PhD Position in Deep Learning for Clinical Decision Support in Brain Imaging

il y a 4 semaines


Paris, Île-de-France INRIA Temps plein
Job Description

Context and Advantages of the Position

The ARAMIS lab, part of Inria, is seeking a PhD candidate to work on developing new machine learning approaches for brain imaging analysis. This position is funded by the Paris Artificial Intelligence Research Institute (PRAIRIE).

Research Objectives

  • Enrich the framework with advanced deep learning models, tasks, and datasets.
  • Better account for brain imaging specificities, including multiple acquisitions, scanners, hospitals, and datasets.
  • Propose an adequate inferential statistics framework for model validation and comparison.
  • Perform benchmarking experiments across deep learning and standard machine learning models, tasks, diseases, and datasets.
  • Demonstrate the importance of accounting for brain imaging specificities when evaluating models.

Requirements

  • Excellent background in machine learning.
  • Excellent programming skills in Python.
  • Strong interest in experimental aspects of machine learning.
  • Good background in statistics.
  • Knowledge of computer vision and medical image processing is a plus.

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.
  • Access to vocational training.
  • Social security coverage.


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