Centrale Lyon training courses
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Master in Public Health

  • Offre de formation
  • Centrale Lyon Training Programmes 25-26

Content

  • M2 Public Health - Course Biostatistics Bioinformatics Biomathematics for Health (B3H)
    • M2 Public Health - track Biostatistics Bioinformatics Biomathematics in Health - 3rd 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
    • M2 Public Health - track Biostatistics Bioinformatics Biomathematics in Health - Fourth Semester
      • B3H Internship
        • Internship
Offre de formation
  • Offre de formation 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
  • Offre de formation 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
  • Offre de formation 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
        • 10th 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
  • Offre de formation 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 5th 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 6th 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 7th 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
      • 1st year course
        • 5th 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)
        • 6th 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)
      • 2nd 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
      • 3rd 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
      • 1st 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
      • 2nd 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
    • 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
            • 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, Finite Elements from theory to implementation
            • 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
            • An Introduction to Meteorology and Oceanography en
            • Collaborative algorithms and applications
            • 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
            • The Physics and Modelling of free surface flows en
            • Globalization and Transcultural issues
            • Algorithms for Reasoning
            • 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
            • Coastal and Ocean 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
            • Database Systems 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
              • 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
              • 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
                • Conferences and visits
                • Project Option Bio-Engineering and Nanotechnology
                • Surveillance environnementale et sufaces anti-bactériennes
              • Bio-engineering for healthcare
                • Medical Imaging
                • Interactions between materials & living world
                • Bioproduction
                • Bioinformatics, Biostatistics & Modelling
            • 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
            • Physique pour le numérique
              • 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
                • Vehicle Technology
                • Mobility Fundamentals
                • 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
      • 1st 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) 2nd Part
          • Overseas work
            • Overseas work en
    • Bachelor Mutations Technologiques et Industrielles - Spécialité Génie Civil Environnement
      • 1st 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
      • 2nd 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
    • Lyon Centrale Digital Lab
      • Lyon Centrale Digital Lab - 1st 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
      • Lyon Centrale Digital Lab - 2nd Semester
        • 2nd Semester Internship Digital Lab
          • DLAB Internship en/fr
    • Master of Science in Acoustics
      • Master Acoustics M1
        • Master Acoustics S1
          • S1-M1 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
          • S1-language
            • Language Course in Acoustics Master
        • Master Acoustics S2
          • S2-Common courses
            • Vibrations en
            • Numerical methods for acoustics S2 en
            • Project S2 en/fr
            • M1 Internship en
          • Elective-courses
            • Bioacoustics en
            • Finite elements INSA en
            • French INSA
            • Materials for design and construction
          • S2-language
            • Language Course in Acoustics Master
      • Master Acoustics M2
        • Master Acoustics S3
          • S2-Common courses
            • Advanced acoustics en
            • Soft skills en/fr
            • Numerical methods for acoustics S3 en
          • Elective-courses
            • Aeroacoustics en
            • Air (and ground) transportation noise en/fr
            • Building Acoustics ENTPE en/fr
            • Physical problems in unbounded media : mathematical analysis and numerics en
            • Sound perception-INSA en/fr
            • Structure radiation-INSA
            • Terrestrial transportation noiseINSA en/fr
            • Ultrasound industrial and medical application en/fr
          • S2-language
            • Language Course in Acoustics Master
        • Master Acoustics S4
          • Internship en/fr
    • Master Aerospace Engineering
      • M1 Aerospace Engineering - Track in Aerostructures
        • 1st 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
        • 2nd 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
            • Air and ground transportation noise en
            • Complex systems fiability
            • Active Noise Control and Vibration en/fr
            • Choice of materials and assemblage
            • Macro Energy
            • Atmospheric pollution
            • Wave propagation : theory and applications Wave propagation : theory and applications Wave propagation : theory and applications 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 for propulsion 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
            • An Introduction to Meteorology and Oceanography en
            • Space physics and solar-terrestrial coupling en
            • Smart mecatronics systems en/fr
        • 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
        • Semester 4
          • Internship en
    • Master in Chemistry and Materials Science
      • M2 Chemistry and Materials Science - track Materials and Sustainable Development
        • 2024-2025 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 - 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
        • 2024-2025 Semester 4
          • Research Internship en
    • Master in Econometrics, Statistics
