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Postdoctoral Researcher in Artificial Intelligence for Omics Data Analysis

Il y a 2 mois


Nice, Provence-Alpes-Côte d'Azur, France INRIA Temps plein

About the Position

Recent advancements in computational mass spectrometry-based metabolomics have yielded a wealth of chemical insights. However, there's a need for a comprehensive computational framework to seamlessly integrate experimental and computational analyses, empowering chemists to effectively analyze their results.

We are seeking a highly motivated Postdoctoral Researcher to join the Nice Chemistry Institute (ICN) and the Wimmics team at Inria, both located within the Université Côte d'Azur. This position offers a unique opportunity to collaborate with PhD students and research engineers from the Interdisciplinary Institute for Artificial Intelligence (3iA) TechPool, fostering international collaboration between France and Switzerland.

Your Role

You will contribute to developing a proof-of-concept for accessing a metabolomics knowledge graph (KG) using a large language model. This Python prototype aims to create a conversational agent that:

  • Represents core experimental information from processed and annotated mass spectrometry data results using the Resource Description Framework (RDF).
  • Enables advanced data mining queries using the SPARQL query language.
  • Provides a natural language-based interface to perform these queries on the knowledge graph using a large language model (LLM).

Key Responsibilities

This research project delves into the burgeoning field of applying large language models to knowledge graphs, with a focus on metabolomics. Your responsibilities will include:

  • Extending and refining the existing prototype to enhance its capabilities.
  • Conducting experiments to evaluate the performance and effectiveness of the system.
  • Analyzing and interpreting the results, contributing to scientific publications and presentations.
  • Collaborating with researchers from diverse backgrounds to advance the project's goals.

Qualifications

We are seeking a candidate with:

  • A strong foundation in computer science, artificial intelligence, or a related field.
  • Experience working with large language models and knowledge graphs.
  • Proficiency in Python programming.
  • Excellent analytical and problem-solving skills.
  • Strong communication and collaboration abilities.

Benefits

This position offers a stimulating research environment with opportunities for professional growth. In addition to competitive compensation, you will enjoy:

  • Subsidized meals
  • Partial reimbursement of public transport costs
  • Generous leave policy (7 weeks of annual leave + 10 extra days off due to RTT + possibility of exceptional leave)
  • Teleworking and flexible working hours
  • Access to professional equipment (videoconferencing, loan of computer equipment)
  • Social, cultural, and sports events and activities
  • Contribution to mutual insurance (subject to conditions)