Postdoctoral Researcher in Large Physics Models

il y a 4 semaines


Orsay, Île-de-France INRIA Temps plein

Job Context and Requirements

The TAU/A&O team at INRIA is seeking a highly motivated postdoctoral researcher to contribute to the development of a Foundational Large Physics Model for fluid simulations. This project aims to leverage machine learning methods to reduce computational costs and improve scalability.

Key Responsibilities

  • Familiarize with existing solutions and study state-of-the-art approaches for large models in science.
  • Manage data generation, including creating comprehensive training datasets and augmenting them with high-fidelity numerical simulations.
  • Design an efficient training strategy, potentially leveraging pre-training approaches from other large models.
  • Evaluate the model's generalization capabilities and performance compared to other existing machine learning methods.

Desired Qualifications

  • PhD in a related field such as machine learning, computational fluid dynamics, applied mathematics, or physics.
  • Experience with developing and training large-scale ML models.
  • Strong programming skills, including Python and PyTorch.
  • Ability to conduct independent research and collaborate within an interdisciplinary team.
  • Experience in publishing scientific papers.

Benefits

  • Subsidized meals.
  • Partial reimbursement of public transport costs.
  • 7 weeks of annual leave + 10 extra days off due to RTT + 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.

Compensation

2788 € gross / month.



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