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Diplôme de formation gradué de l'Ecole Polytechnique - Graduate degree - MSc&T - 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

Informatique, Mathématiques appliquées.

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
ECO664 Blockchain 2 : Advanced Topics in Blockchain and Platform... PA - C7 Economie 2 Daniel Augot,
Julien Prat
AN3-P2
English English PA - C8
French Français PA - C8
HFC550B Principles and history of Geopolitics PA - C8 1.5 Matthieu Grandpierron AN3-P1
HFC551 French Crime PA - C8 Humanité et sciences sociales 1.5 Antoine Guibal AN3-P1
HFC552 Aspects of Comparative Commercial Law PA - C8 Humanité et sciences sociales 1.5 Sabine Sultan AN3-P1
HFC553 The Myth of Paris in French Imagination PA - C8 1.5 Isabelle Schaffner AN3-P1
HFC554 Debating PA - C8 1.5 Declan Mc Cavana AN3-P1
HFC555 Introduction to French Music PA - C8 1.5 Chantal Schütz AN3-P1
HFC556 Introduction to French Politics PA - C8 Humanité et sciences sociales 1.5 Pierre-Marc Renaudeau AN3-P1
HFC558 Introduction to French Cinema PA - C8 Humanité et sciences sociales 1.5 Isabelle Schaffner AN3-P1
HFC559 Philosophy of Science Fiction PA - C8 1.5 Jonathan Degenève AN3-P1
HFC559B Dark sides of the City of Lights PA - C8 1.5 Jonathan Degenève AN3-P1
HFC560 Paris in the Jazz Age PA - C8 Humanité et sciences sociales 1.5 Isabelle Schaffner AN3-P2
HFC561 Representing the Self: From Montaigne to Selfies PA - C8 1.5 Antoine Guibal AN3-P2
HFC562 Introduction to French Music PA - C8 Humanité et sciences sociales 1.5 Chantal Schütz AN3-P2
HFC563 The Art of Simulation PA - C8 1.5 AN3-P2
HFC564 Introduction to Geopolitics PA - C8 Humanité et sciences sociales 1.5 Elsa SEN 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 Humanité et sciences sociales 1.5 Pierre-Marc Renaudeau AN3-P2
HFC566B Advanced French politics PA - C8 Humanité et sciences sociales 1.5 Pierre-Marc Renaudeau AN3-P2
HFC567 HOW TECHNOLOGY SHAPES THE NEW POWER. POLITICS FRAMEWORK I... PA - C8 Humanité et sciences sociales 1.5 Alice Steenland AN3-P2
HFC568 Sociology of energy transitions: innovation, socio-techni... PA - C8 1.5 Claire Le Renard AN3-P2
HFC569 Philosophy of Science Fiction PA - C8 Humanité 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... PA - C8 Christophe Lino AN3-P1
INF554 Machine and Deep learning PA - C2B Mathématiques appliquées, Informatique UE d'approfondissement, UE de base. 4 Michalis Vazirgiannis AN3-P1
INF555 Constraint-based Modeling and Algorithms for Decision-making PA - C4B Informatique UE d'approfondissement, UE de base. 4 François Fages AN3-P1
INF562 Géométrie algorithmique : de la théorie aux applications PA - C1B' Informatique UE de base, UE d'approfondissement. 4 Luca Castelli Aleardi AN3-P2
INF573 Image Analysis and Computer Vision PA - C3B Informatique UE d'approfondissement, UE de base. 4 Mathieu Bredif,
Vicky Kalogeiton
AN3-P1
INF574 Digital Representations and Analysis of Shapes PA - C7 Informatique UE d'approfondissement, UE de base. 4 Mathieu DESBRUN,
Pooran Memari,
Maks Ovsjanikov
AN3-P1
INF581 Advanced Machine Learning and Autonomous Agents PA - C4B Informatique UE d'approfondissement, UE de base. 4 Jesse Read AN3-P2
INF584 Synthèse d'Image PA - C5B Informatique UE de base, UE d'approfondissement. 4 Tamy Boubekeur AN3-P2
INF584A Real-time AI in video games: decisive & collaborative act... PA - C3B Informatique UE de base, UE d'approfondissement. 4 David Bilemdjian,
Axel Buendia
AN3-P2
INF585 Computer Animation PA - C7 Informatique UE d'approfondissement, UE de base. 4 Damien Rohmer AN3-P2
INF630 Refresher Course in Computer Science PA - C8 Informatique Pooran Memari,
Damien Rohmer
AN3-P1
INF631 Data Analysis: Geometry and Topology in Arbitrary Dimensions PA - C8 Informatique 2 Maks Ovsjanikov AN3-P1
INF632 Natural Language Processing PA - C8 Informatique 2 Chloe Clavel,
Matthieu Labeau,
