v2.10.0 (4866)

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
English English PA - C8
French Français PA - C8
HFC541 Introduction to Science and Technology Studies PA - C8 1.5 Lidia Chavinskaia,
Nicolas Wanlin
X-AN3-P2
HFC550B Principles and history of Geopolitics PA - C8 1.5 Matthieu Grandpierron,
Nicolas Wanlin
X-AN3-P1
HFC551 French Crime PA - C8 Humanité et sciences sociales 1.5 Antoine Guibal X-AN3-P1
HFC551B Multicultural France PA - C8 Humanité et sciences sociales 1.5 Sarah Bouttier X-AN3-P1
HFC552 Aspects of Comparative Commercial Law PA - C8 Humanité et sciences sociales 1.5 Sabine Sultan,
Nicolas Wanlin
X-AN3-P1
HFC553 The Myth of Paris in French Imagination PA - C8 1.5 Isabelle Schaffner X-AN3-P1
HFC554 Debating PA - C8 1.5 Declan Mc Cavana X-AN3-P1
HFC555 Introduction to French Music PA - C8 1.5 Chantal Schütz X-AN3-P1
HFC556 Introduction to French Politics PA - C8 Humanité et sciences sociales 1.5 Pierre-Marc Renaudeau,
Nicolas Wanlin
X-AN3-P1
HFC557 Techno-Politics PA - C8 Humanité et sciences sociales 1.5 Asma Mhalla,
Nicolas Wanlin
X-AN3-P1
HFC558 Introduction to French Cinema PA - C8 Humanité et sciences sociales 1.5 Isabelle Schaffner X-AN3-P1
HFC559 Philosophy of Science Fiction PA - C8 1.5 Jonathan Degenève,
Nicolas Wanlin
X-AN3-P1
HFC559B Dark sides of the City of Lights PA - C8 1.5 Jonathan Degenève,
Nicolas Wanlin
X-AN3-P1
HFC560 Paris in the Jazz Age PA - C8 Humanité et sciences sociales 1.5 Isabelle Schaffner X-AN3-P2
HFC561 Representing the Self: From Montaigne to Selfies PA - C8 1.5 Antoine Guibal X-AN3-P2
HFC562 Introduction to French Music PA - C8 Humanité et sciences sociales 1.5 Chantal Schütz X-AN3-P2
HFC563 The Art of Simulation PA - C8 1.5 Fabien Giraud,
Nicolas Wanlin
X-AN3-P2
HFC564 Introduction to Geopolitics PA - C8 Humanité et sciences sociales 1.5 Elsa SEN X-AN3-P2
HFC564B Comparative Politics PA - C8 1.5 Elsa SEN X-AN3-P2
HFC565 Humour PA - C8 1.5 Declan Mc Cavana X-AN3-P2
HFC566 Introduction to French Politics PA - C8 Humanité et sciences sociales 1.5 Pierre-Marc Renaudeau,
Nicolas Wanlin
X-AN3-P2
HFC566B Advanced French politics PA - C8 Humanité et sciences sociales 1.5 Pierre-Marc Renaudeau,
Nicolas Wanlin
X-AN3-P2
HFC568 Sociology of energy transitions: innovation, socio-techni... PA - C8 1.5 Claire Le Renard,
Nicolas Wanlin
X-AN3-P2
HFC569 Philosophy of Science Fiction PA - C8 Humanité et sciences sociales 1.5 Jonathan Degenève X-AN3-P2
HFC569B Dark sides of the City of Lights PA - C8 1.5 Jonathan Degenève X-AN3-P2
INF538 Refresher Course in Artificial Intelligence (Computer Sci... PA - C8 Amal Dev Parakkat X-AN3-P1
INF554 Machine and Deep learning Programme d'approfondissement Informatique, Mathématiques appliquées UE d'approfondissement, UE de base, PA - BIOINF - cours/EA INF. 5 Michalis Vazirgiannis X-AN3-P1
INF555 Constraint-based Modeling and Algorithms for Decision-making Programme d'approfondissement Informatique PA - BIOINF - cours/EA INF, UE de base, UE d'approfondissement. 4 François Fages X-AN3-P1
