Initiation
English - shared Masters course (GoFluent)
en
Bibliography Research
Research and Development Internship
Internship
Track Materials and Structures for Sustainable Construction - Lyon Ecully
Semester 3
Materials
Earth Material
Construction materials
Structures
Semi-probabilistic design of reinforced concrete structures
Design and Analysis of Framed Structures
Infrastructures
Construction of Energy Production
Transportation Facilities
Numerical Calculation for Civil Engineering
Basics of numerical calculation in civil engineering
TET Project
Structures Behavior in their Environment
Geotechnics
Advanced Structural Design
Semester 4
Communication - languages
Bibliography Research
English - shared Masters course (GoFluent)
en
Internship
Internship
Master of Science in Industrial Engineering
track Data and Artificial Intelligence in Industrial Engineering
Semester 3
Engineering systems and algorithms for business decisions
Algorithms for in-company decision
Engineering Systems
Big Data and Data science
Computing challenges of Big-Data
Machine Learning and Data Mining
Operational Research
Data-driven learning of dynamical models
Safe operation of systems and structures
Diagnosis and health monitoring
Products and Systems Conception Engineering
Product and systems design engineering
en/fr
Complex systems reliability
Complex systems fiability
English
English - shared Masters course (GoFluent)
en
Bibliographic Project
Bibliography Project
en/fr
Semester 4
Master Internship
Internship
track Advanced Industrial Engineering Methods for the Industry of the Future
Semester 3
Data-driven learning of dynamical models
Complex systems fiability
Product and systems design engineering
en/fr
Health monitoring
en
Strategic Management
Time Series Analysis
Supply Chain Strategic Management
English - shared Masters course (GoFluent)
en
Bibliography Project
en/fr
Semester 4
Internship
Master in Computer Science
Track in Data Science
Semester 3
MOD Course Unit
Computing challenges of Big-Data
Statistical engineering
Deep learning & artificial intelligence : an introduction
en/fr
Machine Learning and Data Mining
Stochastic differential equations and probabilistic numerical methods
en
Computer networks
Database Systems
en/fr
CyberSecurity
MOS Course Unit
Enterprise computing
New Technologies of Information and Communication
Time Series Analysis
Business information systems
Computer Graphics
Interactive Data Visualization
Courses in Université Lyon 1
Graphs, Complexity, Combinatorics
Data Visualization
Big Data Analytics
Cloud Computing
Inferential Statistics
Regression Models
Probabilistic Graphical Models
Data Mining
Machine Learning
en
Mathematical Fundamentals for Data Science
Project
Computer Science Project
Semester 4
Option Course Unit
Computer-based technology for Big Data
Théorie et pratique des LLMs
Internet of Things
Machine learning
Outlook by computer
Geometry Processing applied to Computer Graphics
Modèles bayésiens pour la classification et le filtrage de données
When Convexity meets Sparsity
Bayesian statistical methods for complex numerical models
Deterministic mathematical models for the environment
Modern Language
English - shared Masters course (GoFluent)
en
DS Internship
Data Science Internship
Track in Artificial Intelligence
Semester 3
MOD Course Unit
Computing challenges of Big-Data
Statistical engineering
Deep learning & artificial intelligence : an introduction
en/fr
Machine Learning and Data Mining
Stochastic differential equations and probabilistic numerical methods
en
Computer networks
Numerical methods for PDEs
Database Systems
en/fr
CyberSecurity
MOS Course Unit
Enterprise computing
New Technologies of Information and Communication
Time Series Analysis
Business information systems
Computer Graphics
Interactive Data Visualization
Courses in Université Lyon 1
Robotic Modeling and Control
Theory and Practical Applications of Large Language Models
Data Mining
IA Project
Computer Science Project
Semester 4
IA Option Course Unit
Computer-based technology for Big Data
