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Postdoctoral Researcher in Large Physics Models
il y a 1 mois
About the Position
The TAU/A&O team at INRIA is seeking a highly motivated postdoctoral researcher to join our team and contribute to the development of a foundational large physics model for fluid simulations. This project aims to leverage machine learning techniques to reduce the computational costs of numerical simulations and improve the scalability and versatility of data-driven methods.
Key Responsibilities
- Familiarize with existing solutions developed by the TAU team and study state-of-the-art approaches that leverage large models for science.
- Manage the data generation process, 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
- Hold a PhD in a related field such as machine learning, computational fluid dynamics, applied mathematics, or physics.
- Have experience with developing and training large-scale machine learning models.
- Possess strong programming skills (e.g., Python, PyTorch).
- Have the ability to conduct independent research as well as to collaborate within an interdisciplinary team.
- Have experience in publishing scientific papers.
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 (sick children, moving home, etc.)
- Possibility of teleworking 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
2788 € gross / month
