Postdoctoral Researcher in Large Physics Models
il y a 4 semaines
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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