Phd Position F/m Reliability of Large Foundation
Il y a 3 mois
Le descriptif de l’offre ci-dessous est en Anglais_
**Type de contrat **:CDD
**Niveau de diplôme exigé **:Bac + 5 ou équivalent
**Fonction **:Doctorant
**A propos du centre ou de la direction fonctionnelle**:
The Inria Rennes - Bretagne Atlantique Centre is one of Inria's eight centres and has more than thirty research teams. The Inria Center is a major and recognized player in the field of digital sciences. It is at the heart of a rich R&D and innovation ecosystem: highly innovative PMEs, large industrial groups, competitiveness clusters, research and higher education players, laboratories of excellence, technological research institute, etc.
**Mission confiée**:
This Ph.D. aims to identify hardware and software vulnerabilities in LFM-based systems and propose error mitigation techniques.
**References**
[1] Jakubik, Johannes et al. “Foundation Models for Generalist Geospatial Artificial Intelligence.” preprint, 2023
[2] Fang, Yuxin et al. “EVA-02: A Visual Representation for Neon Genesis.” preprint, 2023
[3] Knopp, T. et al. "AMD Versal AI Edge Series Gen 2 for Vision and Automotive." _2024 IEEE Hot Chips 36 Symposium,_ 2024.
[4] Maillard, Pierre, et al. "Heavy-ion and proton characterization of AMD 7nm Versal multicore scalar processing system (PS)." 22nd European Conference on Radiation and Its Effects on Components and Systems, 2022.
**Principales activités**:
The Ph.D. student will characterize the impact of radiation-induced faults on system reliability on large accelerators like **AMD** **Versal SoC** for vision, language processing, and multimodal LFMs [3]. The results will be combined with software simulation data to identify effective hardening solutions. The Ph.D. student will work on developing new fault tolerance approaches tailored for LFMs. Standard fault tolerance techniques may introduce unacceptable overhead. We will conduct a comprehensive fault propagation analysis to propose efficient and effective hardening methods.
**The Ph.D. student will participate in international experiments and internships** at laboratories like Rutherford Appleton Laboratory in the UK and Los Alamos National Laboratory in the USA. In addition, the student will participate in conferences and international projects. This can help them to develop their research skills and network with other professionals in their field.
**Compétences**:
**Required technical skills (mandatory)**:
- Good knowledge of computer architectures and embedded systems
- Good knowledge of hardware design (HDL or HLS)
- Basics of Machine Learning
**Not mandatory skills**:
- Experience in fault-tolerant architectures is a plus
- Experience with machine learning frameworks like Pytorch and TensorFlow
**Languages**: proficiency in written English and fluency in spoken English are required.
**Other values appreciated: Open-mindedness, strong integration skills, and team spirit.**
**Avantages**:
- Subsidized meals
- Partial reimbursement of public transport costs
- Possibility of teleworking (90 days per year) and flexible organization of working hours
- Partial payment of insurance costs
**Rémunération**:
monthly gross salary amounting to 2100 euros for the first and second years and 2190 euros for the third year
**Informations générales**:
- **Thème/Domaine**: Architecture, langages et compilation
Système & réseaux (BAP E)
- **Ville**: Rennes
- **Centre Inria**: Centre Inria de l'Université de Rennes
- **Date de prise de fonction souhaitée**: 2024-12-01
- **Durée de contrat**: 3 ans
- **Date limite pour postuler**: 2024-11-23
**Consignes pour postuler**:
Please submit online : your resume, cover letter and letters of recommendation eventually
**Sécurité défense**:
Ce poste est susceptible d’être affecté dans une zone à régime restrictif (ZRR), telle que définie dans le décret n°2011-1425 relatif à la protection du potentiel scientifique et technique de la nation (PPST). L’autorisation d’accès à une zone est délivrée par le chef d’établissement, après avis ministériel favorable, tel que défini dans l’arrêté du 03 juillet 2012, relatif à la PPST. Un avis ministériel défavorable pour un poste affecté dans une ZRR aurait pour conséquence l’annulation du recrutement.
**Politique de recrutement**:
Dans le cadre de sa politique diversité, tous les postes Inria sont accessibles aux personnes en situation de handicap.
**Contacts**:
- **Équipe Inria**: TARAN
- **Directeur de thèse**:
**A propos d'Inria**:
Inria est l’institut national de recherche dédié aux sciences et technologies du numérique. Il emploie 2600 personnes. Ses 215 équipes-projets agiles, en général communes avec des partenaires académiques, impliquent plus de 3900 scientifiques pour relever les défis du numérique, souvent à l’interface d’autres disciplines. L’institut fait appel à de nombreux talents dans plus d’une quarantaine de métiers différents. 900 personnels d’appui
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