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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

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

  • GD-AIAVC-GD1 - Artificial Intelligence and Advanced Visual Computing - Graduate Degree 1A
    • GD-AIAVC-S1 - GD AIAVC - Semestre 1
      • HFC551,
      • HFC552,
      • HFC553,
      • HFC555,
      • HFC556,
      • HFC557,
      • HFC558,
      • HFC564,
      • INF554,
      • INF555,
      • INF573,
      • INF574,
      • MAP538,
      • MAP555,
      • SPO501
    • GD-AIAVC-S2 - GD AIAVC - Semestre 2
      • HFC561,
      • HFC563,
      • HFC566,
      • HFC567,
      • HFC569,
      • INF562,
      • INF584,
      • INF585,
      • MAP566,
      • MAP569,
      • MIE564,
      • SPO502
    • LGD01/02ESP,
    • LGD01ALL,
    • LGD01ANG,
    • LGD01FLE,
    • LGD02ANG,
    • LGD02FLE,
    • LGD03ANG,
    • LGD03FLE,
    • LGD04ANG,
    • LGD04FLE,
    • MAP/INF590
  • GD-AIAVC-GD2 - Artificial Intelligence and Advanced Visual Computing - Graduate Degree 2A
    • GD-AIAVC-S3 - GD AIAVC - Semestre 3
      • HFC555,
      • HFC652,
      • HFC655,
      • HFC657,
      • HFC658,
      • INF630,
      • INF631,
      • INF632,
      • INF633,
      • INF634,
      • MAP630,
      • MAP631,
      • SPO601
    • GD-AIAVC-S4 - GD AIAVC - Semestre 4
      • HFC661,
      • HFC664,
      • HFC667,
      • HFC669,
      • INF641,
      • INF642,
      • INF643,
      • INF644,
      • MAP641,
      • SPO602
    • LGD01/02ESP,
    • LGD01ALL,
    • LGD01ANG,
    • LGD01FLE,
    • LGD02ANG,
    • LGD02FLE,
    • LGD03ANG,
    • LGD03FLE,
    • LGD04ANG,
    • LGD04FLE,
    • MAP/INF630,
    • MAP/INF690,
    • MIE630

