Postdoctoral Researcher in Cooperative Inference Strategies

il y a 1 mois


Technopole de Sophia Antipolis, France INRIA Temps plein
Job Description

Context and Opportunities

This postdoctoral research position is part of the Inria-Nokia Bell Labs collaboration on LearnNet (Learning Networks). The successful candidate will work with a team of researchers from Inria and Nokia to develop novel inference delivery strategies for machine learning models.

Research Goals

The postdoctoral researcher will investigate inference delivery strategies for machine learning models in inference delivery networks (IDNs). IDNs are networks of computing nodes that coordinate to satisfy ML inference requests, achieving the best trade-off between latency and accuracy. The researcher will study how to implement inference delivery strategies at each node in the IDN, including simple strategies like serving locally or forwarding to more accurate models, as well as more complex strategies that combine inferences from models at different clients.

Main Activities

The postdoctoral researcher will conduct research in the area of machine learning and inference delivery networks. They may also be involved in supervising students and teaching activities.

Requirements

Candidates must hold a Ph.D. in Applied Mathematics, Computer Science, or a closely related discipline. They must also show evidence of research productivity and have strong mathematical background in optimization, statistical learning, or privacy. Knowledge of machine learning and good programming skills are also required.

Benefits

  • 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
  • Possibility of teleworking and flexible organization of working hours
  • Professional equipment available
  • Social, cultural, and sports events and activities
  • Access to vocational training
  • Social security coverage

Salary

Gross Salary: 2788 € per month



  • Technopole de Sophia Antipolis, France INRIA Temps plein

    Job DescriptionContext and OpportunitiesThis postdoctoral research position is part of the Inria-Nokia Bell Labs collaboration on the LearnNet project, focusing on cooperative inference strategies in inference delivery networks.Research GoalsWe seek a highly motivated researcher to study inference delivery strategies in inference delivery networks, with a...


  • Technopole de Sophia Antipolis, France INRIA Temps plein

    Job DescriptionContext and OpportunitiesThis postdoctoral research position is part of the Inria-Nokia Bell Labs collaboration on LearnNet (Learning Networks). The successful candidate will work with a team of researchers from Inria and Nokia to develop novel inference delivery strategies for machine learning models.Research GoalsThe postdoctoral researcher...

  • Postdoctoral Researcher

    Il y a 2 mois


    Technopole de Sophia Antipolis, France INRIA Temps plein

    About the PositionWe are seeking a highly skilled Postdoctoral Researcher to join our team at INRIA, focusing on Cooperative Inference Strategies. This position is part of a research project that aims to develop novel inference delivery networks for machine learning applications.Research GoalsThe successful candidate will work on designing and implementing...


  • Technopole de Sophia Antipolis, France INRIA Temps plein

    Research PositionThis postdoctoral research visit is part of the Inria-Nokia Bell Labs LearnNet challenge, focusing on cooperative inference strategies in machine learning. The successful candidate will work with a team of researchers to develop novel inference delivery networks, integrating machine learning models with different computational and memory...


  • Technopole de Sophia Antipolis, France INRIA Temps plein

    Job DescriptionContext and OpportunitiesThis postdoctoral research position is part of the Inria-Nokia Bell Labs collaboration on LearnNet (Learning Networks), a challenge that aims to develop innovative machine learning solutions for inference tasks.Research GoalsWe are seeking a highly motivated postdoctoral researcher to study inference delivery...


  • Technopole de Sophia Antipolis, France INRIA Temps plein

    Research Position in Cooperative Inference StrategiesThis postdoctoral research visit is part of the Inria-Nokia Bell Labs challenge LearnNet (Learning Networks). The researcher will work on inference delivery strategies in networks of computing nodes that coordinate to satisfy machine learning inference requests.Research GoalThe goal of this research is to...


  • Technopole de Sophia Antipolis, France INRIA Temps plein

    About the Position This Postdoctoral Research position is funded by the Inria-Nokia Bell Labs challenge: LearnNet (Learning Networks). Research Team Researchers involved in this project include: Inria: Giovanni Neglia, Chuan Xu, Aurélien Bellet Nokia: Fabio Pianese, Calvin Chen, Tianzhu Zhang Research Focus The primary focus of this research is on...


  • Technopole de Sophia Antipolis, France INRIA Temps plein

    Job AnnouncementINRIA seeks a highly motivated postdoctoral researcher to join our team and contribute to the development of cooperative inference strategies for machine learning. The successful candidate will work closely with our experts in the field of computer science and applied mathematics to advance the state-of-the-art in inference delivery networks...