INF562 Géométrie algorithmique : de la théorie aux applications Programme d'approfondissement Informatique UE de base, UE d'approfondissement. 4 Luca Castelli Aleardi X-AN3-P2
INF573 Image Analysis and Computer Vision PA - C3B Informatique UE de base, UE d'approfondissement, PA - BIOINF - cours/EA INF. 4 Mathieu Bredif,
Johannes Lutzeyer
X-AN3-P1
INF574 Digital Representations and Analysis of Shapes PA - C7 Informatique UE de base, UE d'approfondissement. 4 Mathieu DESBRUN,
Pooran Memari
X-AN3-P1
INF581 Advanced Machine Learning and Autonomous Agents PA - C4B Informatique UE de base, UE d'approfondissement. 4 Patrick LOISEAU,
Jesse Read
X-AN3-P2
INF584 Synthèse d'Image PA - C5B Informatique UE de base, UE d'approfondissement. 4 Tamy Boubekeur X-AN3-P2
INF584A Real-time AI in video games: decisive & collaborative act... PA - C2B Informatique UE d'approfondissement, UE de base. 4 David Bilemdjian,
Axel Buendia
X-AN3-P2
INF585 Computer Animation Programme d'approfondissement Informatique UE de base, UE d'approfondissement. 4 Damien Rohmer X-AN3-P2
INF630 Refresher Course in Computer Science PA - C8 Informatique Pooran Memari,
Damien Rohmer
X-AN3-P1
INF631 Analysis and Deep Learning on Geometric Data PA - C8 Informatique 2 Maks Ovsjanikov X-AN3-P1
INF632 Natural Language Processing — methods and applications PA - C8 Informatique 2 Chloe Clavel,
Fabian Suchanek
X-AN3-P1
INF633 Advanced 3D Graphics PA - C8 Informatique UE de spécialité. 2 24 Marie-Paule Cani X-AN3-P1
INF634 Computer Vision PA - C8 Informatique 2 Vicky Kalogeiton X-AN3-P1
INF641 Introduction to the verification of neural networks PA - C8 Informatique 2 Eric Goubault,
Sylvie Putot
X-AN3-P2
INF642 Socio-emotional Embodied Conversational Agents PA - C8 Informatique 2 Catherine Pelachaud X-AN3-P2
INF643 Soft robots: Simulation, Fabrication and Control PA - C8 Informatique 2 Christian Duriez X-AN3-P2
INF644 Virtual/Augmented Reality & 3D Interactions PA - C8 Informatique 2 Anatole Lecuyer X-AN3-P2
INF657G Navigation for Autonomous systems PA - C8 2 David Filliat X-AN3-P2
LAN511ALL Allemand Débutant 3 Langues Langues 3 Heidi Knörzer X-AN3-P1P2
LAN511ARA Arabe Débutant 3 Langues Langues 3 Abdelwahid Fayala X-AN3-P1P2
LAN571CHN ME6 - Chinois niveau Avancé 3 avec X21 Langues Langues 3 Yanyan Cao X-AN3-P1P2
LAN572kFLE LU6 - Mythes de la technique et de la civilisation Langues Langues 3 Julie André X-AN3-P1P2
LAN611ALL01 JE1 - Allemand Débutant Langues 3 Heidi Knörzer X-AN3-P1P2
LAN611ESP01 JE1 - Espagnol Débutant Langues 3 Cristina Marinas X-AN3-P1P2
LAN611FLE01 LU6_JE3 - A0/A1 - Langue française et civilisation Langues 3 Julie André X-AN3-P1P2
LAN611FLE02 MA1_JE1 - A0/A1 - Langue française et civilisation Langues 3 Julie André X-AN3-P1P2
LAN611ITA JE1 - Italien Débutant Langues Manuela Morabito X-AN3-P1P2
LAN611JAP JE1 - Japonais Débutant Langues 3 Julien Faury X-AN3-P1P2
LAN631ESP01 JE1 - B1 Espagnol Langues 3 Cristina Marinas X-AN3-P1P2
LAN631FLE02 MA2 - A2 - Langue française et civilisation Langues 3 Julie André X-AN3-P1P2
LAN651FLE01 JE1 - B1/B2 - Langue française et civilisation Langues 3 Julie André X-AN3-P1P2
