PhD: Digital Twins for Embryonic Development & Inference

ETH Zurich

Basel

On-site

CHF 54,000 - 58,000

Full time

14 days+

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Benefits offered by this job

Conference travel
Training opportunities
Excellent computing resources

Job summary

ETH Zurich’s Computational Biology Group seeks a PhD candidate to develop the algorithmic infrastructure behind digital twins of biological systems. You will combine parameter estimation, uncertainty quantification and ML to advance image-based modelling and simulations.

You’ll work with modellers, experimentalists and clinicians, publish results, and contribute to open-source software and teaching within an international environment.

Qualifications

  • A Master's degree in a quantitative field is required.
  • Strong programming skills and clean, well-tested code.
  • Experience with numerical methods, inference or ML.

Responsibilities

  • Develop and benchmark parameter estimation and uncertainty quantification methods.
  • Build and extend the simulation environment for performance and scalability.
  • Apply methods to real models and datasets with collaborators.
  • Publish results and present at international conferences.
  • Contribute to open-source software and teaching.

Skills

Programming
Numerical methods
Machine learning
Python
C++

Education

Master's degree in Computer Science
Master's in Computational Science and Engineering
Master's in Applied Mathematics/Physics

Tools

Python
Julia
C++
PyTorch
JAX

Job description

ETH Zurich’s Computational Biology Group seeks a PhD candidate to develop the algorithmic infrastructure behind digital twins of biological systems. You will combine parameter estimation, uncertainty quantification and ML to advance image-based modelling and simulations.

You’ll work with modellers, experimentalists and clinicians, publish results, and contribute to open-source software and teaching within an international environment.

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