Postdoctoral Researcher: Interpretable Classifier for Rare Classes in Marine Ecosystems

il y a 2 semaines


Orsay, Île-de-France INRIA Temps plein

Job Opportunity: Postdoctoral Researcher in Interpretable Machine Learning

The INRIA team is seeking a highly skilled postdoctoral researcher to work on a project focused on developing interpretable classifiers for rare classes in marine ecosystems. The successful candidate will have a strong background in machine learning and experience with PyTorch/TensorFlow.

Project Overview

The project aims to extend existing XAI approaches to semi-supervised learning and rare domains, where multi-modal embeddings and LLM resources are less effective. The researcher will work closely with the INRIA team and other OceanIA teams to leverage domain knowledge and ground relevant sub-concepts in the classifier latent space.

Key Responsibilities

  • Define a manageable corpus and develop a dictionary of relevant sub-concepts based on plankton ontologies and hierarchical classifications.
  • Collaborate with researchers from other OceanIA teams and co-develop software/functionalities with INRIA project teams.
  • Participate in the production of scientific articles and reports.

Requirements

  • Good knowledge of machine learning and experience with PyTorch/TensorFlow.
  • Flair for programming and teamwork.

Benefits

  • Subsidized meals and 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 and social security coverage.

Salary

2788 € gross/month



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