Post-Doctoral Research Visit F/M privacy preserving federated learning with applications in medical domains

Il y a 7 mois


Villeneuved'Ascq, France INRIA Temps plein

Contexte et atouts du poste

This post-doctoral position will be supported by the project. While this position will be in the MAGNET team in Lille, we will collaborate with the several European project partners.

While AI techniques are becoming ever more powerful, there is a growing concern about potential risks and abuses. As a result, there has been an increasing interest in research directions such as privacy-preserving machine learning, explainable machine learning, fairness and data protection legislation.
Privacy-preserving machine learning aims at learning (and publishing or applying) a model from data while the data is not revealed. Notions such as (local) differential privacy and its generalizations allow to bound the amount of information revealed.

 The MAGNET team is involved inthe related TRUMPET, FLUTE and REDEEM projects, and is looking for team members who can in close collaboration with other team members and national & international partners contribute to one or more of these projects. All of these projects aim at researching and prototyping algoirhtms for secure, privacy-preserving federated learning in settings with potentially malicious participants. The TRUMPET and FLUTE projects focus on applications in the field of oncology, while the REDEEM project has no a priori fixed application domain.

 The start and end date of the offered post-doctoral positions can be negotiated, subject to the administrative constraints that they start at the earliest on 1/5/2024 and end before or around 30/04/2026 and that individual contracts last no longer than 2 years. 

Mission confiée

The recruited post-doc will collaborate with colleagues in the MAGNET team and the TRUMPET, FLUTE and REDEEM project consortia.

If the research features a prototype, it will contribute to the project's open source library.

We hope the post-doc can bring new expertise to the group and/or can help intensifying collaboration in the project consortium. He will collaborate closely with the other group members on realizing the research objectives of the project. Engineers in the team can support the prototyping and validation.

Possible topics of research include (but are not limited to):

Cryptography-based strategies to improve the security of privacy-preserving AI systems. Inference methods for privacy assessment and/or theory for statistical privacy in general Programming language strategies such as those relevant in compilers and interpreters Design and development of the TRUMPET/FLUTE platform and its supporting algorithms.

Principales activités

Contribute to the research of theprojects Collaborate with other MAGNET and project team members Collaborate with engineers to prototype proposed algorithms and validate them Disseminate research results

Compétences

The following skills are desired for this position:

a strong research background in the domain of the project (or at least a specific area such as privacy, cryptography, statistics, distributed systems, ...) good communication and reporting skills, and an interest in collaborative work proficiency in English

Avantages

Subsidized meals Partial reimbursement of public transport costs Leave: 7 weeks of annual leave + 10 extra days off due to RTT (statutory reduction in working hours) + possibility of exceptional leave (sick children, moving home, etc.) Possibility of teleworking and flexible organization of working hours Professional equipment available (videoconferencing, loan of computer equipment, etc.) Social, cultural and sports events and activities Access to vocational training Social security coverage

Rémunération

Gross monthly salary (before taxes) : 2 788 €



  • Villeneuve-d'Ascq, Hauts-de-France Inria Temps plein

    Job SummaryWe are seeking a skilled Machine Learning Engineer to join our team at Inria, working on a project with the Lille Hospital to develop an open-source library for private and decentralized machine learning. The successful candidate will consolidate and extend the existing library, integrate it into partner hospitals' information systems, deploy it...


  • Villeneuve-d'Ascq, Hauts-de-France Inria Temps plein

    About the ProjectThe DecLearn project is an open-source library developed by the INRIA-MAGNET team in collaboration with the Lille Hospital. The goal of this project is to create a decentralized and privacy-preserving machine learning framework for multi-centric medical studies.As a Private and Federated Machine Learning Specialist, you will play a crucial...


  • Villeneuve-d'Ascq, Hauts-de-France Inria Temps plein

    About UsAt Inria, we strive to create a work environment that supports our employees in their personal and professional growth. Our values are based on three main principles: excellence, equity, and diversity. We aim to promote synergies between researchers and industrialists, leading to the transfer of skills and expertise in digital technologies.Salary...


  • Villeneuve-d'Ascq, Hauts-de-France Inria Temps plein

    We are seeking a highly skilled Data Scientist to join our team at Inria University of Lille centre. As a Data Scientist, you will play a key role in the development of the open-source library DecLearn for private and decentralized/federated machine learning and data analysis.Job DescriptionThe successful candidate will be responsible for consolidating and...


  • Villeneuve-d'Ascq, Hauts-de-France Inria Temps plein

    About the JobInria, a leading French research institute in digital sciences, seeks a Senior Machine Learning Engineer to join its INRIA-MAGNET team at the University of Lille. As part of this role, you will work on developing an open-source library for private and decentralized machine learning, focusing on multi-centric medical studies across several...


  • Villeneuve-d'Ascq, Hauts-de-France Inria Temps plein

    We are seeking a highly skilled Federated Machine Learning Specialist to join our research team at Inria University of Lille centre. As a key member of our team, you will play a crucial role in developing open source libraries for private and decentralized machine learning. Your primary responsibility will be to consolidate and extend the existing DecLearn...


  • Villeneuve-d'Ascq, Hauts-de-France Inria Temps plein

    Job OverviewWe are seeking a highly skilled Machine Learning Engineer for Private and Decentralized Healthcare to join our team at Inria University of Lille. As a key member of our research team, you will be responsible for developing and implementing decentralized machine learning algorithms for medical studies.The ideal candidate will have strong...