Théorie et pratique des LLMs
Internet of Things
Machine learning
Outlook by computer
Geometry Processing applied to Computer Graphics
Modèles bayésiens pour la classification et le filtrage de données
When Convexity meets Sparsity
Bayesian statistical methods for complex numerical models
Deterministic mathematical models for the environment
Modern Language
English - shared Masters course (GoFluent)
en
IA Internship
IA Internship
Track in Image Development and Technology
Semester 3
MOD Course Unit
Computing challenges of Big-Data
Deep learning & artificial intelligence : an introduction
en/fr
Processing and analysis of visual and audio data
en/fr
Computer networks
Database Systems
en/fr
CyberSecurity
MOS Course Unit
Enterprise computing
New Technologies of Information and Communication
Business information systems
Computer Graphics
Interactive Data Visualization
Courses in Université Lyon 1
Geometric Modelling
en
Networks and Algorithmic Geometry
en
3D Image Synthesis
en
Animation, Articulated Bodies and Physical Motors
en
Analysis, Image Processing and 3D Vision
en
Coding, Transmission, Compression of Images and Videos
en
Statistical and Frequency Models for the Image
en
Rendering and Programming of Graphic Cards
en
Embedded Technologies and Augmented Reality
en
Instrumentation for Medical Imaging and Motion Tracking
en
Modelling for Virtual Worlds
en
Deep Learning for Image and Geometry
en
ID3D Project
Computer Science Project
Fourth Semester
ID3D Option Course Unit
Computer-based technology for Big Data
Théorie et pratique des LLMs
Internet of Things
Machine learning
Outlook by computer
Geometry Processing applied to Computer Graphics
Modèles bayésiens pour la classification et le filtrage de données
Modern Language
English - shared Masters course (GoFluent)
en
ID3D Internship
ID3D Internship
Track in Information Technology and Web
Semester 3
MOD Cours Unit
Statistical engineering
Deep learning & artificial intelligence : an introduction
en/fr
Processing and analysis of visual and audio data
en/fr
Machine Learning and Data Mining
Computer networks
Database Systems
en/fr
CyberSecurity
MOS Cours Unit
Enterprise computing
New Technologies of Information and Communication
Business information systems
Interactive Data Visualization
Courses in Université Lyon 1
Software and Services
en
Reliability and Security of Applications
en
Synchronous and Multi-Device Web Technologies
en
Internet of Things
en
Cloud Computing
en
Data Quality Integration
en
Data Analysis
en
Database Administration and Continued Deployment
en
Cloud, Storage and Virtualization
en
TIWEB Project
Computer Science Project
Semester 4
TIWEB Option Course Unit
Computer-based technology for Big Data
Théorie et pratique des LLMs
Internet of Things
Machine learning
Outlook by computer
Modèles bayésiens pour la classification et le filtrage de données
Living Language
English - shared Masters course (GoFluent)
en
TIW Internship
TIWEB Internship
Master in Healthcare Engineering
track Health Products Conception and Optimisation
3
rd
Semester
Mandatory Courses
Bibliography and personal works
en/fr
Biomaterials
en/fr
Regulations and Innovations
Design and formulation of drugs and cosmetics
Biopharmacy
Physicochemistry of APIs and dosage forms
Biocompatibility
English - shared Masters course
Choice Courses
Analytical techniques applied to APIs and matrices
Tissue characterisation
en/fr
Connected MD
en/fr
Human Physiology and Biotechnology
Nanosciences and Nanotechnologies
Fourth Semester
COPS Internship
COPS Internship
Medical Imaging Signal and System Track
Semester 3
Mandatory Courses
MRI and optics imaging
en/fr
Ultrasonic imaging and therapy
Ionising Imaging
en/fr
Bibliography and personal works
en/fr
English - shared Masters course
Choice Courses
Biomaterials
en/fr
Regulations and Innovations
Tissue characterisation
en/fr
Connected MD
en/fr
Human Physiology and Biotechnology
Nanosciences and Nanotechnologies
Semester 4
MISS Internship
MISS Internship
Master's Degree in Applied Mathematics, Statistics
