Postdoctoral Researcher in Cooperative Inference Strategies

il y a 4 jours


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), a challenge that aims to develop innovative machine learning solutions for inference tasks.

Research Goals

We are seeking a highly motivated postdoctoral researcher to study inference delivery strategies 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.

Main Activities

The selected candidate will work on developing and evaluating inference delivery strategies, including ensemble learning approaches, and adapting them to IDN characteristics. They will also investigate how the selected strategy may require changes to federated learning algorithms to consider the statistical heterogeneity induced by the delivery strategy itself.

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 essential.

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


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