Postdoctoral Researcher in Interpretable Machine Learning for Marine Ecosystems

il y a 2 jours


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

Context and Opportunities

The success of supervised machine learning has led to a new priority: interpreting models learned (explainable artificial intelligence, or XAI). We investigate XAI directions for computer vision, including building saliency maps and identifying relevant sub-concepts. New approaches based on multimodal embeddings, such as CLIP, avoid limitations but reflect common concepts, hindering their use in specific domains like biology and industrial environments. We seek a postdoctoral researcher interested in interpretable supervised learning and AI for good.

Mission and Challenges

We aim to extend XAI approaches to semi-supervised learning, rare domains, and multimodal embeddings. The challenge is to leverage domain knowledge (diatomea, larvae ontologies) and ground relevant sub-concepts in the classifier latent space. The target application is the characterization of marine ecosystems from the Inria Challenge OcéanIA data.

Key Responsibilities

  • Define a manageable corpus for a sufficiently efficient classifier.
  • Develop a dictionary of relevant sub-concepts based on plankton ontologies and hierarchical classifications.
  • Collaborate with researchers from other OceanIA teams, including visits to teams in France and Chile.
  • Co-develop software/functionalities with Inria project teams and participate in their dissemination.
  • Contribute to scientific articles and reports.

Requirements

  • Good knowledge of Machine Learning.
  • Fluent in PyTorch/TensorFlow.
  • Flair for programming.
  • Sense of teamwork.

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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