Third Semester
Deterministic Modelling - Mandatory
Numerical methods for PDEs
EDP Mathematical Modelling and Analysis
Stochastic Modelling and Statistics Learning - Mandatory
Stochastic differential equations and probabilistic numerical methods
en
Statistical engineering
Mathématiques Appliquées, Statistique - Optional
Sparsity & Convexity
Bayesian statistical methods for complex numerical models
Variational methods for inverse problems in medical imaging
Optimal transport for learning
en/fr
Evolutionary Biology
en/fr
Cellular Dynamics and Complex Systems
en/fr
Epidemiology - Mathematics, Biology and Medicine field
en/fr
Modelling in spatial ecology
en/fr
Equations of fluid mechanics and their numerical approximation
en/fr
Modelling to assess the risks associated with climate change
en/fr
Graphs and ecological networks
en/fr
Geometric approaches to images and shapes
en/fr
Neural networks
en
Physical problems in unbounded media : mathematical analysis and numerics
en/fr
Fourth Semester
Optimization and Sparse Representation - Mandatory
Optimisation and Sparse Representation
Living Language
English - shared Masters course (GoFluent)
en
Math in Action Internship
MEA Internship
Master of Science in Mechanics
track Fluid Mechanics and Energy
Semester 3
UE-1 Mandatory common core
Physical mechanics
Mechanics and thermodynamics of continuous media
UE-2 Flow Numeric Simulation
High performance numerical simulation in fluid mechanics
Numerical methods in fluid dynamics
Numerical methods for mechanics
Numerical flow simulation
UE-3 Turbulence in flows
Flows Stability
Physics and modeling of turbulence
Physical basis of turbulence
Mix and Chaos
Physics of turbulent flows
en
UE-4 Flow in the Environment
Atmospheric Environment
Mixing and chaos
Atmospheric pollution
Transonic Aerodynamics
en
Hydrology and Hydrogeology
en
River Hydraulics
en
Combustion for propulsion
en
Climate change
en
Ocean and Coastal Engineering
en
UE-5 Aerodynamics, Propulsion
Turbomachines
Physics of combustion
Gas dynamics and aeroacoustics
Flow stability
Transonic Aerodynamics
en
Fundamentals of turbomachines
en
Combustion for propulsion
en
Climate change
en
External Aerodynamics
en
UE-6 Fluids Interfaces, Transferts, Mix
Physics of combustion
Mix and Chaos
Complex and multiphase flows
Combustion for propulsion
en
UE-7 Fluids Fundamental Mechanics
Physics of turbulent flows
en
External Aerodynamics
en
Climate change
en
Advanced fluid mechanics
Flows stability
UE-8 Free
Combustion for propulsion
en
External Aerodynamics
en
Climate change
en
River Hydraulics
en
Transonic Aerodynamics
en
Home comfort and energy
Atmospheric pollution
Flow stability
Physics and modeling of turbulence
Physical basis of turbulence
Mix and Chaos
Turbomachinery
Combustion physics
Gas dynamics, aeroacoustics
Atmospheric environment
Multiphase flows and interfaces
Complex and multiphase flows
In-depth fluid mechanics
High performance numerical simulation in fluid mechanics
Numerical methods in fluid dynamics
Numerical methods for mechanics
Semester 4
UE-Socio-Economy of Company
Socio-economics of business
UE-Language
English - shared Masters course (GoFluent)
en
UE-Bibliography
Bibliography - Preparing for the internship
UE-Internship
Internship
track Structures and Systems Dynamics
Semester 3
UE Common Core
Physical mechanics
Mechanics and thermodynamics of continuous media
UE Structures & Machines Dynamics
Deepenings, applications (DSM)
Structural dynamics
Dynamic mechanisms
UE Structures Control and Optimisation
Deepenings, applications (CSO)
Elastic wave propagation
Active Noise Control and Vibration
en/fr
Stability of Rotating Machines
en
UE Systems & Structures Advanced Modelling
Deepenings, applications (MASS)
Stability of Mechanical Systems
UE Free
EU free
earthquake engineering
Bridges and steel structures
Non-linear dynamics
Material behavior
Limit analysis and fracture calculation
Numerical methods for PDEs
Finite elements applied to structures
Tunnels and underground works
Soil-structure interactions
