Senior Research Engineer
il y a 1 semaine
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 and data-based modeling to reduce computational costs and improve the scalability and versatility of numerical simulations.
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.
- Maintain an up-to-date bibliography on the topic of machine learning for numerical simulations.
- Conduct state-of-the-art research, including programming and model development.
- Participate in team activities, including seminars and workshops.
- Write scientific papers and present work at conferences.
- Develop potential collaborations with academic and industrial partners.
- 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, including Python and PyTorch.
- Have the ability to conduct independent research as well as collaborate within an interdisciplinary team.
- Have experience in publishing scientific papers.
- 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 and flexible organization of working hours
- Professional equipment available
- Social, cultural, and sports events and activities
- Access to vocational training
- Social security coverage
2788 € gross / month
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