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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

  • GD-AIAVC-GD1 - Artificial Intelligence and Advanced Visual Computing - Graduate Degree 1A
    • GD-AIAVC-S1 - GD AIAVC - Semestre 1
      • HFC551,
      • HFC552,
      • HFC553,
      • HFC554,
      • HFC555,
      • HFC556,
      • HFC557,
      • HFC558,
      • INF554,
      • INF555,
      • INF573,
      • INF574,
      • MAP538,
      • MAP555,
      • MIE556,
      • SPO501
    • GD-AIAVC-S2 - GD AIAVC - Semestre 2
      • HFC560,
      • HFC561,
      • HFC563,
      • HFC564,
      • HFC566,
      • HFC569,
      • INF562,
      • INF584,
      • INF585,
      • MAP566,
      • MAP569,
      • MIE564,
      • SPO502
    • MAP/INF590
  • GD-AIAVC-GD2 - Artificial Intelligence and Advanced Visual Computing - Graduate Degree 2A
    • GD-AIAVC-S3 - GD AIAVC - Semestre 3
      • HFC566B,
      • HFC652,
      • HFC655,
      • HFC658,
      • INF630,
      • INF631,
      • INF632,
      • INF633,
      • INF634,
      • MAP630,
      • MAP631,
      • SPO601
    • GD-AIAVC-S4 - GD AIAVC - Semestre 4
      • HFC562,
      • HFC568,
      • HFC667,
      • HFC669,
      • INF641,
      • INF642,
      • INF643,
      • INF644,
      • MAP641,
      • SPO602
    • English,
    • French,
    • LGD01ALL,
    • LGD01ANG,
    • LGD01ESP,
    • LGD01FLE,
    • LGD02ANG,
    • LGD02ESP,
    • LGD02FLE1,
    • LGD02FLE2,
    • 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
English English PA - C8
French Français PA - C8
HFC551 The Myth of Paris (1830-Present) PA - C8 Isabelle Schaffner
HFC552 Aspects of Comparative Commercial Law PA - C8 Sabine Sultan
HFC553 X-citing the spark PA - C8 Sarah Bouttier
HFC554 Introduction to French literature PA - C8
HFC555 Economic Sociology PA - C8 Olivier Pilmis
HFC556 Introduction to French Politics PA - C8 Pierre-Marc Renaudeau
HFC557 Geopolitics PA - C8
HFC558 Sociology of Gender and Work PA - C8 Marie Des Neiges Léonard
HFC560 Discovering, mapping and Documenting the world: the great... PA - C8
HFC561 Introduction to French Cinema PA - C8 Isabelle Schaffner
HFC562 Introduction to French Music PA - C8 Chantal Schütz
HFC563 Multicultural France PA - C8 Sarah Bouttier
HFC564 Introduction to French literature PA - C8
HFC566 Introduction to French Politics PA - C8 Pierre-Marc Renaudeau
HFC566B Introduction to French politics (Advanced) PA - C8 Pierre-Marc Renaudeau
HFC568 Sociology of Gender and Work PA - C8 Marie Des Neiges Léonard
HFC569 Philosophy of Science Fiction PA - C8 Jonathan Degenève
HFC652 Building the French Nation under Conflicting Identities PA - C8 Nicolas Roussellier
HFC655 Economic Sociology PA - C8 Olivier Pilmis
HFC658 EU Governance and Policies: Focus on Research and Innovat... PA - C8 Lilian Cadet
HFC667 Introduction to Political Philosophy: Philosophy of Work PA - C8 Maël Pégny
HFC669 Philosophy of Science Fiction PA - C8 Jonathan Degenève
INF554 Machine learning I PA - C2B Olivier Pietquin,
Jesse Read,
Nikolaos Tziortziotis,
Michalis Vazirgiannis
INF555 Constraint-based Modeling and Algorithms for Decision-making PA - C4B François Fages,
Sylvain Soliman
INF562 Géométrie algorithmique : de la théorie aux applications PA - C1B' Luca Castelli Aleardi