LAN671ANG01 JE1 - History of US Foreign Policy Since 1929 Langues 3 Chantal Schütz X-AN3-P1P2
LAN671ANG02 JE1 - Games & Culture Langues 3 Chantal Schütz X-AN3-P1P2
MAP/INF590 Internship for Artificial Intelligence and Visual Computing Stages Mathématiques appliquées 22 Marie-Paule Cani,
Erwan Scornet
X-AN3-P3
MAP/INF630 Case Studies in Artificial Intelligence and Visual Computing PA - C8 Mathématiques appliquées 3 Marie-Paule Cani,
Erwan Scornet
X-AN3-P1P2
MAP/INF631 Deep Learning PA - C8 Mathématiques appliquées 5 Marine Le Morvan,
Erwan Scornet
X-AN3-P1
MAP/INF641 Reinforcement Learning PA - C8 Mathématiques appliquées 5 Odalric-Ambrym Maillard X-AN3-P2
MAP/INF690 Internship for Artificial Intelligence and Visual Computing Stages Mathématiques appliquées 30 Marie-Paule Cani,
Erwan Scornet
X-AN3-P3
MAP538 Refresher Course in Artificial Intelligence (Applied Maths) PA - C8 Mathématiques appliquées MAXIME SANGNIER X-AN3-P1
MAP555 Signal Processing PA - C5 Mathématiques appliquées 4 Rémi FLAMARY X-AN3-P1
MAP566 Statistics in Action PA - C5B Mathématiques appliquées UE de base. Julien Chiquet X-AN3-P2
MAP569 Regression and classification PA - C2 Mathématiques appliquées 4 Karim Lounici X-AN3-P2
MAP630 Refreshers Course in Statistics PA - C8 Mathématiques appliquées Pierre Latouche X-AN3-P1
MIE555 Fundamentals of Strategy and Innovation PA - C1B Management, Innovation et Entrepreneuriat 4 Mette Knudsen,
Julie Mayer
X-AN3-P1
MIE565 Managing sustainable innovation PA - C6B Management, Innovation et Entrepreneuriat 4 Pilar Acosta X-AN3-P2
MIE566 Startup and large companies : building a bridge for innov... PA - C8 3 Benoît Decreton X-AN3-P2
MIE568 Entrepreneurship for Sustainability PA - C3B Management, Innovation et Entrepreneuriat 4 Romain Rampa X-AN3-P2
MIE630 Seminar on Ethical Issues and Novel Applications of AI PA - C8 Management, Innovation et Entrepreneuriat 3 Véronique Steyer X-AN3-P1P2
MScT-SPO551 Multi Activity - Raid Sport X-AN3-P1P2
MScT-SPO552 Swimming Sport 2 Matthieu Albouy,
Laurent Laine
X-AN3-P1P2
MScT-SPO553 Boxing Sport 2 Jonathan Pouru,
Jerome Sanson
X-AN3-P1P2
MScT-SPO554 Climbing Sport 2 François Lésin,
Paul Sicamois
X-AN3-P1P2
MScT-SPO555 Multi Activity - Sport Sport 2 Thomas Ancelin,
Umit Görgülü,
Guillaume Le Dirach,
Régis Técher
X-AN3-P1P2
MScT-SPO556 Rowing Sport 2 Olivier Allart,
Alexandre Rosinski
X-AN3-P1P2
MScT-SPO557 Badminton Sport 2 Jérôme Guenet,
Mandrin Mouchet
X-AN3-P1P2
MScT-SPO558 Weight training / Cross training Sport 2 Laure Lamic X-AN3-P1P2
MScT-SPO559 Horseback Riding (Gallop 4 level min) Sport 2 X-AN3-P1P2
SPO501 Sports - 501 Sport Formation humaine, militaire et sportive 2 Renan Cuzon,
François Lésin,
Alain Truong Thang Dang
SPO502 Sports - 502 Sport Formation humaine, militaire et sportive 2 Renan Cuzon,
François Lésin,
Alain Truong Thang Dang
SPO601 Sports - 601 Sport Formation humaine, militaire et sportive Renan Cuzon,
Alain Truong Thang Dang
SPO602 Sports - 602 Sport Formation humaine, militaire et sportive 2 Renan Cuzon,
François Lésin,
Alain Truong Thang Dang
Veuillez patienter