Master in Computer Science
PARCOURS INTELLIGENCE ARTIFICIELLE ET APPRENTISSAGE AUTOMATIQUE (IAAA)

Responsables

Aims

Fundamental prerequisites

Learning sites

Learning and research

School registration

Typical courses can be access by

Initial Formation (FI)
Continious formation (FC)

Professional skills to be acquired

NSF Domains

Icons and colors significations

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UE mutualized (shared/used by others courses)
Others features
[languages] Teaching languages list
Research method - common requirement label
texte réglementaire...
Research scientist method label
Disciplinary Dream label
Integrative Dream label
Transversale Dream label
Dream-U...
Working insert label
International special label
^intro Research initiation / dissertation
^L International reforcement - Labellisation label
^T International reforcement - Transformation label
^L World Social & Economics reinforcement label
^T World Social & Economics reinforcement transform
Tiger...
^L Research reinforcement - Labelisation label
TPR 2024...
^T Research reinforcement - Transformation label
Apprenticeship program - « alternation »
^[En] Apprenticeship program in English
Apprenticeship program - « apprenticeship »
Apprenticeship program - « continous learning »
Apprenticeship program - « professional contract »
Intensive program
Regular program
Support program
UE - introduction to research / dissertation
Mentored project or dissertation
Taught in all others languages (except french)
Internship
Student Commitment
^En Taught in English
^En+Fr Taught partially in English
Professional integration course
Conducting a research project using a scientific approach course
University Work Method course
Student guidance course
Accesible to students on international exchange program
Accesible at distance
CSR and Sustainable development
Apprenticeship program - « apprenticeship »
Apprenticeship program - « alternation »