Unités d'enseignement

UE Type d'enseignement Domaines Catégorie d'UE Volume horaire Responsables Site pédagogique
HFC551 The Myth of Paris (1830-Present) PA - C8 Humanité et sciences sociales Isabelle Schaffner
HFC552 Aspects of comparative commercial law PA - C8 Humanité et sciences sociales Sabine Sultan
HFC553 Topics in Science, Technology, and Society PA - C8 Humanité et sciences sociales Luis Felipe Murillo
HFC555 Economic Sociology PA - C8 Humanité et sciences sociales Olivier Pilmis
HFC556 Introduction to French Politics PA - C8 Humanité et sciences sociales Pierre-Marc Renaudeau
HFC557 Introduction to Political Philosophy: Philosophy of Work PA - C8 Humanité et sciences sociales Maël Pégny
HFC558 EU Governance & policies: focus on Research and innovatio... PA - C8 Humanité et sciences sociales Lilian Cadet
HFC561 An Introduction to French Cinema PA - C8 Humanité et sciences sociales Isabelle Schaffner
HFC563 Multicultural France PA - C8 Humanité et sciences sociales Sarah Bouttier
HFC564 Sociology of energy transitions: innovation, socio-techni... PA - C8 Humanité et sciences sociales Claire Le Renard
HFC566 Introduction to French Politics PA - C8 Humanité et sciences sociales Pierre-Marc Renaudeau
HFC567 Introduction to Political Philosophy: Philosophy of Work PA - C8 Humanité et sciences sociales
HFC569 Philosophy of Science Fiction PA - C8 Humanité et sciences sociales Jonathan Degenève
HFC652 Building the French Nation under conflicting identities PA - C8 Humanité et sciences sociales Nicolas Roussellier
HFC655 Economic Sociology PA - C8 Humanité et sciences sociales Olivier Pilmis
HFC657 Introduction to Political Philosophy: Philosophy of Work PA - C8 Humanité et sciences sociales Maël Pégny
HFC658 EU Governance & policies: focus on Research and innovatio... PA - C8 Humanité et sciences sociales Lilian Cadet
HFC661 Introduction to French music PA - C8 Humanité et sciences sociales Chantal Schütz
HFC664 Racial diversity PA - C8 Humanité et sciences sociales Marie des Neiges Léonard
HFC667 Introduction to Political Philosophy: Philosophy of Work PA - C8 Humanité et sciences sociales Maël Pégny
HFC669 Philosophy of Science Fiction PA - C8 Jonathan Degenève
INF554 Machine learning I PA - C2B Informatique Christos Giatsidis,
Jesse Read,
Michalis Vazirgiannis,
Nikolaos Tziortziotis
INF555 Constraint-based Modeling & algorithms for Decision Making PA - C4B Informatique Sylvain Soliman,
François Fages
INF562 Géométrie algorithmique : de la théorie aux applications PA - C1B'' Informatique Luca Castelli Aleardi
INF573 Analyse d'images & vision par ordinateur : algorithmes & ... PA - C3B Informatique Renaud Keriven
INF574 Digital Representations & Analysis of Shapes PA - C7 Informatique Maks Ovsjanikov,
Luca Castelli Aleardi
INF584 Images de synthèse : théorie et pratique PA - C5B Informatique Tamy Boubekeur
INF585 Computer Animation Cours scientifique Informatique Damien Rohmer
INF630 Refreshers in Computer Science PA - C8 Informatique Pooran Memari,
Damien Rohmer
INF631 Data Analysis: geometry and topology in arbitrary dimensions PA - C8 Informatique Steve Oudot
INF632 Natural Language and speech Processing PA - C8 Informatique
INF633 Advanced 3D Graphics PA - C8 Informatique Marie-Paule Cani
INF634 Computer Vision PA - C8 Informatique Renaud Keriven
INF641 Robot motion planning, verification and control of hybrid... PA - C8 Informatique David Filliat,
Eric Goubault,
Sylvie Putot
INF642 Socio-emotional embodied conversational agents PA - C8 Informatique
INF643 Soft robots: simulation, fabrication, and control PA - C8 Informatique
INF644 Immersion and interaction with visual worlds PA - C8 Informatique
LGD01/02ESP Actualidad en el mundo hispanico Langues Langues Cristina Marinas,
Jean-Baptiste Thomas
LGD01ALL Deutschland: Alltag und Kultur (B2) Langues Langues Heidi Knörzer
LGD01ANG Critical Thinking Langues Langues Meghann Cassidy
LGD01FLE Langue française et civilisation (A1) Langues Langues Sabrina Petitjean
LGD02ANG Good News, Bad News, Fake News Langues Langues Julie Mc Donald
LGD02FLE Langue française et civilisation (A2) Langues Langues Brigitte Rémer
LGD03ANG Research Methods Langues Langues Marie des Neiges Léonard
LGD03FLE Langue française et civilisation (B1) Langues Langues Brigitte Rémer
LGD04ANG Negociations and Globalisation Langues Langues Aude Attuel-Hallade
LGD04FLE Langue française et civilisation (B2) Langues Langues Brigitte Rémer
MAP/INF590 Internship for Artificial Intelligence &Visual Computing Stages Mathématiques appliquées Marie-Paule Cani,
Erwan Scornet
MAP/INF630 Case-studies in Artificial Intelligence & Visual Computing PA - C8 Mathématiques appliquées Marie-Paule Cani,
Erwan Scornet
MAP/INF690 Internship for Artificial Intelligence &Visual Computing Stages Mathématiques appliquées Marie-Paule Cani,
Erwan Scornet
MAP538 Refresher for Artificial Intelligence PA - C8 Mathématiques appliquées Alain Durmus
MAP555 Signal processing PA - C5 Mathématiques appliquées Olivier Rioul
MAP566 Statistics in action PA - C5 Mathématiques appliquées Marc Lavielle
MAP569 Machine learning II PA - C2 Mathématiques appliquées Erwan Le Pennec
MAP630 Refreshers in Statistics PA - C8 Mathématiques appliquées Erwan Scornet
MAP631 Deep Learning Cours scientifique Mathématiques appliquées Erwan Scornet
MAP641 Reinforcement Learning Cours scientifique Mathématiques appliquées Erwan Scornet
MIE564 Technology-based entrepreneurship and new business creation MIE - Cours Management, Innovation et Entrepreneuriat Erno Tornikoski,
Cécile Chamaret
MIE630 Seminar on ethical issues and novel applications of AI PA - C8 Management, Innovation et Entrepreneuriat Marie-Paule Cani,
Erwan Scornet
SPO501 Sports - 501 Sport Formation humaine, militaire et sportive Alexandre Rosinski,
François Lésin,
Alain Truong Thang Dang,
Renan Cuzon
SPO502 Sport - 502 Sport Formation humaine, militaire et sportive Alexandre Rosinski,
François Lésin,
Alain Truong Thang Dang,
Renan Cuzon
SPO601 Sport - 601 Sport Formation humaine, militaire et sportive Alexandre Rosinski,
Alain Truong Thang Dang,
Renan Cuzon
SPO602 Sport - 602 Sport Formation humaine, militaire et sportive Alexandre Rosinski,
François Lésin,
Alain Truong Thang Dang,
Renan Cuzon
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