Private and Decentralized Machine Learning
Il y a 6 mois
Le descriptif de l’offre ci-dessous est en Anglais_
**Type de contrat **:CDD**Contrat renouvelable **:Oui**Niveau de diplôme exigé **:Bac + 5 ou équivalent**Autre diplôme apprécié **:PhD**Fonction **:Ingénieur scientifique contractuelA 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.
Contexte et atouts du poste
The successful applicant will have the opportunity to travel and collaborate with such international partners. All travel expenses will be covered by Inria.
Mission confiée
The recruited engineer is expected to contribute to the implementation of a distributed data vault that can (i) store personal data while keeping it safe from third parties, (ii) support computation on encrypted or otherwise protected personal data to obtain aggregate statistics while respecting the privacy of the individual data items, (iii) provide means to remunerate users that enable computation on their personal data.
More specifically, the engineer will intially work on key management and distribution protocols. In particular, they will work on use of trusted execution environments like Intel SGX, ARM TrustZone and IOS's Secure Enclave, to store and process private information in the key-management process.
Later on they will contribute to the implementation of privacy-preserving machine-learning algorithms using TEEs, multiparty computation and other cryptographic techniques.
The engineer will work in close contact with the researchers involved in the project, both at Inria, and at KU Leuven. They will also have frequent interaction with other project partners across Europe.
Principales activités
- Understanding the specification operation usage of Trusted Execution Environments.
- Understanding the specification of the Key Distribution Protocols developed by the project.
- Testing the feasibility of specific operations on Android and IOS.
- Designing and implementing the necessary software components for
- key management
- privacy preserving machine learning
- Testing
- Writing documentation
Compétences
**Technical**:
- Proficiency in C and C++
- Knowledge of Rust, Swift and/or Kotlin is a plus.
- At least basic terminal usage: bash or other environments
- Familiarity with git
**Non technical**:
- Fluent written and spoken English
- French can be a plus
- Ability to work in a team
- Flexibility
- Planning and ability to meet deadlines
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 from 2655 euros according to diploma and experience
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