Emplois actuels liés à PhD Position F/M PhD student on privacy-preserving federate learning with applications in oncology - Villeneuved'Ascq, Hauts-de-France - INRIA
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PhD Researcher in Privacy-Preserving Federated Learning for Oncology
il y a 4 semaines
Villeneuve-d'Ascq, Hauts-de-France INRIA Temps pleinAbout INRIA and This Opportunity INRIA is a leading French research institute dedicated to advancing computer science and digital technologies. We are seeking a highly motivated PhD student to join our MAGNET team, specializing in privacy-preserving machine learning. The Project: Advancing Secure AI for Oncology This PhD position is embedded within...
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Villeneuve-d'Ascq, Hauts-de-France INRIA Temps pleinJob DescriptionProject OverviewThis PhD student position is part of the MAGNET team's research efforts in privacy-preserving machine learning, focusing on federated learning applications in oncology. The project aims to develop secure and private algorithms for learning from data while protecting sensitive information.Research ObjectivesContribute to the...
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Villeneuve-d'Ascq, Hauts-de-France INRIA Temps pleinJob OpportunityWe are seeking a highly motivated PhD student to join our team at INRIA and contribute to the development of privacy-preserving federated learning algorithms for applications in oncology.About the ProjectThe project focuses on researching and prototyping algorithms for secure, privacy-preserving federated learning in settings with potentially...
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PhD Position in Privacy-Preserving Federated Learning
il y a 3 jours
Villeneuve-d'Ascq, Hauts-de-France INRIA Temps pleinJob DescriptionProject OverviewThe MAGNET team at INRIA is seeking a PhD student to contribute to the development of privacy-preserving federated learning algorithms for applications in oncology. The successful candidate will work closely with the project team and international partners to design and implement secure machine learning models.Research...
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PhD Position in Privacy-Preserving Federated Learning
il y a 1 heure
Villeneuve-d'Ascq, Hauts-de-France INRIA Temps pleinJob DescriptionProject OverviewThe MAGNET team at INRIA is seeking a PhD student to contribute to the development of privacy-preserving federated learning algorithms for applications in oncology. The successful candidate will work closely with the project team and international partners to design and implement secure machine learning models.Research...
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PhD Position in Privacy-Preserving Federated Learning
il y a 2 jours
Villeneuve-d'Ascq, Hauts-de-France INRIA Temps pleinJob DescriptionProject OverviewThe MAGNET team at INRIA is seeking a PhD student to contribute to the development of privacy-preserving federated learning algorithms in the context of oncology. The successful candidate will work closely with the project team and international partners to design and implement secure machine learning models.Research...
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Villeneuve-d'Ascq, Hauts-de-France INRIA Temps pleinJob DescriptionAbout the RoleWe are seeking a highly motivated PhD researcher to join our team at INRIA and contribute to the development of privacy-preserving federated learning algorithms for applications in oncology.Key ResponsibilitiesConduct research on privacy-preserving federated learning techniques and their applications in oncologyCollaborate with...
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Villeneuve-d'Ascq, Hauts-de-France INRIA Temps pleinJob DescriptionContext and Key ResponsibilitiesThis PhD researcher position will be supported by the project, focusing on developing innovative solutions for privacy-preserving federated learning in oncology applications. As a member of the MAGNET team at INRIA, you will collaborate with colleagues and project partners to advance the research and development...
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PhD Researcher in Reinforcement Learning: Robustness and Privacy
il y a 4 semaines
Villeneuve-d'Ascq, Hauts-de-France INRIA Temps pleinAbout INRIA and This Opportunity INRIA is a leading French research institute dedicated to advancing computer science and digital technologies. We are seeking a highly motivated PhD candidate to join our team and contribute to cutting-edge research in reinforcement learning (RL). Research Focus: Responsible AI through Robustness and Privacy in Reinforcement...
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Scientific Programmer in Privacy-Preserving Federated Learning
il y a 4 semaines
Villeneuve-d'Ascq, Hauts-de-France INRIA Temps pleinAbout INRIA and the MAGNET Team INRIA is a leading French research institute dedicated to advancing computer science and its applications. The MAGNET team, based in Lille, focuses on developing innovative solutions for privacy-preserving machine learning, particularly in the context of federated learning. The Role: Scientific Programmer We are seeking a...
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Privacy-Preserving Federated Learning Researcher
il y a 4 semaines
Villeneuve-d'Ascq, Hauts-de-France INRIA Temps pleinAbout INRIA and the MAGNET Team INRIA is a leading French research institute dedicated to advancing computer science and digital technologies. The MAGNET team, based within INRIA, specializes in secure and privacy-preserving machine learning techniques. Project Context and Opportunities The increasing power of AI brings both exciting possibilities and...
