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Diplôme de formation gradué de l'Ecole Polytechnique -MSc&T - MScT-Artificial Intelligence and Advanced Visual Computing

Contexte

At the edge between computer science and applied mathematics, Artificial Intelligence (AI) is a constantly growing field, and its recent advances are highly impressive. Its goal is to create intelligent agents or systems capable of operating on their own to achieve difficult goals, such as decision-making or creation tasks. This can be done using the modeling of knowledge and of reasoning mechanisms  and/or by relying on statistical learning (from Bayesian models to Deep Learning) where the training data is either collected at once or on the fly. Besides developing these methods, competitive research on their reliability is of primary interest.

Combined with Visual Computing techniques, a part of computer science which studies the processing and simulation of visual information in all its forms (from images and videos to 3D virtual worlds),  Artificial Intelligence leads to strong societal impact applications, as for instance:

- Searching the mass of online audio-visual contents, to process, edit or re-arrange them, leading to the creation of new interactive educational or cultural media;

- Controlling drones or autonomous vehicles so that they move according to the surrounding dynamic environment and to some pre-specified rules;

- Synthesizing virtual 3D characters for gaming, online retailing, serious games and simulators, with behaviors matching to some extent those of real humans;

- Designing, fabricating and controlling soft robots dedicated to various difficult tasks, from personal assistance to micro-surgery.

Objectif

The graduate degree Artificial Intelligence and Advanced Visual Computing will provide you with an in-depth understanding of the most recent Artificial Intelligence techniques together with the ability to implement them efficiently.  This program responds to the growing demand by companies which aim to recruit researchers and engineers who are able to create new original AI algorithms which are computationally competitive. The particular focus put on visual computing in this training will naturally lead students toward applications related to image processing, virtual worlds, conversational agents or drone navigation.

contenu

This new Master curriculum (opening in September 2018) will strongly focus on Artificial Intelligence, including statistical learning and applications to data science. It will also cover the complementary field of advanced Visual Computing, including 3D computer graphics, virtual and augmented reality, multimodal interaction, computer vision, robotics, and 3D Fabrication, which either make use, or lead to the development of novel AI methods. This curriculum in Artificial Intelligence and Visual Computing is therefore at the heart of digital sciences and of its most promising, recent applications.

domaines d'enseignement

Mathématiques appliquées, Informatique.

compétences acquises

The graduate degree Artificial Intelligence and Advanced Visual Computing will provide you with an in-depth understanding of the most recent Artificial Intelligence techniques together with the ability to implement them efficiently.  This program responds to the growing demand by companies which aim to recruit researchers and engineers who are able to create new original AI algorithms which are computationally competitive. The particular focus put on visual computing in this training will naturally lead students toward applications related to image processing, virtual worlds, conversational agents or drone navigation.

métiers

Upon graduation, students are expected to pursue with a PhD thesis or to join a company directly. Here is a non-exhaustive list of industries that are interested in the profile of students in AI:

- Digital applications for smartphones, computers, or personal assistants (Google, Facebook, Shazam, Apple, Snap);

- Control of autonomous vehicles, drones and robots (Valeo, Audi, Google, BMW);

- Virtual reality, image & video editing, design and simulation of 3D virtual worlds (Ubisoft, Dassault systems, Microsoft, Adobe, Sony, Nintendo)

- E-commerce and online advertisement (Criteo, Amazon, Google, Teads, Cdiscount, FNAC, eBay)

- Financial, banking and insurance sector (BNP Paribas, Société Générale, Barclays, HSBC, AXA).

Although not listed here, many start-ups are in demand of high-quality profiles in Artificial Intelligence and advanced visual computing.

débouchés

Upon graduation, students are expected to pursue with a PhD thesis or to join a company directly. Here is a non-exhaustive list of industries that are interested in the profile of students in AI:

- Digital applications for smartphones, computers, or personal assistants (Google, Facebook, Shazam, Apple, Snap);

- Control of autonomous vehicles, drones and robots (Valeo, Audi, Google, BMW);

- Virtual reality, image & video editing, design and simulation of 3D virtual worlds (Ubisoft, Dassault systems, Microsoft, Adobe, Sony, Nintendo)

- E-commerce and online advertisement (Criteo, Amazon, Google, Teads, Cdiscount, FNAC, eBay)

- Financial, banking and insurance sector (BNP Paribas, Société Générale, Barclays, HSBC, AXA).

Although not listed here, many start-ups are in demand of high-quality profiles in Artificial Intelligence and advanced visual computing.

