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Graduate Degree - 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
HFC551 The Myth of Paris (1830-Present) PA - C8 Humanité et sciences sociales 1 Isabelle Schaffner S13
HFC552 Aspects of Comparative Commercial Law PA - C8 Humanité et sciences sociales 1 Sabine Sultan S13
HFC553 Topics in Science, Technology, and Society PA - C8 Humanité et sciences sociales 1 Luis Felipe Murillo S13
HFC555 Economic Sociology PA - C8 Humanité et sciences sociales 1 Olivier Pilmis S13
HFC556 Introduction to French Politics PA - C8 Humanité et sciences sociales 1 Pierre-Marc Renaudeau S13
HFC557 Introduction to Political Philosophy: Philosophy of Work PA - C8 Humanité et sciences sociales 1 Maël Pégny S13
HFC558 EU Governance and Policies: Focus on Research and Innovat... PA - C8 Humanité et sciences sociales Lilian Cadet S13
HFC561 Introduction to French Cinema PA - C8 Humanité et sciences sociales 1 Isabelle Schaffner S23
HFC563 Multicultural France PA - C8 Humanité et sciences sociales 1 Sarah Bouttier S23
HFC564 Sociology of Energy Transitions: Innovation, Socio-techni... PA - C8 Humanité et sciences sociales 1 Claire Le Renard S23
HFC566 Introduction to French Politics PA - C8 Humanité et sciences sociales 1 Pierre-Marc Renaudeau S23
HFC567 Introduction to Political Philosophy: Philosophy of Work PA - C8 Humanité et sciences sociales S23
HFC569 Philosophy of Science Fiction PA - C8 Humanité et sciences sociales 1 Jonathan Degenève S23
HFC652 Building the French Nation under Conflicting Identities PA - C8 Humanité et sciences sociales 1 Nicolas Roussellier S13
HFC655 Economic Sociology PA - C8 Humanité et sciences sociales 1 Olivier Pilmis S13
HFC657 Introduction to Political Philosophy: Philosophy of Work PA - C8 Humanité et sciences sociales 1 Maël Pégny S13
HFC658 EU Governance and Policies: Focus on Research and Innovat... PA - C8 Humanité et sciences sociales Lilian Cadet S13
HFC661 Introduction to French Music PA - C8 Humanité et sciences sociales 1 Chantal Schütz S23
HFC664 Racial Diversity PA - C8 Humanité et sciences sociales 1 Marie Des Neiges Léonard S23
HFC667 Introduction to Political Philosophy: Philosophy of Work PA - C8 Humanité et sciences sociales 1 Maël Pégny S23
HFC669 Philosophy of Science Fiction PA - C8 1 Jonathan Degenève S23
INF554 Machine learning I PA - C2B Informatique 4 Olivier Pietquin,
Jesse Read,
Nikolaos Tziortziotis,
Michalis Vazirgiannis
S13
INF555 Constraint-based Modeling and Algorithms for Decision-making PA - C4B Informatique 4 François Fages,
Sylvain Soliman
S13
INF562 Géométrie algorithmique : de la théorie aux applications PA - C1B'' Informatique 4 Luca Castelli Aleardi S23
INF573 Analyse d'images & vision par ordinateur : algorithmes & ... PA - C3B Informatique 4 Renaud Keriven S13
INF574 Digital Representations and Analysis of Shapes PA - C7 Informatique 4 Luca Castelli Aleardi,
Maks Ovsjanikov
S13
INF584 Images de synthèse : théorie et pratique PA - C5B Informatique 4 Tamy Boubekeur S23
INF585 Computer Animation PA - C7 Informatique 4 Damien Rohmer S23
INF630 Refresher Course in Computer Science PA - C8 Informatique Pooran Memari,
Damien Rohmer
S13
INF631 Data Analysis: Geometry and Topology in Arbitrary Dimensions PA - C8 Informatique 2 Steve Oudot S13
INF632 Natural Language and Speech Processing PA - C8 Informatique 4 S13
INF633 Advanced 3D Graphics PA - C8 Informatique UE de spécialité. 2 24 Marie-Paule Cani S13
INF634 Computer Vision PA - C8 Informatique 2 Renaud Keriven S13
INF641 Robot Motion Planning, Verification and Control of Hybrid... PA - C8 Informatique 2 David Filliat,
Eric Goubault,
Sylvie Putot
S23
INF642 Socio-emotional Embodied Conversational Agents PA - C8 Informatique 2 Catherine Pelachaud S23
INF643 Soft robots: Simulation, Fabrication and Control PA - C8 Informatique 2 Christian Duriez S23
INF644 Immersion and Interaction with Visual Worlds PA - C8 Informatique 2 Anatole Lecuyer,
Maud Marchal
S23
MAP/INF590 Internship for Artificial Intelligence and Visual Computing Stages Mathématiques appliquées 30 Marie-Paule Cani,
Erwan Scornet
S33
MAP/INF630 Case Studies in Artificial Intelligence and Visual Computing PA - C8 Mathématiques appliquées 3 Marie-Paule Cani,
Erwan Scornet
S123
MAP/INF690 Internship for Artificial Intelligence and Visual Computing Stages Mathématiques appliquées 30 Marie-Paule Cani,
Erwan Scornet
S33
MAP538 Refresher Course in Artificial Intelligence PA - C8 Mathématiques appliquées Alain Durmus S13
MAP555 Signal Processing PA - C5 Mathématiques appliquées 4 Olivier Rioul S13
MAP566 Statistics in Action PA - C5 Mathématiques appliquées 4 Marc Lavielle S23
MAP569 Machine Learning II PA - C2 Mathématiques appliquées 4 Erwan Le Pennec S23
MAP630 Refreshers Course in Statistics PA - C8 Mathématiques appliquées Erwan Scornet S13
MAP631 Deep Learning Cours scientifique Mathématiques appliquées 5 Jesse Read,
Erwan Scornet
S13
MAP641 Reinforcement Learning PA - C8 Mathématiques appliquées 5 Odalric-Ambryn Maillard S23
MIE556 Introduction to Marketing and Strategy PA - C6B Management, Innovation et Entrepreneuriat 4 Philippe Ginier-Gillet S13
MIE564 Technology-based Entrepreneurship and New Business Creation PA - C3 Management, Innovation et Entrepreneuriat 4 Cécile Chamaret,
Erno Tornikoski
S23
MIE630 Seminar on Ethical Issues and Novel Applications of AI PA - C8 Management, Innovation et Entrepreneuriat 3 Marie-Paule Cani,
Erwan Scornet
S123
SPO502 Sports - 502 Sport Formation humaine, militaire et sportive 2 Renan Cuzon,
François Lésin,
Alexandre Rosinski,
Alain Truong Thang Dang
Sports
SPO602 Sports - 602 Sport Formation humaine, militaire et sportive 2 Renan Cuzon,
François Lésin,
Alexandre Rosinski,
Alain Truong Thang Dang
S23
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