      • M2 Econometrics and Statistics - Risk Management in Insurance and Finance
        • M2 Statistical Econometrics - 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
        • M2 Econometrics Statistics - track GRAF - Fourth Semester
          • Actuarial Mathematics for Life Insurance
            • Life insurance and biometric risks
            • Forward-looking insurance analysis
          • GRAF Internship
            • GRAF Internship
          • Living Language
    • Master in Electronics, Electrical Energy, Automation
      • M2 Electronics, Electrical Energy, Control - track Automation and Intelligent Systems
        • 2024-2025 3rd Semeste
          • 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
        • 2024-2025 Semester 4
          • Research initiation project en/fr
          • Internship en/fr
      • M2 Electronics, Electrical Energy, Control - track 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 skills
            • Design and sizing of electric actuators
            • Labour law and business creation
            • Project Gestion and Management
            • Electromagnetic modelling
        • Semester 4
          • Internship
      • M2 Master's degree in Electronics, Electrical Energy, Control - track Electronics and Embedded Systems
        • 3rd Semester
          • 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
          • Green Computing en/fr
          • Autonomous microsystems en/fr
          • Memories for Internet of Things
          • Microsystems, microsensors, microfluidic
        • 4th Semester
          • Research initiation project en/fr
          • Internship
    • Master in Civil Engineering
      • M2 Civil Engineering - Track Advanced Modeling and Experimentation in Civil Engineering
        • Materials Behavior
          • Solid Material Behaviour_1
          • Mécanique des milieux poreux
          • Behavior of solid materials 2
        • 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
        • Language and Research Initiation
          • Bibliography report
        • Research and Development Internship
          • Internship
      • M2 Civil Engineering - Track Materials and Structures for Sustainable Construction
        • 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
        • Structures Behavior in their Environment
          • Geotechnics
          • Constructions
        • Communication - languages
          • Bibliographical study
        • Research and Development Internship
          • Internship
    • Master in Industrial Engineering
      • M2 Industrial Engineering - track Data and Artificial Intelligence in Industrial Engineering
        • Big Data and Data science
          • Computing challenges of Big-Data
          • Machine Learning and Data Mining
        • Bibliographic Project
          • Bibliography Project en/fr
        • Diagnostic and functioning safety
          • Diagnosis and health monitoring
        • Complex systems reliability
          • Complex systems fiability
        • Products and Systems Conception Engineering
          • Product and systems design engineering en/fr
        • English
          • English - shared Masters course en
        • Operational Research
          • Operations Research and Optimisation
        • Engineering systems and algorithms for business decisions
          • Algorithms for in-company decision
          • Engineering Systems
        • Master Internship
          • Internship
      • M2 Industrial Engineering - track Advanced Industrial Engineering Methods for the Industry of the Future
        • 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
        • Semester 4
          • Internship
    • Master in Healthcare Engineering
      • M2 Health Engineering - track Health Products Conception and Optimisation
        • Master Health Engineering, track COPS- 3rd 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
          • Choice Courses
            • Analytical techniques applied to APIs and matrices
            • Tissue characterisation en/fr
            • Connected MD en/fr
            • Physiology Basis
            • Nanosciences and Nanotechnologies
          • Living Language
        • Master Health Engineering, track COPS - Fourth Semester
          • COPS Internship
            • COPS Internship
        • M2 Health Engineering - Medical Imaging Signal and System Track
          • Semester 3
            • Mandatory Courses
              • Bibliography and personal works en/fr
              • MRI and optics imaging en/fr
              • US Imaging
              • Ionising Imaging en/fr
            • Choice Courses
              • Biomaterials en/fr
              • Regulations and Innovations
              • Tissue characterisation en/fr
              • Connected MD en/fr
              • Physiology Basis
              • Nanosciences and Nanotechnologies
          • Semester 4
            • MISS Internship
              • MISS Internship
    • 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 Applied Mathematics, Statistics
      • M2 Applied Mathematics, Statistics - track Math in Action - Third Semester
        • Deterministic Modelling - M2 Math in Action - 3rd Semester
          • Numerical methods for PDEs
          • EDP Mathematical Modelling and Analysis
        • Stochastic Modelling and Statistics Learning - M2 Math in Action - Mandatory - 3rd Semester
          • 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
        • Applied Mathematics, statistics - M2 Math in Action - Optional - 3rd Semester
          • 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
      • M2 Applied Mathematics, Statistics - track Math in Action - Fourth Semester
        • Optimization and Sparse Representation - M2 Math in Action - Mandatory - 4th Semester
          • Optimisation and Sparse Representation
        • Living Language
        • Math in Action Internship
          • MEA Internship
    • Master in Mechanical Engineering
      • M2 Mechanical engineering - track Biomechanics
        • 2024-2025 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
        • 2024-2025 Semester 4
          • Preparing for the internship - Bibliography
          • Socio-economics
          • Internship
      • M2 Mechanical engineering - track Structures and Systems Dynamics
        • 2024-2025 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
        • 2024-2025 Semester 4
          • UE complementary modules
            • Bibliography / Preparing for the internship
            • Socio-Economics
          • UE Internship
            • Internship
      • M2 Mechanical engineering - track Surfaces, Interfaces and Structures Engineering
        • 2024-2025 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