Parcours

Unités d'enseignement

UE Type d'enseignement Domaines Catégorie d'UE Credit Ects Volume horaire Responsables Periode de programmation Site pédagogique
HFC5XX Introduction to French Music PA - C8 1.5 Chantal Schütz
HFC541 Introduction to Science and Technology Studies PA - C8 1.5 Lidia Chavinskaia,
Nicolas Wanlin
AN3-P2
HFC550 French Theory PA - C8 1.5 Meghann Cassidy X21-P1
HFC550B Principles and history of Geopolitics PA - C8 1.5 Matthieu Grandpierron,
Nicolas Wanlin
AN3-P1
HFC551 French Crime PA - C8 Humanités et sciences sociales 1.5 Antoine Guibal AN3-P1
HFC551B Multicultural France PA - C8 Humanités et sciences sociales 1.5 Sarah Bouttier X21-P1
HFC552 Aspects of Comparative Commercial Law Cours scientifique Humanités et sciences sociales 1.5 Sabine Sultan,
Nicolas Wanlin
AN3-P1
HFC553 The Myth of Paris in French Imagination PA - C8 1.5 Antoine Guibal AN3-P1
HFC554 Debating PA - C8 1.5 Declan Mc Cavana AN3-P1
HFC555 Introduction to Geopolitics PA - C8 Humanités et sciences sociales 1.5 Elsa SEN AN3-P1
HFC556 Introduction to French Politics PA - C8 Humanités et sciences sociales 1.5 Pierre-Marc Renaudeau,
Nicolas Wanlin
AN3-P1
HFC556B Introduction to French Politics PA - C8 1.5 Pierre-Marc Renaudeau AN3-P1
HFC557 Beyond the Mundane: Analyzing Food Practices (Part 1) PA - C8 1.5 Manon Amandio AN3-P1
HFC558 Introduction to French Cinema PA - C8 Humanités et sciences sociales 1.5 Isabelle Schaffner
HFC559 Philosophy of Science Fiction HSS - Séminaire 1.5 Jonathan Degenève,
Nicolas Wanlin
AN3-P1
HFC559B Dark sides of the City of Lights HSS - Séminaire Humanités et sciences sociales, Langues 1.5 Jonathan Degenève,
Nicolas Wanlin
AN3-P1
HFC560 Paris in the Jazz Age PA - C8 Humanités et sciences sociales 1.5 Antoine Guibal AN3-P2
HFC560B French thinking: difference, bodies, power PA - C8 1.5 Meghann Cassidy AN3-P2
HFC561 Representing the Self: From Montaigne to Selfies PA - C8 1.5 Antoine Guibal AN3-P2
HFC562 Beyond the Mundane: Analyzing Food Practices -Part 2 PA - C8 1.5 Manon Amandio AN3-P2
HFC564B Comparative Politics PA - C8 1.5 Elsa SEN AN3-P2
HFC565 Humour PA - C8 1.5 Declan Mc Cavana AN3-P2
HFC566 Introduction to French Politics PA - C8 Humanités et sciences sociales 1.5 Pierre-Marc Renaudeau,
Nicolas Wanlin
AN3-P2
HFC566B Advanced French politics PA - C8 Humanités et sciences sociales 1.5 Pierre-Marc Renaudeau,
Nicolas Wanlin
AN3-P2
HFC567 Techno-Politics PA - C8 Humanités et sciences sociales 1.5 Asma Mhalla,
Nicolas Wanlin
AN3-P2
HFC568 Sociology of energy transitions: innovation, socio-techni... PA - C8 1.5 Claire Le Renard,
Nicolas Wanlin
AN3-P2
HFC569 Philosophy of Science Fiction PA - C8 Humanités et sciences sociales 1.5 Jonathan Degenève AN3-P2
HFC569B Dark sides of the City of Lights PA - C8 1.5 Jonathan Degenève AN3-P2
INF538 Refresher Course in Artificial Intelligence (Computer Sci... Cours scientifique Informatique Amal Dev Parakkat AN3-P1
INF554 Apprentissage Automatique et Profond Programme d'approfondissement Informatique, Mathématiques appliquées UE d'approfondissement, UE de base, PA - BIOINF - cours/EA INF, PA-MAP XOR (INF554, MAP553). 5 Michalis Vazirgiannis AN3-P1
INF555 Modélisation basée sur des Contraintes et Algorithme pour... Programme d'approfondissement Informatique PA - BIOINF - cours/EA INF, UE de base, UE d'approfondissement. 4 François Fages,
Mathieu Hemery
AN3-P1