5SIN - Master in Computer Science Formation for 120 credits value
Volume: 866h
Working insert label
- SIN5AL - Master Info : Intelligence artificielle et apprentissage aut Cursus for 120 credits value
  Volume: 735h
  ^intro Research initiation / dissertation
  Research method - common requirement label
  ^T Research reinforcement - Transformation label
  - SIN4ALW - M1 Info : Intelligence artificielle et apprentissage automat Year for 60 credits value
    Volume: 450h
    - SINASAL - Sem 1 M1 Info : IA et apprentissage automatique Semester for 30 credits value
      Volume: 234h
      - SINAK03 - Connaître et savoir appréhender le monde professionnel Bloc de connaissances et de compétences
        Volume: 18h
        SINAU15 - Connaître et savoir appréhender le monde professionnel Teaching unit for 4 credits value
        Volume: 18h
        SINA09D - Séminaire recherche et développement Constituent element
        ^En Taught in English
        Conducting a research project using a scientific approach course
        SINA15A - Remise à niveau Constituent element
        SINA15B - Gestion de projets informatiques Constituent element
        Volume: 18h (CM: 6h, TD: 6h, TP: 6h)
        Professional integration course
      - SINAK14 - Maîtriser les fondements de la science informatique Bloc de connaissances et de compétences
        Volume: 81h
        SINAU26 - Maîtriser les fondements de la science informatique Teaching unit for 9 credits value
        Volume: 81h
        SINA09A - Réseaux Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
        SINA09B - Complexité Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
        Conducting a research project using a scientific approach course
        SINA09D - Séminaire recherche et développement Constituent element
        ^En Taught in English
        Conducting a research project using a scientific approach course
        SINA09E - Programmation objet concurrente Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
        SINA09F - Génie logiciel Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
        SINA16A - Probabilités pour l'informatique Constituent element
        Volume: 27h (CM: 9h, TD: 12h, TP: 6h)
        SINA17A - Méthodes numériques pour l'informatique Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
      - SINAK15 - Mettre en oeuvre les technologies informatiques essentielles Bloc de connaissances et de compétences
        Volume: 68h
        SINAU27 - Mettre en oeuvre les technologies informatiques essentielles Teaching unit for 8 credits value
        Volume: 68h
        SINA09A - Réseaux Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
        SINA09B - Complexité Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
        Conducting a research project using a scientific approach course
        SINA09D - Séminaire recherche et développement Constituent element
        ^En Taught in English
        Conducting a research project using a scientific approach course
        SINA09E - Programmation objet concurrente Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
        SINA09F - Génie logiciel Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
        SINA14B - Intro. aux sciences des données & apprentissage automatique Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
      - SINAK16 - Comprendre les fondements et outils de l’apprentissage auto. Bloc de connaissances et de compétences
        Volume: 68h
        SINAU28 - Comprendre les fondements et outils de l’apprentissage auto. Teaching unit for 9 credits value
        Volume: 68h
        SINA14B - Intro. aux sciences des données & apprentissage automatique Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
        SINA16A - Probabilités pour l'informatique Constituent element
        Volume: 27h (CM: 9h, TD: 12h, TP: 6h)
        SINA17A - Méthodes numériques pour l'informatique Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
        SINAX28 - Découverte IAAA du semestre 1 Élément constitutif à choix
        Volume: 27h
        SINA16B - Programmation C++ Constituent element
        Volume: 27h (CM: 9h, TD: 4h, TP: 14h)
        SINA19A - Programmation fonctionnelle Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
    - SINBSAL - Sem 2 M1 IA et apprentissage automatique Semester for 30 credits value
      Volume: 216h
      - SINBK03 - Connaître et savoir appréhender le monde professionnel Bloc de connaissances et de compétences
        Volume: 30h
        SINBU35 - Connaître et savoir appréhender le monde professionnel Teaching unit for 8 credits value
        Volume: 30h
          UE - introduction to research / dissertation
        SINB33B - Communication scientifique et professionnelle Constituent element
        Volume: 36h (CM: 12h, TD: 12h, TP: 12h)
          Professional integration course
        ^En Taught in English
        SINB35A - Travaux d'étude et de recherche ou stage ECUE Stage
          Internship
          Conducting a research project using a scientific approach course
          UE - introduction to research / dissertation
        SINB35B - Anglais de l'informatique Constituent element
        Volume: 18h (CM: 4h, TD: 14h)
        ^En Taught in English
          Professional integration course
      - SINBK14 - Maîtriser les fondements de la science informatique Bloc de connaissances et de compétences
        Volume: 62h
        SINBU46 - Maîtriser les fondements de la science informatique Teaching unit for 6 credits value
        Volume: 62h
        SINB33A - Algorithmique et recherche opérationnelle Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
          Conducting a research project using a scientific approach course
        SINB33B - Communication scientifique et professionnelle Constituent element
        Volume: 36h (CM: 12h, TD: 12h, TP: 12h)
          Professional integration course
        ^En Taught in English
        SINB37C - Bases de l'apprentissage artificiel Constituent element
        Volume: 27h (CM: 9h, TD: 6h, TP: 12h)
          Conducting a research project using a scientific approach course
        SINB46A - Réseaux de neurones Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
          Conducting a research project using a scientific approach course
        SINBX46 - Découverte IAAA du semestre 2 Élément constitutif à choix