        • 2024-2025 Semester 4
          • 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
        • 2024-2025 Semester 4
          • UE-Bibliography
            • Bibliography - Preparing for the internship
          • UE-Language
          • 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
          • 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 in Risks and Environment
      • M1 RISE - track Water and Wind Engineering
        • M1 Water and Wind Engineering S1
          • Design Project - Wind Farm Performance
            • Design Project 1st Semester en
          • Environmental Management 1st Semester
            • Evaluation and quantification of risks en/fr
            • Management, prevention and mitigation of risks
            • Psychology of decision-making confronted to risks en
          • Fundamentals 1st Semester
            • Fluid Mechanics en
            • Probablity and statistics en
            • Computing for Engineers en
            • Mathematics en
            • Advanced Fluid Mechanics en
          • Language 1st Semester
        • M1 Water and Wind Engineering S2
          • Applications 2nd Semester
            • Integrated urban water management en
            • An Introduction to Meteorology and Oceanography en
            • Geographical information systems en
            • Space physics and solar-terrestrial coupling en
            • The Physics and Modelling of free surface flows en
            • Order, chaos and fractals
          • Language 2nd Semester
          • 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 en
            • 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
            • Regeneration and urban resilience en/fr
            • Atmospheric pollution
            • Hydrology and Hydrogeology en
            • Ressources, energy, climate, societies
          • 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
            • Regeneration and urban resilience en/fr
            • Atmospheric pollution
            • Hydrology and Hydrogeology en
            • Ressources, energy, climate, societies
        • M2 RISE- Water and Wind Engineering
          • Master thesis semeter 4 en
      • M2 RISE- Environmental Risks Governance
        • Semester 3
          • Analysis and Environmental Gestion
            • Economic evaluation of environmental policies
          • Analysis and Risks Gestion
            • Industrial risks
            • Pollution, noise and risk Law
            • Risks: Economic Approachs
          • 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 Biomathematics for Health (B3H)
        • M2 Public Health - track Biostatistics Bioinformatics Biomathematics in Health - 3rd 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
        • M2 Public Health - track Biostatistics Bioinformatics Biomathematics in Health - Fourth Semester
          • B3H Internship
            • Internship
    • Master in Materials Science and Engineering
      • M1 Matrials Science and Engineering - Biomimicry and Surface Engineering
        • M1 BIOSURF semester 1
          • 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
          • Probablity and statistics en
          • Computing for Engineers en
          • Mathematics en
        • M1 BIOSURF semester 2
          • Biology / Living Systems en
          • Bio-inspired Surface Engineering en
          • 2-months Biomimetics and surface research internship en
          • Optical methods for Engineers en/fr
          • Physical chemistry of surfaces and interfaces en/fr
          • Bio-Inspired Surface Engineering en
          • Polymer materials : physical properties and innovations en
      • M1 Matrials Science and Engineering - Biomimicry and Surface Engineering
        • M2 BIOSURF semester 3
          • Biomimetics and SURFAB Project en
          • Numerical Methods II: Mesoscale (LBM) en
          • Tactile Perception engineering en
          • Surface Manusfacturing II 3D additive processes en
          • Surface Manufacturing III: Surface texturing en
          • Numerical Methods I: FEM en
          • Numerical Methods IV: Adv. numerical methods en
          • Numerical Methods III: Electronic structure & Molecular Dynamics en
          • Tribology: Principles and applications 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 Ocean, Atmosphere and Cimate Sciences
        • Master SOAC 1st Semester
          • 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
          • M SOAC S1 Languages
          • M SOAC S1 Project Management
            • M SOAC S1 Project Management en
        • Master SOAC 2nd Semester
          • M_SOAC_S2 Applications
            • Atmospheric chemistry en
            • Water chemistry en
            • Spectroscopy en
            • Physics and Modelling of Free-surface flows en
            • Geographical Information Systems en
          • M_SOAC_S2 Languages
          • M_SOAC_S2 Projects
            • Numerical Simulations en
            • Fluid Mechanics Laboratory en
      • M2 Ocean, Atmosphere and Climate Sciences
        • Master SOAC Master 2 Track 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
          • M_SOAC_ATM_S4-Internship
            • Internship M2 Atmposphere en
        • Master SOAC Master 2 track Climate Sciences
          • M_SOAC_CLIM_S3_Disciplinary module
            • Atmospheric Physics en
            • Atmosphere -Ocean interaction en
            • Radiative Transfer en
            • Remote sensing en
            • Lab. class en
            • Coastal and Ocean Engineering en
            • Climate change en
            • Oceanography : general concepts and case studies en
            • Psychology of decision-making confronted to risks en
            • Home comfort and energy
            • Atmospheric pollution
          • 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
            • Coastal and Ocean Engineering en
            • Climate change en
            • Oceanography : general concepts and case studies en
            • Psychology of decision-making confronted to risks 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
    • 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
        • 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 3rd Semester
        • Mathematics 3
          • Linear Algebra 3
          • Analysis 3
          • Probabilities 2
        • 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
          • Anglais préparatoire TOEIC 3
          • French philosophy 3
          • Sport 3
      • 2025-2026 4th Semester
        • Humanities, languages and sport 4
        • Mathematics 4
        • Physics Chemistry 4
        • Engineering Sciences and Numerics 4
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