INF556 Analyse de Données Topologiques Programme d'approfondissement Informatique PA - BIOINF - cours/EA INF, UE de base, UE d'approfondissement, PA - MAT-INFO - cours/EA INF. 4 Steve Oudot AN3-P1
INF562 Géométrie algorithmique : de la théorie aux applications Programme d'approfondissement Informatique UE d'approfondissement, UE de base. 4 Luca Castelli Aleardi AN3-P2
INF573 Analyse d'Image et Vision par Ordinateur Programme d'approfondissement Informatique UE de base, UE d'approfondissement, PA - BIOINF - cours/EA INF. 4 Mathieu Bredif,
Johannes Lutzeyer
AN3-P1
INF574 Représentations Numériques et Analyse de Formes Programme d'approfondissement Informatique UE de base, UE d'approfondissement. 4 Mathieu DESBRUN,
Pooran Memari
AN3-P1
INF581 Apprentissage Automatique Avancé et Agents Autonomes Programme d'approfondissement Informatique UE de base, UE d'approfondissement, PA - BIOINF - cours/EA INF. 4 Patrick LOISEAU,
Jesse Read
AN3-P2
INF584 Synthèse d'Image Programme d'approfondissement Informatique UE de base, UE d'approfondissement. 4 Tamy Boubekeur AN3-P2
INF584A L'IA en temps réel dans les jeux vidéo : actions décisiv... Programme d'approfondissement Informatique UE de base, UE d'approfondissement. David Bilemdjian,
Axel Buendia
AN3-P2
INF585 Animation par ordinateur Programme d'approfondissement Informatique UE de base, UE d'approfondissement. 4 Damien Rohmer AN3-P2
INF630 Refresher Course in Computer Science Cours scientifique Informatique Marie-Paule Cani AN3-P1
INF631 Analysis and Deep Learning on Geometric Data Cours scientifique Informatique 2 Maks Ovsjanikov AN3-P1
INF632 Natural Language Processing — methods and applications Cours scientifique Informatique 2 Chloe Clavel,
Fabian Suchanek
AN3-P1
INF633 Advanced 3D Graphics Cours scientifique Informatique UE de spécialité. 2 24 Marie-Paule Cani AN3-P1
INF639 Deep Reinforcement Learning Cours scientifique 2 Jesse Read AN3-P1
INF641 Introduction to the verification of neural networks Cours scientifique Informatique 2 Eric Goubault,
Sylvie Putot
AN3-P2
INF642 Socio-emotional Embodied Conversational Agents Cours scientifique Informatique 2 Catherine Pelachaud AN3-P2
INF643 Soft robots: Simulation, Fabrication and Control Cours scientifique Informatique 2 Christian Duriez AN3-P2
INF644 Virtual/Augmented Reality & 3D Interactions Cours scientifique Informatique 2 Anatole Lecuyer AN3-P2
INF649 Computer Vision Cours scientifique Informatique 2 Vicky Kalogeiton AN3-P2
INF657G Navigation for Autonomous systems Cours scientifique 2 David Filliat AN3-P2
LAN01GRICH GRICH Langues Daniel Argeles,
Meghann Cassidy
LAN571CHN ME6 - Chinois niveau Avancé 3 avec X22 Langues Langues 3 Ting Li AN3-P1P2
LAN611ALL01 JE1 - Allemand Débutant Langues 3 Anne-Sophie De Groër AN3-P1P2
LAN611ESP01 JE1 - Espagnol Débutant Langues 3 FREDERIQUE VALAT AN3-P1P2
LAN611FLE02 MA1 - A0/A1 - Langue française et civilisation Langues 3 Julie André AN3-P1P2
LAN611FLE04 JE3 - (A0/A1) - Langues française et civilisation Langues 3 Julie André AN3-P1P2
LAN611FLE05 JE6 - A0/A1 - Langue française et civilisation Langues 3 Julie André AN3-P1P2
LAN611ITA JE1 - Italien Débutant Langues 3 Marta Aceto AN3-P1P2
LAN631ESP01 JE1 - A2/B1 Espagnol Langues 3 Ines Lomne AN3-P1P2
LAN631FLE01 MA1 - A2 - Langue française et civilisation Langues 3 Julie André AN3-P1P2
LAN631FLE02 JE3 - A2/B1 - Langue française et civilisation Langues 3 Julie André AN3-P1P2
LAN651FLE01 JE1 - B1/B2 - Langue française et civilisation Langues 3 Julie André AN3-P1P2
