All university degree programs have been structured and labelled according to three categories:
- Artificial intelligence (AI) specialists (core AI and AI integration),
- Interdisciplinary programs of the artificial Intelligence + X type (AI applications).
The list of labelled programs is provided below, degree programs taught in french are listed in french; those taught in english are listed in english.
Core AI
An international Master’s program in trustworthy artificial intelligence will open in Toulouse in the 2027 academic year!
This Master’s program will directly address the growing demand for specialized skills in the digital sector, where trust has become a strategic priority. The pedagogical approach is built upon three core pillars:
- Training in advanced AI technologies, with a specialization in Trustworthy AI (robustness, explainability, transparency, and frugality)—critical skills identified as essential for responsible AI development by France 2030 and the European AI Act.
- A multidisciplinary perspective, integrating ethical, legal, and social dimensions of AI to equip professionals with the ability to anticipate and manage the societal impacts of these technologies.
- Project-based learning in close collaboration with ANITI and its industrial partners, ensuring that the competencies developed are aligned with current market needs.
Graduates will be ideally equipped to take on strategic roles in R&D, design, and deployment of AI solutions in critical sectors such as aerospace, healthcare, and mobility—where trust in AI systems is paramount.
| Degree | Department or specialization | Course | Institution |
| Ingénieur | ENAC | Majeure SITA Option IA (PDF – 833ko) | ENAC |
| Ingénieur M2 | Digital sciences | HPC-Big Data | Toulouse INP – ENSEEIHT |
| Mastère spécialisé | Digital sciences | Valorisation des Données Massives (ValDoM | Toulouse INP – ENSEEIHT |
| Ingénieur M1 M2 | Applied mathematics | Modélisation Mathématique Statistique (MMS | INSA |
| Ingénieur M1 M2 | Mathematical engineering and modeling | Modélisation & Intelligence Artificielle (ModIA) | INSA – Toulouse INP – ENSEEIHT |
| Ingénieur M2 | ISAE | Sciences des Données et de la Décision (SDD) | ISAE Supaero |
| Licence 3 | Economie et MIASHS | TSE | |
| Master | Econometrics, statistics | Data Science for Social Sciences (D3S) | TSE |
| Master | Applied mathematics, statistics | Mathematics and Economic Decision (MED) | TSE |
| Licence | Mathematics | Maths-Info en Double licence (MIDL) | University of Toulouse |
| Master | Computer science | Intelligence Artificielle : Fondements et Applications (IAFA) | University of Toulouse – ENAC – Toulouse INP ENSEEIHT – INSA |
| Master | Computer science | Interactions de l’Informatique et des Mathématiques pour l’IA (IMA) | University of Toulouse – ENAC – Toulouse INP ENSEEIHT – INSA |
| Master | Computer science | Recherche opérationnelle, Optimisation (RO) | University of Toulouse – ENAC – Toulouse INP ENSEEIHT – INSA |
| Master | Mathématiques et applications | Mathématique Appliquées Pour l’Ingénierie, l’Industrie et l’Innovation (MAPI3) | University of Toulouse – ENAC – INSA |
| Master | Mathematics and applications | Interactions de l’Informatique et des Mathématiques pour l’IA (IMA) | University of Toulouse – ENAC- INSA |
| Master | Mathematics and applications | Recherche opérationnelle, Optimisation (RO) | University of Toulouse – ISAE Supaero – ENAC – INSA |
| Ingénieur M1 M2 | Robotic and interactive systems | Systèmes Robotiques et Interactifs (SRI) | University of Toulouse – UPSSITECH |
AI Integration
| Degree | Department or specialization | Course | Institution |
| Ingénieur M1 M2 | Electronics, electrical energy, and automation | IATI | Toulouse INP ENSEEIHT |
| Ingénieur M2 | Digital sciences | Image et Multimédia | Toulouse INP ENSEEIHT |
| Ingénieur | Electrical and computer engineering | SystèmeS Distribués et Big Data (SSDBD) | INSA |
| IngénieurM2 | Electrical and computer engineering | Systèmes Informatiques Embarqués Critiques | INSA |
| Mastère spécialisé | ISAE | Artificial Intelligence and Business Transformation (AIBT) | ISAE Supaero |
| Master | Computer science | Science et Ingénierie des Données (SID) | University of Toulouse – ENAC – Toulouse INP ENSEEIHT – INSA |
| Master | Computer science | Computer Science for Aerospace (CSA) | University of Toulouse – ENAC – Toulouse INP ENSEEIHT – INSA |
| M1 | Mathematics and applications | Mathématiques – Enseignement Supérieur et Recherche (ER) | University of Toulouse 3 – ISAE Supaero – ENAC – INSA |
| Master | Mathematics and applications | Science et Ingénierie des Données (SID) | University of Toulouse – ENAC – INSA |
| M2 | Economics | Statistique et Econométrie (SE) Intégration | TSE |
Labelled teaching units.
Some training pathways are not labelled, as they are not fully dedicated to Artificial Intelligence, but they include labelled teaching units. These pathways are listed in the tables below.
Core AI
| Degree | Department or specialization | Course | Institution |
| Ingénieur M1 | ENAC | Mineure Sciences des Données pour l’Igénieur (SD) | ENAC |
| Ingénieur M2 | ISAE | Domaine Neuro-IA | ISAE Supaero |
| Ingénieur | ENAC | Mineure Optimisation Pour le Transport Aérien (OPTA) | ENAC |
AI Integration
AI + X
| Degree | Department or specialization | Course | Institution |
| M2 | Economics | Economic Theory and Econometrics (ETE) | TSE |
| M2 | Economics | Economics and Competition Law (ECL) | TSE |
| Ingénieur M2 | Electrical and computer engineering | Systèmes Informatiques Embarqués Critiques | INSA |
| M2 | Bioinformatics | Bioinformatique et Biologie des Systèmes | University of Toulouse |
| M2 | Bioinformatics | Bioinformatique et Génomique Environnementale | University of Toulouse |
| Master | Linguistics | Linguistique, Informatique, Technologies du Langage (LITL) | University of Toulouse 2 |
| Master | Social sciences | Management de Projets Industriels et Innovants (MP2I) | University of Toulouse 2 |
| Master | Sociology | REseaux et SOciétés: données, méthodes, analyses (RESO) | University of Toulouse 2 |
| M1 | Tourism | TIC Appliquées au Développement des Territoires Touristiques (TIC ADTT) | University of Toulouse 2 |