  • Technopole de Sophia Antipolis, France INRIA Temps plein

    Job DescriptionContext and Key ResponsibilitiesThis postdoctoral research position is part of the Inria-Nokia Bell Labs collaboration, LearnNet (Learning Networks). The successful candidate will work on developing inference delivery strategies for machine learning models in Inference Delivery Networks (IDNs).Research ObjectivesThe primary goal of this...


  • Technopole de Sophia Antipolis, France INRIA Temps plein

    Job DescriptionWe are seeking a highly motivated postdoctoral researcher to join our team at INRIA to work on distributed machine learning at the network edge. The position is part of the EU-funded project dAIEDGE, which aims to develop distributed, trustworthy, efficient, and scalable AI at the Edge.The successful candidate will work with our team to...


  • Technopole de Sophia Antipolis, France INRIA Temps plein

    Job DescriptionWe are seeking a highly motivated postdoctoral researcher to join our team at INRIA to work on distributed machine learning at the network edge. The successful candidate will have a strong background in machine learning, optimization, and statistical learning, and will be able to apply mathematical techniques to model real-world...


  • Technopole de Sophia Antipolis, France INRIA Temps plein

    Researcher in Quantum MetasurfacesJoin INRIA as a Postdoctoral Researcher in Quantum Metasurfaces and contribute to the development of innovative numerical methods for systems of partial differential equations (PDEs) modeling nanoscale light-matter interaction problems.Context and ObjectivesThe Atlantis project-team at INRIA is a joint research initiative...


  • Technopole de Sophia Antipolis, France INRIA Temps plein

    About the PositionContext and RequirementsThe INRIA research center is seeking a highly skilled postdoctoral researcher to join our team and work on the dAIEDGE project, a European Union-funded network of excellence for distributed, trustworthy, efficient, and scalable AI at the edge.The successful candidate will have the opportunity to collaborate with our...


  • Technopole de Sophia Antipolis, France INRIA Temps plein

    Research Position Overview We are seeking a highly motivated postdoctoral researcher to join our team at INRIA and work on distributed machine learning at the network edge. The successful candidate will be part of the dAIEDGE project, a network of excellence for distributed, trustworthy, efficient, and scalable AI at the edge, funded by the European Union....


  • Technopole de Sophia Antipolis, France INRIA Temps plein

    Job OpportunityThe INRIA research centers are seeking a highly skilled Postdoctoral Researcher to join their team in the field of decentralized communications systems. This position is part of the national programme France 2030, funded by the French Government.Research FocusThe successful candidate will be working on the fundamental limits of reliability and...


  • Technopole de Sophia Antipolis, France INRIA Temps plein

    Context and ChallengesWe are seeking a postdoctoral researcher to join our team at INRIA to work on distributed machine learning at the edge. The successful candidate will be part of a research project focused on enhancing the European edge AI ecosystem.Background and MotivationsThe Internet was initially designed for time-sharing, but it has evolved to...


  • Technopole de Sophia Antipolis, France INRIA Temps plein

    Job OpportunityThe INRIA research centers are seeking a highly skilled Postdoctoral Researcher to join their team in the field of decentralized communications systems. This position is part of the national programme France 2030, funded by the French Government.Research FocusThe successful candidate will be working on the fundamental limits of reliability and...


  • Technopole de Sophia Antipolis, France INRIA Temps plein

    Job OpportunityThe INRIA research centers are seeking a highly skilled Postdoctoral Researcher to join their team in the field of decentralized communications systems. This position is part of a national collaboration network that includes INSA de Rennes.Research FocusThe successful candidate will work on the reliability and throughput of decentralized...


  • Technopole de Sophia Antipolis, France INRIA Temps plein

    Research ContextAs a postdoctoral researcher in the Atlantis project-team at Inria, you will contribute to the development of innovative numerical methods for systems of partial differential equations (PDEs) modeling nanoscale light-matter interaction problems. Our team is working on the DIOGENeS software suite, which implements Discontinuous Galerkin (DG)...


  • Technopole de Sophia Antipolis, France INRIA Temps plein

    Context and Advantages of the PositionThe SPARKS/WIMMICS team at INRIA invites applications for a postdoctoral position in the field of argument mining and contextual information synthesis.The successful candidate will be part of the CIIAM project, funded through the France 2030 investment plan, aiming to enhance the robustness of argument mining techniques...