LAN651FLE02 JE3 - B1/B2 - Langue française et civilisation Langues 3 Julie André AN3-P1P2
LAN671ANG02 JE1 - Game Changer Langues 3 Laura Hilary Langlois AN3-P1P2
LAN671ANG03 JE1 - Mathematicians in History and Cinema Langues 3 Jessica Perich Carleton AN3-P1P2
MAP/INF590 M1 Internship for Artificial Intelligence and Visual Comp... Stages Mathématiques appliquées 22 Vicky Kalogeiton,
Pierre Latouche,
Maks Ovsjanikov
AN3-P3
MAP/INF630 Case Studies in Artificial Intelligence and Visual Computing Cours scientifique Mathématiques appliquées Vicky Kalogeiton,
Pierre Latouche,
Maks Ovsjanikov
AN3-P1P2
MAP/INF631 Deep Learning Cours scientifique Mathématiques appliquées 5 Umut SIMSEKLI AN3-P1
MAP/INF690 M2 Internship for Artificial Intelligence and Visual Comp... Stages Mathématiques appliquées 30 Vicky Kalogeiton,
Pierre Latouche,
Maks Ovsjanikov
AN3-P3
MAP538 Refresher Course in Artificial Intelligence (Applied Maths) Cours scientifique Mathématiques appliquées MAXIME SANGNIER AN3-P1
MAP553 Bases de l'Apprentissage Automatique Programme d'approfondissement Mathématiques appliquées PA-MAP XOR (INF554, MAP553). 4 Erwan Le Pennec AN3-P1
MAP555 Traitement du Signal : de Fourier à l'Apprentissage Machine Programme d'approfondissement Mathématiques appliquées 4 Rémi FLAMARY AN3-P1
MAP566 Statistique en Action Programme d'approfondissement Mathématiques appliquées UE de base, UE d'approfondissement. 4 Julien Chiquet AN3-P2
MAP569 Apprentissage Statistique: régression et classification Programme d'approfondissement Mathématiques appliquées UE d'approfondissement, UE de base. 4 Karim Lounici AN3-P2
MAP630 Refreshers Course in Statistics Cours scientifique Mathématiques appliquées Pierre Latouche AN3-P1
MIE555 Principes fondamentaux de la stratégie et de l'innovation Programme d'approfondissement Management, Innovation et Entrepreneuriat 4 Mette Knudsen,
Camille Toussaint
AN3-P1
MIE556 Introduction to Marketing and Strategy Programme d'approfondissement Management, Innovation et Entrepreneuriat 4 Philippe Ginier-Gillet AN3-P1
MIE565 Managing sustainable innovation Programme d'approfondissement Management, Innovation et Entrepreneuriat 4 Pilar Acosta AN3-P2
MIE566 Startup and large companies : building bridges for innova... Cours scientifique 3 Benoît Decreton AN3-P2
MIE568 Entrepreneuriat pour la durabilité Programme d'approfondissement Management, Innovation et Entrepreneuriat 4 Chloé Steux AN3-P2
MIE630 Seminar on Ethical Issues and Novel Applications of AI Cours scientifique Management, Innovation et Entrepreneuriat 3 Mélanie Gornet,
Véronique Steyer
AN3-P1
MScT-EYF Explore Your Future PA - C8 Stéphane Bouchonnet AN3-P1P2
MScT-SPO550B Volleyball Sport 2 AN3-P1P2
MScT-SPO551 Multi Activity - Raid Sport 2 AN3-P1P2
MScT-SPO552 Swimming Sport 2 Matthieu Albouy,
Laurent Laine
AN3-P1P2
MScT-SPO553 Boxing Sport 2 Jonathan Pouru,
Jerome Sanson
AN3-P1P2
MScT-SPO554 Climbing Sport 2 François Lésin,
Paul Sicamois
AN3-P1P2
MScT-SPO555 Multi Activity - Sport Sport 2 Thomas Ancelin,
Umit Görgülü,
Guillaume Le Dirach,
Régis Técher
AN3-P1P2
MScT-SPO556 Rowing Sport 2 Olivier Allart,
Alexandre Rosinski
AN3-P1P2
MScT-SPO557 Badminton Sport 2 Jérôme Guenet,
Mandrin Mouchet
AN3-P1P2
MScT-SPO558 Weight training / Cross training Sport 2 Laure Lamic AN3-P1P2
MScT-SPO559 Horseback Riding (Gallop 4 level min) Sport 2 AN3-P1P2
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