INF573 Image Analysis and Computer Vision PA - C3B Renaud Keriven
INF574 Digital Representations and Analysis of Shapes PA - C7 Luca Castelli Aleardi,
Maks Ovsjanikov
INF584 Image Synthesis PA - C5B Tamy Boubekeur
INF585 Computer Animation PA - C7 Damien Rohmer
INF630 Refresher Course in Computer Science PA - C8 Pooran Memari,
Damien Rohmer
INF631 Data Analysis: Geometry and Topology in Arbitrary Dimensions PA - C8 Steve Oudot
INF632 Natural Language and Speech Processing PA - C8
INF633 Advanced 3D Graphics PA - C8 UE de spécialité. 24 Marie-Paule Cani
INF634 Computer Vision PA - C8 Renaud Keriven
INF641 Robot Motion Planning, Verification and Control of Hybrid... PA - C8 David Filliat,
Eric Goubault,
Sylvie Putot
INF642 Socio-emotional Embodied Conversational Agents PA - C8 Catherine Pelachaud
INF643 Soft robots: Simulation, Fabrication and Control PA - C8 Christian Duriez
INF644 Virtual/Augmented Reality & 3D Interactions PA - C8 Anatole Lecuyer,
Maud Marchal
LGD01ALL Deutschland: Alltag und Kultur (B2) Langues Heidi Knörzer
LGD01ANG Good News, Bad News, Fake News Langues Julie Mc Donald
LGD01ESP Actualidad en el mundo hispanico Langues Jean-Baptiste Thomas
LGD01FLE Langue française et civilisation (A1) Langues Julie André
LGD02ANG Research Methods Langues Marie Des Neiges Léonard
LGD02ESP Actualidad en el mundo hispanico Langues Jean-Baptiste Thomas
LGD02FLE1 Langue française et civilisation (A2) Langues Julie André,
Brigitte Rémer
LGD02FLE2 Langue française et civilisation (A2) Langues Julie André,
Brigitte Rémer
LGD03ANG Critical Thinking Langues Meghann Cassidy
LGD03FLE Langue française et civilisation (B1) Langues Julie André,
Christine Le Saux
LGD04ANG Negotiations and Globalization Langues Aude Attuel-Hallade
LGD04FLE Langue française et civilisation (B2) Langues Julie André,
Brigitte Rémer
MAP/INF590 Internship for Artificial Intelligence and Visual Computing Stages Marie-Paule Cani,
Erwan Scornet
MAP/INF630 Case Studies in Artificial Intelligence and Visual Computing PA - C8 Marie-Paule Cani,
Erwan Scornet
MAP/INF690 Internship for Artificial Intelligence and Visual Computing Stages Marie-Paule Cani,
Erwan Scornet
MAP538 Refresher Course in Artificial Intelligence PA - C8 Alain Durmus
MAP555 Signal Processing PA - C5 Olivier Rioul
MAP566 Statistics in Action PA - C5 Marc Lavielle
MAP569 Machine Learning II PA - C2 Erwan Le Pennec
MAP630 Refreshers Course in Statistics PA - C8 Erwan Scornet
MAP631 Deep Learning Cours scientifique Jesse Read,
Erwan Scornet
MAP641 Reinforcement Learning PA - C8 Odalric-Ambryn Maillard
MIE556 Introduction to Marketing and Strategy PA - C4B Philippe Ginier-Gillet
MIE564 Technology-based Entrepreneurship and New Business Creation PA - C3 Erno Tornikoski
MIE630 Seminar on Ethical Issues and Novel Applications of AI PA - C8 Marie-Paule Cani,
Erwan Scornet
SPO501 Sports - 501 Sport Renan Cuzon,
François Lésin,
Alexandre Rosinski,
Alain Truong Thang Dang
SPO502 Sports - 502 Sport Renan Cuzon,
François Lésin,
Alexandre Rosinski,
Alain Truong Thang Dang
SPO601 Sports - 601 Sport Renan Cuzon,
Alexandre Rosinski,
Alain Truong Thang Dang
SPO602 Sports - 602 Sport Renan Cuzon,
François Lésin,
Alexandre Rosinski,
Alain Truong Thang Dang
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