Prestressed concrete applied to structures
Management control
Mechanics of composite materials and structures
en
Machine Learning and Data Mining
External Aerodynamics
en
Semester 4
UE complementary modules
English
Socio-Economics
Bibliography / Preparing for the internship
UE Internship
Internship
track Biomechanics
Semester 3
Fundamental Sciences
Physical mechanics
Mechanics and thermodynamics of continuous media
Functional anatomy and surgery
Mechanical behavior of materials
Tribology: Principles and Applications
en
Nanosciences and Nanotechnologies
Tissue engineering and biomaterials
Complementary Courses
Methodology of research
Biomechanics of the locomotor system
Multi-body modeling and motion analysis
Elastic wave propagation
Soft matte: nanosystems and biological interfaces
en/fr
Structural dynamics
Dynamics of biological human systems
Semester 4
Socio-economics
Preparing for the internship - Bibliography
English - shared Masters course (GoFluent)
en
Internship
track Surfaces, Interfaces and Structures Engineering
Semester 3
Physical mechanics
Mechanics and thermodynamics of continuous media
Thin films: how to create innovative materials
Tribology: Principles and Applications
en
Soft matte: nanosystems and biological interfaces
en/fr
Durability of materials and structures
en
Characterization of surfaces and nanostructures
Semester 4
English - shared Masters course (GoFluent)
en
Socio-economics
Bibliography - Preparing for the internship
Internship
Master in Nanoscale Engineering
M1 Nanoscale Engineering
Semester 1
Common courses
Micro and Nano fabrication 1
en
Surface physics
en
Characterization tools for nanostructures
en
Research Project 1
en
Elective courses
Quantum engineering
en
Fundamental basis of science
en
Biomolecules cells and biomimetic systems
en
Semseter 2
Common courses
Micro and Nano fabrication 2
en
Research Project 2
en
French for Foreign Phd Student - beginner level
French for Foreign Phd Student - Elemnetary level
Intercultural studies
en
Elective courses
Physics of semiconductors
en
Nanomechanics
en
Drug delivery systems
en
Introduction to system design
en
M2 Nanoscale Engineering
S3
Common courses
Intellectual property-S3-12
en
Bloc 1 Major
Micro Nano photonics and applications S3-1
en
Surface analysis techniques S3-2
en
Functional materials S3-4
en
Bio engineering S3-3
en
Nanoelectronics and information technology S3-5
en
Bloc 2 Minor
Computer modelling of nanoscale systems S3-8
en
Micro and nano fluidics S3-10
en
Semiconductor nanostructures S3-6
en
Nano for energy and environment S3-9
en
Semester 4
Internship thesis
Internship thesis S4-1
en
Master's Degree in Risks and Environment
M1 - track Water and Wind Engineering
Semester 1
Environmental Management
Environmental law
Economics of the environment
Structural engineering
en
Hydrologie urbaine
en
Psychology of decision-making confronted to risks
en
Evaluation and quantification of risks
en/fr
Management, prevention and mitigation of risks
Fundamentals
Probablity and statistics
en
Computing for Engineers
en
Mathematics
en
Fluid Mechanics
en
Design Project - Wind Farm Performance
Design Project - Wind Farm Performance
en
Advanced Fluid Mechanics
Advanced Fluid Mechanics
en
S2
Applications
Integrated urban water management
en
The Physics and Modelling of free surface flows
en
Geographical information systems
en
Space physics and solar-terrestrial coupling
en
An Introduction to Meteorology and Oceanography
en
Order, chaos and fractals
Fluid Mechanics projects
Numerical Simulations
en
Applied Scientific Project
en
Optional M1 Internship
en
Language
French for Foreign Phd Student - beginner level
French for Foreign Phd Student - Elementary level
M2- Water and Wind Engineering
Semester 3
Water Engineeing Track
Specialization courses_1
Statistical engineering
Numerical methods for PDEs
Climate change
en
Oceanography : general concepts and case studies
en
Ocean and Coastal Engineering
en
Physics of turbulent flows
en
River Hydraulics
en
Urban flooding
en
Fluid-Structure Interactions
