Postdoctoral Researcher in Cooperative Inference Strategies

il y a 3 semaines


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 distributed inference systems. This includes studying the placement of AI models in inference delivery networks, developing ensemble learning approaches for combining inferences from multiple models, and adapting federated learning algorithms to consider the statistical heterogeneity induced by the delivery strategy.

Main Activities

The postdoctoral researcher will be responsible for conducting research in the area of machine learning and inference delivery networks. This includes developing and implementing novel inference delivery strategies, analyzing their performance, and publishing research results in top-tier conferences and journals.

Requirements

The successful candidate must hold a Ph.D. in Applied Mathematics, Computer Science, or a closely related discipline. Strong mathematical background in optimization, statistical learning, and privacy is required. The candidate should also have good programming skills and experience with PyTorch or TensorFlow.

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 (after 6 months of employment) 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

Salary

Gross Salary: 2788 € per month



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