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Villeneuve-d'Ascq, Hauts-de-France INRIA Temps pleinJob DescriptionContext and OpportunitiesWe are seeking a highly motivated PhD researcher to join our team at INRIA, working on the PEPR project FOUNDRY. The successful candidate will be supervised by Debabrota and Emilie and will have the opportunity to collaborate with researchers and groups working on privacy-preserving machine learning, robustness,...
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Villeneuve-d'Ascq, Hauts-de-France INRIA Temps pleinJob DescriptionContext and OpportunitiesWe are seeking a highly motivated PhD researcher to join our team at INRIA, working on the PEPR project FOUNDRY. The successful candidate will be supervised by Debabrota and Emilie, and will have the opportunity to collaborate with researchers and groups working on privacy-preserving machine learning, robustness,...
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Postdoctoral Researcher in Privacy-Preserving Federated Learning
il y a 2 semaines
Villeneuve-d'Ascq, Hauts-de-France INRIA Temps pleinAbout the PositionWe are seeking a highly skilled Postdoctoral Researcher to join our team at INRIA, focusing on privacy-preserving federated learning with applications in medical domains.Research ContextThe MAGNET team at INRIA is involved in several European projects, including TRUMPET, FLUTE, and REDEEM, which aim to research and prototype algorithms for...
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Villeneuve-d'Ascq, Hauts-de-France INRIA Temps pleinJob DescriptionAbout the PositionThis postdoctoral research position is part of the MAGNET team at INRIA, focusing on privacy-preserving federated learning with applications in medical domains. The successful candidate will collaborate with colleagues in the MAGNET team and the TRUMPET, FLUTE, and REDEEM project consortia.Research ObjectivesThe recruited...
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Villeneuve-d'Ascq, Hauts-de-France INRIA Temps pleinJob DescriptionContext and Key ResponsibilitiesIn the pursuit of a doctoral thesis, the selected candidate will be supported by the PEPR project FOUNDRY and supervised by experienced researchers. The candidate will be affiliated with a prestigious research institution.As reinforcement learning algorithms are increasingly deployed in real-world applications,...
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Villeneuve-d'Ascq, Hauts-de-France INRIA Temps pleinJob DescriptionContext and Key ResponsibilitiesIn the pursuit of a doctoral thesis, the selected candidate will be supported by the PEPR project FOUNDRY and supervised by experienced researchers. The candidate will be affiliated with a prestigious research institution.As reinforcement learning algorithms are increasingly deployed in real-world applications,...
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Villeneuve-d'Ascq, Hauts-de-France INRIA Temps pleinContext and Advantages of the PositionIn the framework of the PEPR project FOUNDRY, we are seeking a PhD researcher to work on the topic of responsible reinforcement learning, focusing on robustness and privacy in sequential decision making. The candidate will be supervised by Debabrota and Emilie, affiliated with INRIA.Research ObjectivesThe project aims to...
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Villeneuve-d'Ascq, Hauts-de-France INRIA Temps pleinContext and Advantages of the PositionIn the framework of the PEPR project FOUNDRY, we are seeking a PhD researcher to work on the topic of responsible reinforcement learning, focusing on robustness and privacy in sequential decision making. The candidate will be supervised by Debabrota and Emilie, affiliated with INRIA.Research ObjectivesThe project aims to...
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PhD Student in IoT Security
il y a 6 jours
Villeneuve-d'Ascq, Hauts-de-France INRIA Temps pleinJob DescriptionContext and OpportunitiesThe PhD student will be co-supervised by Valeria Loscri (FUN Team) and Kevin Jiokeng (École Polytechnique) in the context of the National project NEMIoT (NEtwork Methods for IoT). This project aims at developing new methods to increase trust in IoT devices before and after their deployment on existing network...
PhD Position F/M PhD student on privacy-preserving federate learning with applications in oncology
Il y a 3 mois
Contexte et atouts du poste
This PhD student 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. Statistical privacy allows for bounding 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.
Mission confiée
The recruited PhD student will collaborate with colleagues in the MAGNET team and the project consortia in general. Part of the work may involve travel to other partners.
If the research features a prototype, it will contribute to the project's open source library and may be supported by engineers in the team.
Possible domains of research include (but are not limited to):
Relevant topics in cryptography, statistics, distributed computing and programming languages Design and development of the open source libraryPrincipales activités
Contribute to the research of the TRUMPET, FLUTE and REDEEM projects Collaborate with other MAGNET team members and project partners Disseminate research resultsCompétences
The ideal candidate will have the following skills:
Good mastery of English A strong background in computer science and mathematics. Subject matters which will be needed during the research include (but are not limited to) machine learning, statistics, cryptography, distributed systems, constraint programming and programming languages. Good programming skills (e.g., C/C++ or python) and supporting tools. Relational skills, e.g., working in a team, effective reporting and communication with all involved stakeholders.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 coverageRémunération
1st and 2nd year : 2100€ gross monthly salary (before taxes)
3rd year : 2190€ gross monthly salary (before taxes)