en/fr
Specialization courses_2
Hydrology and Hydrogeology
en
Ressources, energy, climate, societies
Atmospheric pollution
Water Resources
en
Deterministic mathematical models for the environment
Wave propagation : theory and applications Wave propagation : theory and applications Wave propagation : theory and applications
en/fr
Regeneration and urban resilience
en
Wind and Hydraulic Machines
en
H20 Lyon Label Lecture
Wind Engineering Track
Specialization courses_1
Statistical engineering
Numerical methods for PDEs
Climate change
en
Oceanography : general concepts and case studies
en
Ocean and Coastal Engineering
en
Physics of turbulent flows
en
River Hydraulics
en
Fluid-Structure Interactions
en/fr
External Aerodynamics
en
Environmental Acoustics
en/fr
Specialization courses_2
Hydrology and Hydrogeology
en
Ressources, energy, climate, societies
Atmospheric pollution
Water Resources
en
Deterministic mathematical models for the environment
Wave propagation : theory and applications Wave propagation : theory and applications Wave propagation : theory and applications
en/fr
Regeneration and urban resilience
en
Urban climate
en
Wind and Hydraulic Machines
en
Semester 4
Master Thesis
en
M2 - Environmental Risks Governance
Semester 3
Analysis and Environmental Gestion
Economic evaluation of environmental policies
Evaluation and quantification of risks
en/fr
Management, prevention and mitigation of risks
Water Resources
en
Climate change
en
Analysis and Risks Gestion
Industrial risks
Pollution, noise and risk Law
Risks: Economic Approachs
Psychology of decision-making confronted to risks
en
Management, prevention and mitigation of risks
Management QSE
Management stratégique de l’environnement et des risques
Projects, conferences, case study
Crisis Simulation
Conferences and projects
Case study workshops
Debates
Semester 4
Internship
Master in Public Health
M2 Public Health - Course Biostatistics, Bioinformatics, Artificial Intelligence, Epidemiology (B2AI-EPI)
Semester 3
Generalized linear models and survival models
Analysis of genetic and genomic data in health
Linear and non-linear mixed effects models
Frequentist and Bayesian inference, parametric-nonparametric
Bibliographic Memory
Computing challenges of Big-Data
Statistical engineering
Deep learning & artificial intelligence : an introduction
en/fr
Processing and analysis of visual and audio data
en/fr
Machine Learning and Data Mining
Stochastic differential equations and probabilistic numerical methods
en
Numerical methods for PDEs
Deterministic mathematical models for the environment
Living Language
English - shared Masters course
Semester 4
B3H Internship
Internship
Master in Materials Science and Engineering
M1 - Biomimicry and Surface Engineering
semester 1
Mathematics & Computing Science
Mathematics
en
Probablity and statistics
en
Computing for Engineers
en
Biomimicry: theory and interdisciplinarity
en
Research project & project management
en
Mechanics and Engineering Materials
en
Measurement of Physical Quantities
en
Surface Manufacturing I: High temperature processes-Polymers
en
French for Foreign Students - beginner level
French for Foreign Students - elementary level
French - Intermediate
English (GoFluent)
en
semester 2
Internship
2-months Biomimetics and surface research internship
en
M1 BIOSURF semester 2_Languages
French for Foreign Phd Student - beginner level
French for Foreign Phd Student - Elementary level
Intercultural Studies
Intercultural studies
en
Optical Methods for Engineers
Optical methods for Engineers
en/fr
Bio-Inspired Surface Engineering
Bio-Inspired Surface Engineering
en
Physical chemistry of surfaces and interfaces
Physical chemistry of surfaces and interfaces
en/fr
Polymer materials : physical properties and innovations
Polymer materials : physical properties and innovations
en
Biology / Living Systems
Biology / Living Systems
en
M2 - Biomimicry and Surface Engineering
Semester 3
Biomimetics and SURFAB Project
Biomimetics and SURFAB Project
en
Numerical Methods II: Mesoscale (LBM)
