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Postdoctoral research position: language models for pediatric data analysis

Basel
ETH Zürich
Model
EUR 80’000 - EUR 100’000 pro Jahr
Inserat online seit: 4 März
Beschreibung

We are seeking an exceptional and highly motivated Postdoctoral Researcher to lead research on the in-hospital deployment of Large Language Models (LLMs). The focus of this position is the development, validation, and safe integration of locally hosted LLMs for automated coding of pediatric diagnoses from electronic health records (EHRs), with the goal of enhancing research capabilities and clinical data usability.

This position is embedded in a close collaboration between ETH Zurich's Medical AI Lab and the University Children's Hospital Basel (UKBB), enabling direct interaction with clinicians, clinical coders, and hospital IT infrastructure.

Job description
The successful candidate will be responsible for adapting and developing locally hosted language models for diagnostic coding tasks. This will involve

Model development

Rigorous model validation on newly created benchmarks

Safe deployment

Further activities and duties include:

Publish research results in top-tier venues (e.g. leading biomedical journals or ML conferences).

Profile

PhD in a relevant field (e.g., Computer Science, Medical AI, Medical informatics) or a closely related field

Strong programming skills in Python and experience with modern ML/AI/LLM stacks (PyTorch, HuggingFace, Ollama, vllm, distributed training, verl, etc.)

German proficiency and fluency at C1 level or higher, required for analyzing local patient records

Prior experience with LLMs, clinical NLP, RAG, vector DBs is highly welcome

Good computational engineering practices: version control, reproducible pipelines, batch job management, etc.

Familiarity with Docker, local server environments, and GPU-based infrastructure

Experience with medical data coding (ICD-10) and healthcare settings is a plus

Ability to work independently, contribute to team efforts, and communicate effectively in English and German

We offer

A full-time postdoctoral position at ETH Zurich, one of the world's leading research universities

This project is a collaboration between our lab at ETH Zurich (D-BSSE located in Basel) and the University Children's Hospital Basel

Our group is engaged with the ETH AI Center and SwissAI initiative, giving our group members access to this vibrant and world‑class AI community

Access to cutting‑edge computational resources, including large GPU clusters, as well as clinical collaborations

Employment in a highly interdisciplinary environment at Department of Biosystems Science and Engineering (D-BSSE) located in Basel, embedded in a major hub for medical and life science and biotech research

> Working, teaching and research at ETH Zurich

We value diversity and sustainability
In line with our values, ETH Zurich encourages an inclusive culture. We promote equality of opportunity, value diversity and nurture a working and learning environment in which the rights and dignity of all our staff and students are respected. Visit our Equal Opportunities and Diversity website to find out how we ensure a fair and open environment that allows everyone to grow and flourish. Sustainability is a core value for us - we are consistently working towards a climate‑neutral future.

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