Fabian Suchanek
AN3-P1
INF633 Advanced 3D Graphics PA - C8 Informatique UE de spécialité. 2 24 Marie-Paule Cani AN3-P1
INF634 Computer Vision PA - C8 Informatique 2 Vicky Kalogeiton AN3-P1
INF641 Robot Motion Planning, Verification and Control of Hybrid... PA - C8 Informatique 2 David Filliat,
Eric Goubault,
Sylvie Putot
AN3-P2
INF642 Socio-emotional Embodied Conversational Agents PA - C8 Informatique 2 Catherine Pelachaud AN3-P2
INF643 Soft robots: Simulation, Fabrication and Control PA - C8 Informatique 2 Christian Duriez AN3-P2
INF644 Virtual/Augmented Reality & 3D Interactions PA - C8 Informatique 2 Anatole Lecuyer AN3-P2
LAN511RUS Russe niveau Débutant 3 Langues Langues 3 Cédric Pernette AN3-P1-P2
LAN572fESP B2/C1 - Pintura española Langues Langues 3 Cristina Marinas AN3-P1-P2
LAN572iESP B1/B2 - Violencias en América Latina, siglos XX-XXI Langues Langues 3 Cristina Marinas,
Francisca Salas Aguayo
AN3-P1-P2
LAN573gFLE MA1 - Crime et culture populaire en France Langues 3 Julie André,
Antoine Guibal
AN3-P1-P2
LAN611ALL01 JE1 - Allemand Débutant Langues 3 Heidi Knörzer AN3-P1-P2
LAN611ESP01 JE1 - Espagnol Débutant Langues 3 Cristina Marinas AN3-P1-P2
LAN631ESP01 JE1 - A2/B1 Espagnol Langues 3 Cristina Marinas AN3-P1-P2
LAN631FLE01 LU6 - A2 - Langue française et civilisation Langues 3 Julie André AN3-P1-P2
LAN651FLE02 JE3 - B1/B2 - Langue française et civilisation Langues 3 Julie André AN3-P1-P2
LAN671ANG01 MA2 - Good news, bad news, fake news Langues 3 Chantal Schütz AN3-P1-P2
LAN671ANG02 MA2 - X-citing the spark Langues 3 Chantal Schütz AN3-P1-P2
MAP/INF590 Internship for Artificial Intelligence and Visual Computing Stages Mathématiques appliquées 22 Marie-Paule Cani,
Erwan Scornet
AN3-P3
MAP/INF630 Case Studies in Artificial Intelligence and Visual Computing PA - C8 Mathématiques appliquées 3 Marie-Paule Cani,
Erwan Scornet
AN3-P1-P2
MAP/INF631 Deep Learning PA - C8 Mathématiques appliquées 5 Marine Le Morvan,
Erwan Scornet
AN3-P1
MAP/INF641 Reinforcement Learning PA - C8 Mathématiques appliquées 5 Odalric-Ambrym Maillard AN3-P2
MAP/INF690 Internship for Artificial Intelligence and Visual Computing Stages Mathématiques appliquées 30 Marie-Paule Cani,
Erwan Scornet
AN3-P3
MAP538 Refresher Course in Artificial Intelligence (Applied Maths) PA - C8 Mathématiques appliquées MAXIME SANGNIER AN3-P1
MAP555 Signal Processing PA - C5 Mathématiques appliquées 4 Rémi FLAMARY AN3-P1
MAP566 Statistics in Action PA - C5 Mathématiques appliquées UE de base. 4 Julien Chiquet AN3-P2
MAP569 Regression and classification PA - C2 Mathématiques appliquées 4 Karim Lounici AN3-P2
MAP630 Refreshers Course in Statistics PA - C8 Mathématiques appliquées Pierre Latouche AN3-P1
MIE555 Fundamentals of Strategy and Innovation PA - C1 Management, Innovation et Entrepreneuriat 4 Mette Knudsen,
Julie Mayer
AN3-P1
MIE556 Introduction to Marketing and Strategy PA - C6B Management, Innovation et Entrepreneuriat 4 Philippe Ginier-Gillet AN3-P1
MIE565 Managing sustainable innovation PA - C5B Management, Innovation et Entrepreneuriat 4 Pilar Acosta AN3-P2
MIE568 Entrepreneurship for Sustainability PA - C3B Management, Innovation et Entrepreneuriat 4 Julie Mayer AN3-P2
MIE630 Seminar on Ethical Issues and Novel Applications of AI PA - C8 Management, Innovation et Entrepreneuriat 3 Véronique Steyer AN3-P1-P2
MScT-SPO550 Postural Sport (Well-being activity) Sport 2 AN3-P1-P2
MScT-SPO551 Volley Sport 2 AN3-P1-P2
MScT-SPO552 Swimming Sport 2 AN3-P1-P2
MScT-SPO553 Boxing Sport 2 AN3-P1-P2
MScT-SPO554 Climbing Sport 2 AN3-P1-P2
MScT-SPO555 Football Sport 2 AN3-P1-P2
MScT-SPO556 Rowing Sport 2 AN3-P1-P2
MScT-SPO557 Badminton Sport 2 AN3-P1-P2
MScT-SPO558 Weight training / Cross training Sport 2 AN3-P1-P2
MScT-SPO559 Horseback Riding (Gallop 4 level min) Sport 2 AN3-P1-P2
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
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