Numerical Methods II: Mesoscale (LBM)
en
Tactile Perception engineering
Tactile Perception engineering
en
Surface Manusfacturing II 3D additive processes
Surface Manusfacturing II 3D additive processes
en
Surface Manufacturing III: Surface texturing
Surface Manufacturing III: Surface texturing
en
Numérical Methods I: FEM
Numerical Methods I: FEM
en
Numerical Methods IV: Adv. numerical methods
Numerical Methods IV: Adv. numerical methods
en
Numerical Methods III: Electronic structure & Molecular Dynamics
Numerical Methods III: Electronic structure & Molecular Dynamics
en
Characterization of surfaces and nanostructures
Characterization of surfaces and nanostructures
Climate Change
Climate change
en
Tribology: Principles and Applications
Tribology: Principles and Applications
en
semester 4
Internship
en
Master in Atmosphere, Ocean and Climate Science
M1 Ocean, Atmosphere and Climate Sciences
Semester 1
Climate Physics
Climate Physics
en
Atmospheric Physics
Atmospheric Physics I
en
Fundamentals
Mathematics
en
Fluid Mechanics
en
Computing for Engineers
en
Probablity and statistics
en
2
nd
Semester
Applications
Atmospheric chemistry I
en
Water chemistry I
en
Spectroscopy
en
The Physics and Modelling of free surface flows
en
Geographical information systems
en
Space physics and solar-terrestrial coupling
en
An Introduction to Meteorology and Oceanography
en
Order, chaos and fractals
Languages
French for Foreign Phd Student - beginner level
French for Foreign Phd Student - Elementary level
Projects
Numerical Simulations
en
Fluid Mechanics Laboratory
en
Project Management - Internship (Option)
M1 Internship
en
M2 Ocean, Atmosphere and Climate Sciences
Track in Atmospheric Sciences
Disciplinary module
Atmospheric Chemistry
en
Atmospheric Physics
en
Atmosphere Observation and Instrumentation
en
From Catalysis to Industrial Applications
en
Lab. class
en
Boundary Layer Meteorology
en
Climate change
en
Atmospheric pollution
Hydrology and Hydrogeology
en
Ressources, energy, climate, societies
Evaluation and quantification of risks
en/fr
Management, prevention and mitigation of risks
Physics of turbulent flows
en
Combustion for propulsion
en
River Hydraulics
en
Project
Research project
en
Languages and seminars
Languages and seminars
en
Internship
Internship M2 Atmposphere
en
Track Climate Sciences
Disciplinary module
Atmospheric Physics
en
Atmosphere -Ocean interaction
en
Radiative Transfer
en
Remote sensing
en
Lab. class
en
Physics of turbulent flows
en
Ocean and Coastal Engineering
en
Climate change
en
Oceanography : general concepts and case studies
en
Atmospheric pollution
Hydrology and Hydrogeology
en
Ressources, energy, climate, societies
Evaluation and quantification of risks
en/fr
Management, prevention and mitigation of risks
Project
Research project
en
Languages and seminars
Languages and seminars
en
Internship
Internship
en
Track Ocean Sciences
Disciplinary module
Atmosphere -Ocean interaction
en
Remote sensing
en
Water Chemistry
en
Water Physics
en
Lab. class
en
Boundary Layer Meteorology
en
Ocean and Coastal Engineering
en
Climate change
en
River Hydraulics
en
Oceanography : general concepts and case studies
en
Atmospheric pollution
Hydrology and Hydrogeology
en
Ressources, energy, climate, societies
Evaluation and quantification of risks
en/fr
Management, prevention and mitigation of risks
Project
Research project
en
Languages and seminars
Languages and seminars
en
Internship
Internship
en
Lyon Centrale Digital Lab
Lyon Centrale Digital Lab - 1
st
Semester
Web, Image Processing and Cycle 1 Project
Web Platform
en
Web Programming
en
Digital Image Processing
en
Data Visualisation
en
Fall Project
en
Artificial Intelligence, Data Engineering and Cycle 2 Project
Data Classification
en
Deep Learning
en
Information Network analysis
en
Winter Project
en
Methodological Aspects and Projects Cycle 3
Design Thinking
en
Scrum Training
en
Advanced Development Tools
en
Spring Project
en
Lyon Centrale Digital Lab - 2
nd
Semester
Internship
Internship
en/fr