Postdoctoral Research Visit F/M Event Detection for Large-Scale Physical Simulations
il y a 3 semaines
Job Context and Requirements
The successful candidate will be part of the MIND team at Inria Saclay, working on mathematical methods for statistical modeling of brain function using neuroimaging data. The team focuses on machine learning techniques, numerical and parallel optimization, applications to human cognitive neuroscience, event detection, and scientific software development.
Project Overview
This postdoctoral research visit aims to leverage machine learning techniques to bypass IO bottlenecks in the context of physics simulation on high-performance computing (HPC) clusters. The goal is to develop efficient statistical modeling tools for large distributed HPC outputs, helping identify anomalies or errors in the data and adjust computations to ensure the HPC system runs smoothly and efficiently.
Main Objectives
- Benchmark existing event detection methods and define relevant metrics for evaluating event detection in physics simulations.
- Design efficient implementations for existing methods, leveraging the distributed in-situ framework to account for the structure of physics simulations.
- Develop novel unsupervised event detection algorithms using self-supervised learning, considering methods based on optimization and deep learning.
Key Activities
- Read papers and state-of-the-art reviews.
- Benchmark existing algorithms.
- Write problem formulations and proofs of convergence.
- Adapt formulations to the target scenario.
- Propose new dedicated algorithms.
- Program, run, and analyze simulation results.
Requirements
- Strong mathematical background.
- Good programming skills in Python.
- Proficiency in English.
Benefits
- Subsidized meals.
- Partial reimbursement of public transport costs.
- Leave: 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.
Salary
2788 € gross/month
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