Postdoctoral Researcher in Large Language Models for Tokamak Operations

il y a 19 heures


Jouques, Provence-Alpes-Côte d'Azur, France CEA Temps plein

About the Role

We are seeking a highly skilled Postdoctoral Researcher to join our team at CEA, working on the Eurofusion project "Towards Tokamak operations Conversational AI Interface Using Multimodal Large Language Models".

As a key member of our research group, you will contribute to the development of an LLM workflow capable of processing diverse data formats—textual, visual, and numerical—to support session leaders/coordinators for tokamak operations before and during experiments.

Main Objectives

  • Develop an LLM workflow integrating multi-source data from tokamak operations, including experimental logs in various formats.
  • Create an interactive conversational AI tool to assist session leaders/coordinators during tokamak operations.

Scientific Objectives and Tasks

  • Build a workflow Tokamak_LLM conversational model integrating multi-source data.
  • Conduct a comprehensive training plan to select suitable open-source LLMs.
  • Enhance capabilities to interact with various databases and APIs.
  • Improve the reliability and accuracy of outputs through advanced detection mechanisms.

Requirements and Skills

  • PhD in computer science or related field with focus on machine learning, NLP, and LLM.
  • Strong theoretical and practical knowledge of NLP and deep learning frameworks.
  • Mastery of Python programming and ability to write clean, efficient code.
  • Excellent problem-solving skills and analytical mind.
  • Strong communication skills and ability to work in a collaborative research environment.

About CEA

CEA is a leading research organization with expertise in a wide range of fields. You will work in a group with experts in IT infrastructure administration and scalable AI model development. You will interact with research engineers who are experts in the fields required to operate a tokamak in an international context.



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