  • Villeneuve-d'Ascq, Hauts-de-France Inria Temps plein

    About the JobWe are seeking a Private Machine Learning Engineer for Medicine to join our team at Inria University of Lille centre. As a key member of our research team, you will play a crucial role in developing open source libraries for private and decentralized machine learning. Your primary responsibility will be to consolidate and extend the existing...


  • Villeneuve-d'Ascq, Nord, France Inria Temps plein

    A propos du centre ou de la direction fonctionnelle The Inria University of Lille centre, created in 2008, employs 360 people including 305 scientists in 15 research teams. Recognised for its strong involvement in the socio-economic development of the Hauts-De-France region, the Inria University of Lille centre pursues a close relationship with large...

  • Engineer Contractor

    il y a 2 semaines


    Villeneuve-d'Ascq, Nord, France Inria Temps plein

    A propos du centre ou de la direction fonctionnelle The Inria University of Lille centre, created in 2008, employs 360 people including 305 scientists in 15 research teams. Recognised for its strong involvement in the socio-economic development of the Hauts-De-France region, the Inria University of Lille centre pursues a close relationship with large...


  • Villeneuve-d'Ascq, France INRIA Temps plein

    Contexte et atouts du poste In his/her journey of postdoc, the candidate will be supported by . Debabrota is affiliated with the  The candidate is expected to work on understanding impact of different types of constraints and structures on the performance and design of bandit and RL algorithms. The project is expected to simulate the existing and...


  • Villeneuve-d'Ascq, Hauts-de-France Institut Mines-Télécom Temps plein

    Discover a challenging opportunity as a Post-Doctoral Researcher at Institut Mines-Télécom, where you will contribute to the development of innovative solutions for next-generation wireless communication systems. This 18-month contract, available immediately, offers a unique chance to work on cutting-edge research in hybrid beamforming for MU-MIMO sub-THz...


  • Villeneuve-d'Ascq, France Inria Temps plein

    _Le descriptif de l’offre ci-dessous est en Anglais_ **Type de contrat**: CDD **Niveau de diplôme exigé**: Bac + 5 ou équivalent **Fonction**: Doctorant **Niveau d'expérience souhaité**: Jeune diplômé **A propos du centre ou de la direction fonctionnelle**: The Inria University of Lille centre, created in 2008, employs 360 people including 305...


  • Villeneuve-d'Ascq, Hauts-de-France Institut Mines-Télécom Temps plein

    Company OverviewInstitut Mines-Télécom is a leading institution in education and research, with a strong focus on engineering and digital technologies. Our mission is to provide students with responsible engineering practices, carry out R&D activities leading to outstanding innovations, and support territorial development through innovation and...

  • Research Engineer

    il y a 1 semaine


    Villeneuve-d'Ascq, Hauts-de-France Institut Mines-Télécom Temps plein

    Job OverviewInstitut Mines-Télécom is seeking a talented Research Engineer to join our team in Villeneuve d'Ascq, France. As a key member of our research group, you will contribute to the development of innovative robotic solutions for aquatic drones.This is a 6-month postdoctoral position starting from September 2024. The ideal candidate will have a...


  • Villeneuve-d'Ascq, Hauts-de-France Inria Temps plein

    Benefits and PerksWe offer a competitive compensation package, including an estimated salary of approximately €60,000 - €80,000 per year, depending on experience. You will also enjoy a range of benefits and perks, such as:Subsidized meals.Partial reimbursement of public transport costs.Leave: 7 weeks of annual leave + 10 extra days off due to RTT...


  • Villeneuve-d'Ascq, Hauts-de-France Institut Mines-Télécom Temps plein

    About Institut Mines-TélécomInstitut Mines-Télécom is a public establishment belonging to the IMT group, placed under the supervision of the Ministry of Economy, Finance and Industrial and Digital Sovereignty. Our mission is to provide high-quality education and research in engineering and digital technologies, driving innovation and territorial...


  • Villeneuve-d'Ascq, France Inria Temps plein

    Le descriptif de l’offre ci-dessous est en Anglais_ **Type de contrat **:CDD **Niveau de diplôme exigé **:Thèse ou équivalent **Fonction **:Chercheur contractuel **Niveau d'expérience souhaité **:De 3 à 5 ans **A propos du centre ou de la direction fonctionnelle**: The Inria University of Lille centre, created in 2008, employs 360 people...

  • Innovative Robotics Researcher

    il y a 2 semaines


    Villeneuve-d'Ascq, Hauts-de-France Institut Mines-Télécom Temps plein

    Located in a prime position at the heart of Europe, Institut Mines-Télécom is a leading public establishment dedicated to providing students with ethically responsible engineering practices and carrying out R&D activities that lead to outstanding innovations.The institute has three main objectives: provide our students with engineering practice enabling...

  • Postdoctoral Researcher

    il y a 2 semaines


    Villeneuve-d'Ascq, Hauts-de-France Institut Mines-Télécom Temps plein

    Company OverviewInstitut Mines-Télécom is a public establishment belonging to IMT, placed under the supervision of the Ministry of Economy, Finance and Industrial and Digital Sovereignty. Our institution has three main objectives: providing students with ethically responsible engineering practice, carrying out R&D activities leading to outstanding...