        Volume: 27h
        SINB33E - Informatique quantique Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
          Conducting a research project using a scientific approach course
        SINB33G - Théorie de la complexité Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
          Conducting a research project using a scientific approach course
        SINB37D - Théorie structurelle des graphes Constituent element
        Volume: 27h (CM: 12h, TD: 15h)
          Conducting a research project using a scientific approach course
        SINB44B - Intégration des données Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
      - SINBK15 - Mettre en oeuvre les technologies informatiques essentielles Bloc de connaissances et de compétences
        Volume: 62h
        SINBU47 - Mettre en oeuvre les technologies informatiques essentielles Teaching unit for 5 credits value
        Volume: 62h
        SINB33A - Algorithmique et recherche opérationnelle Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
          Conducting a research project using a scientific approach course
        SINB33B - Communication scientifique et professionnelle Constituent element
        Volume: 36h (CM: 12h, TD: 12h, TP: 12h)
          Professional integration course
        ^En Taught in English
        SINB41A - Modélisation et résolution pour la décision Constituent element
        Volume: 27h (CM: 10h, TD: 10h, TP: 7h)
          Conducting a research project using a scientific approach course
        SINB44C - Traitement automatique des langues Constituent element
        Volume: 27h (CM: 9h, TD: 6h, TP: 12h)
        SINBX46 - Découverte IAAA du semestre 2 Élément constitutif à choix
        Volume: 27h
        SINB33E - Informatique quantique Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
          Conducting a research project using a scientific approach course
        SINB33G - Théorie de la complexité Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
          Conducting a research project using a scientific approach course
        SINB37D - Théorie structurelle des graphes Constituent element
        Volume: 27h (CM: 12h, TD: 15h)
          Conducting a research project using a scientific approach course
        SINB44B - Intégration des données Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
      - SINBK16 - Comprendre les fondements et outils de l’apprentissage auto. Bloc de connaissances et de compétences
        Volume: 63h
        SINBU48 - Comprendre les fondements et outils de l’apprentissage auto. Teaching unit for 11 credits value
        Volume: 63h
        SINB35A - Travaux d'étude et de recherche ou stage ECUE Stage
          Internship
          Conducting a research project using a scientific approach course
          UE - introduction to research / dissertation
        SINB37C - Bases de l'apprentissage artificiel Constituent element
        Volume: 27h (CM: 9h, TD: 6h, TP: 12h)
          Conducting a research project using a scientific approach course
        SINB41A - Modélisation et résolution pour la décision Constituent element
        Volume: 27h (CM: 10h, TD: 10h, TP: 7h)
          Conducting a research project using a scientific approach course
        SINB44C - Traitement automatique des langues Constituent element
        Volume: 27h (CM: 9h, TD: 6h, TP: 12h)
        SINB46A - Réseaux de neurones Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
          Conducting a research project using a scientific approach course
        SINBX46 - Découverte IAAA du semestre 2 Élément constitutif à choix
        Volume: 27h
        SINB33E - Informatique quantique Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
          Conducting a research project using a scientific approach course
        SINB33G - Théorie de la complexité Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
          Conducting a research project using a scientific approach course
        SINB37D - Théorie structurelle des graphes Constituent element
        Volume: 27h (CM: 12h, TD: 15h)
          Conducting a research project using a scientific approach course
        SINB44B - Intégration des données Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
  - SIN5ALW - M2 Info : Intelligence artificielle et apprentissage automat Year for 60 credits value
    Volume: 285h
    - SINCSAL - Sem 3 M2 IA et apprentissage automatique Semester for 30 credits value
      Volume: 285h
      - SINCK14 - Maîtriser et mettre en oeuvre les fondements de l’app. auto. Bloc de connaissances et de compétences
        Volume: 118h
        SINCUD9 - Maîtriser et mettre en oeuvre les fondements de l’app. auto. Teaching unit for 13 credits value
        Volume: 118h
        SINCC8B - Modèles de langage Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
          Conducting a research project using a scientific approach course
        SINCD9A - Mathématiques pour l'intelligence artificielle Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
          Conducting a research project using a scientific approach course
        SINCD9C - Apprentissage automatique 1 Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
          Conducting a research project using a scientific approach course
        SINCD9D - Deep learning Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
          Conducting a research project using a scientific approach course
        SINCD9E - Modélisation et résolution pour l'optimisation Constituent element
        Volume: 27h (CM: 10h, TD: 10h, TP: 7h)
          Conducting a research project using a scientific approach course
        SINCXD9 - Options Élément constitutif à choix
        Volume: 28h
        SINCC8H - Prédiction structurée pour le traitement auto. de la langue Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
        ^En Taught in English
          Conducting a research project using a scientific approach course
        SINCD9F - Apprentissage par renforcement Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
        ^En Taught in English
          Conducting a research project using a scientific approach course
        SINCD9G - Signal apprentissage et multimédia Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
        ^En Taught in English
