Postdoctoral Research Visit F/M Event Detection for Large-Scale Physical Simulations

il y a 3 semaines


Palaiseau, Île-de-France INRIA Temps plein

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

  1. Benchmark existing event detection methods and define relevant metrics for evaluating event detection in physics simulations.
  2. Design efficient implementations for existing methods, leveraging the distributed in-situ framework to account for the structure of physics simulations.
  3. 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



  • Palaiseau, Île-de-France INRIA Temps plein

    Job Context and RequirementsThe postdoctoral research visit is a unique opportunity to contribute to the development of efficient statistical modeling tools for large distributed HPC outputs. The successful candidate will work closely with the MIND team at INRIA Saclay to leverage machine learning techniques and bypass IO bottlenecks in the context of...


  • Palaiseau, Île-de-France INRIA Temps plein

    ContextArtificial intelligence is rapidly advancing, yet the majority of computing power remains focused on modeling and predicting physical phenomena, such as climate models, weather forecasting, or nuclear physics. These simulations are run on highly parallel supercomputers that are optimized for the task at hand. However, the communication networks and...


  • Palaiseau, Île-de-France INRIA Temps plein

    Job DescriptionAs a postdoctoral researcher in the MIND team at INRIA, you will have the opportunity to work on a challenging project that combines machine learning and high-performance computing. Your mission will be to develop efficient statistical modeling tools for large distributed HPC outputs, with a focus on event and anomaly detection techniques.Key...


  • Palaiseau, Île-de-France INRIA Temps plein

    Context and OpportunitiesINRIA, the French national institute for research in computer science, control, and applied mathematics, is seeking a postdoctoral researcher to join its team. The research topics of our group are at the intersection of mathematical biology, statistics, control engineering, and statistical physics applied to problems in...


  • Palaiseau, Île-de-France INRIA Temps plein

    Context and Advantages of the PositionInria, the French national institute for research in computer science, control, and applied mathematics, is seeking a postdoctoral researcher to join its team. The research topics of our group are at the intersection of mathematical biology, statistics, control engineering, and statistical physics applied to problems in...


  • Palaiseau, Île-de-France INRIA Temps plein

    Job Title: Postdoctoral Research Visit F/M Model Placement in Inference Delivery NetworksWe are seeking a highly motivated postdoctoral researcher to join our team at INRIA Saclay, working on the topic of AI model placement in inference delivery networks.Job Description:The successful candidate will be part of a research team focused on developing novel...


  • Palaiseau, Île-de-France CEA Temps plein

    Research Engineer in AI-assisted Methods for Model Generation and Simulation of SoC DesignsCEA is seeking a highly skilled Research Engineer to join our team and contribute to the development of cutting-edge technology in the field of Electronic Design Automation (EDA).Key Responsibilities:Develop and implement AI-based model generation methodologies for...


  • Palaiseau, Île-de-France INRIA Temps plein

    Context and Advantages of the PositionThe postdoctoral position is open in the framework of the AI4scMED consortium, a collaborative project that aims to develop a multiscale modeling approach for single-cell-based precision medicine. The successful candidate will be part of a dynamic team at INRIA and will contribute to the development of a computational...

  • Postdoctoral Researcher

    il y a 1 jour


    Palaiseau, Île-de-France INRIA Temps plein

    About INRIAINRIA is the French national institute for research in computer science, control, and applied mathematics.We promote scientific excellence and technology transfer. Our research topics are at the intersection of mathematical biology, statistics, control engineering, and statistical physics applied to problems in biology.Job DescriptionThis...


  • Palaiseau, Île-de-France INRIA Temps plein

    Job DescriptionAs a Postdoctoral Researcher in Mathematical and Computational Biology, you will be part of the AI4scMED consortium, working on the development of a computational platform for multiscale modeling of single cell dynamics in ovarian development.Key ResponsibilitiesDesign and implement mathematical and computational models for cell population...


  • Palaiseau, Île-de-France CEA Temps plein

    AI-driven Research Engineer for SoC Architecture SimulationWe are looking for a talented Research Engineer to join our team and work on the development of innovative AI-driven methodologies for SoC architecture simulation. The successful candidate will be responsible for developing a simulation environment for chiplet-based SoC architecture, using AI-driven...


  • Palaiseau, Île-de-France CEA Temps plein

    Job OpportunityWe are seeking a highly motivated postdoctoral researcher to join our team at CEA in Saclay, France.Job TitlePostdoctoral Researcher in AI and Software EngineeringJob DescriptionWe are looking for a researcher with expertise in generative AI and software engineering to explore the application of AI in software modeling and associated tool...

  • Postdoctoral Researcher

    il y a 4 semaines


    Palaiseau, Île-de-France INRIA Temps plein

    Context and OpportunitiesINRIA, the French national institute for research in computer science, control, and applied mathematics, is seeking a highly skilled researcher to join our team. Our research focuses on the intersection of mathematical biology, statistics, control engineering, and statistical physics applied to problems in biology.Research ProjectThe...


  • Palaiseau, Île-de-France INRIA Temps plein

    Context and Advantages of the PositionINRIA, the French national institute for research in computer science, control, and applied mathematics, is seeking a postdoctoral researcher to join its team. The research topics of our group are at the intersection of mathematical biology, statistics, control engineering, and statistical physics applied to problems in...


  • Palaiseau, Île-de-France INRIA Temps plein

    Postdoctoral Researcher in Quantum Information TheoryJoin INRIA as a Postdoctoral Researcher in Quantum Information Theory and contribute to cutting-edge research in quantum protocols, quantum networks, and quantum information theory.About the PositionThe successful candidate will work on a QuantERA project involving a large European consortium,...


  • Palaiseau, Île-de-France INRIA Temps plein

    Job DescriptionThe postdoctoral research visit position is open in the framework of the AI4scMED consortium, a multidisciplinary project focused on developing innovative approaches for single-cell-based precision medicine. The successful candidate will be part of a dynamic team at INRIA and will contribute to the development of a computational platform for...


  • Palaiseau, Île-de-France INRIA Temps plein

    Scientific Context and PositionINRIA, the French national institute for research in computer science, control, and applied mathematics, is seeking a postdoctoral research fellow to work on individual-based modeling of coupled single-cell and population processes.Research ProjectThis project aims to develop a comprehensive understanding of the mechanisms...


  • Palaiseau, Île-de-France INRIA Temps plein

    Job Title: PhD Position in Coordinated Influence Campaign DetectionINRIA is seeking a highly motivated PhD student to work on a research project focused on detecting coordinated influence campaigns online. The successful candidate will contribute to the development of novel methods for identifying and analyzing online influence campaigns.Job Description:The...

  • Neuroscientist Researcher

    il y a 4 semaines


    Palaiseau, Île-de-France INRIA Temps plein

    Context and Skills of the PositionThe position is part of a research project focused on building models of brain function using large-scale imaging resources. The successful candidate will contribute to the development of a network of components that can be used to identify core structures of brain networks.Research MissionThe PhD student will work on...


  • Palaiseau, Île-de-France CEA Temps plein

    Job Opportunity:We are seeking a highly skilled Postdoctoral Researcher to join our team at CEA, focusing on Generative AI and Software Engineering.Position Overview:The successful candidate will contribute to the development of innovative AI-powered tools for software modeling, leveraging large language models and software engineering expertise.Key...