Postdoctoral Researcher in Large Language Models for Tokamak Operations
il y a 19 heures
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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