          Conducting a research project using a scientific approach course
        SINCD9I - Apprentissage automatique 2 Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
        ^En Taught in English
          Conducting a research project using a scientific approach course
        SINCD9J - Computer vision Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
        ^En Taught in English
          Conducting a research project using a scientific approach course
        SSCC04B - Machine learning in cog. sci : advanced case studies (externe) Constituent element
        Volume: 30h (CM: 15h, TD: 15h)
      - SINCK15 - Maîtriser les aspects avancés de l’apprentissage automatique Bloc de connaissances et de compétences
        Volume: 91h
        SINCUE1 - Maîtriser les aspects avancés de l’apprentissage automatique Teaching unit for 9 credits value
        Volume: 91h
        SINCC8B - Modèles de langage Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
          Conducting a research project using a scientific approach course
        SINCD9C - Apprentissage automatique 1 Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
          Conducting a research project using a scientific approach course
        SINCD9D - Deep learning Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
          Conducting a research project using a scientific approach course
        SINCD9E - Modélisation et résolution pour l'optimisation Constituent element
        Volume: 27h (CM: 10h, TD: 10h, TP: 7h)
          Conducting a research project using a scientific approach course
        SINCXD9 - Options Élément constitutif à choix
        Volume: 28h
        SINCC8H - Prédiction structurée pour le traitement auto. de la langue Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
        ^En Taught in English
          Conducting a research project using a scientific approach course
        SINCD9F - Apprentissage par renforcement Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
        ^En Taught in English
          Conducting a research project using a scientific approach course
        SINCD9G - Signal apprentissage et multimédia Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
        ^En Taught in English
          Conducting a research project using a scientific approach course
        SINCD9I - Apprentissage automatique 2 Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
        ^En Taught in English
          Conducting a research project using a scientific approach course
        SINCD9J - Computer vision Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
        ^En Taught in English
          Conducting a research project using a scientific approach course
        SSCC04B - Machine learning in cog. sci : advanced case studies (externe) Constituent element
        Volume: 30h (CM: 15h, TD: 15h)
      - SINCK16 - Maîtriser les protocoles expérimentaux en apprentissage Bloc de connaissances et de compétences
        Volume: 76h
        SINCUE2 - Maîtriser les protocoles expérimentaux en apprentissage Teaching unit for 8 credits value
        Volume: 76h
        SINCC8B - Modèles de langage Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
          Conducting a research project using a scientific approach course
        SINCD9D - Deep learning Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
          Conducting a research project using a scientific approach course
        SINCE2A - Méthodologie Constituent element
        Volume: 12h (CM: 4h, TD: 4h, TP: 4h)
        SINCXD9 - Options Élément constitutif à choix
        Volume: 28h
        SINCC8H - Prédiction structurée pour le traitement auto. de la langue Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
        ^En Taught in English
          Conducting a research project using a scientific approach course
        SINCD9F - Apprentissage par renforcement Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
        ^En Taught in English
          Conducting a research project using a scientific approach course
        SINCD9G - Signal apprentissage et multimédia Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
        ^En Taught in English
          Conducting a research project using a scientific approach course
        SINCD9I - Apprentissage automatique 2 Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
        ^En Taught in English
          Conducting a research project using a scientific approach course
        SINCD9J - Computer vision Constituent element
        Volume: 27h (CM: 9h, TD: 9h, TP: 9h)
        ^En Taught in English
          Conducting a research project using a scientific approach course
        SSCC04B - Machine learning in cog. sci : advanced case studies (externe) Constituent element
        Volume: 30h (CM: 15h, TD: 15h)
    - SINDSAL - Sem 4 M2 IA et apprentissage automatique Semester for 30 credits value
      - SINDK14 - Expérimenter la recherche et développement Bloc de connaissances et de compétences
        SINDU27 - Expérimenter la recherche et développement Teaching unit for 30 credits value
        SIND27A - Communication scientifique Constituent element
        ^En Taught in English
        Conducting a research project using a scientific approach course
        SIND27B - Stage IAAA Constituent element
        ^En Taught in English
        Professional integration course

Typical course list

Further information

TO BE SELECTED ON MASTER 1

SUBMIT AN APPLICATION

Discilpine : Science and Technology
Departement : Faculty of Science
Credits : 120
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Registration fees

Initial training fees : 243 €
Fee rate : plus d'informations...
Differentiated fee rate for non-EU students : plus d'informations...
Continuing education fees : plus d'informations...

ORIENTATION CONTACT

SUIO d'Aix-Marseille University service

COURSE CATALOGUE 2024 - 2025

Master in Computer Science PARCOURS INTELLIGENCE ARTIFICIELLE ET APPRENTISSAGE AUTOMATIQUE (IAAA)

Responsables

Aims

Fundamental prerequisites

Fundamental prerequisites

Learning sites

Learning and research

School registration

Professional skills to be acquired

NSF Domains

Typical course list

Further information

Master in Computer Science
PARCOURS INTELLIGENCE ARTIFICIELLE ET APPRENTISSAGE AUTOMATIQUE (IAAA)