Postdoctoral Research Visit for Large Physics Models
il y a 4 semaines
Job Opportunity at INRIA
The TAU/A&O team at Inria, in collaboration with LISN, is seeking a highly motivated postdoctoral researcher to manage the operational aspects of a project focused on developing a Foundational Large Physics Model for fluid simulations.
Key Responsibilities:
- Familiarize with existing solutions and study state-of-the-art approaches for leveraging large models in science.
- Manage data generation, including creating comprehensive training datasets from diverse CFD sources and augmenting these datasets 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 when fine-tuned for several specific tasks and its performance compared to other existing Machine Learning methods for solving partial differential equations.
Requirements:
- 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, particularly in Python and PyTorch.
- Able 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, and possibility of exceptional leave.
- Teleworking and flexible organization of working hours.
- Professional equipment available.
- Access to vocational training and social security coverage.
Salary: 2788 € gross / month.
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