Aalto University
4 days ago
Doctoral Researcher in Probabilistic Machine Learning for Biology-Informed Machine Learning and Dynamical Systems Aalto University in Finland
Degree Level
PhD
Field of study
Computer Science
Funding
Two-year fixed-term doctoral researcher position with an option for two-year renewal. Starting salary is 3168.20 EUR per month. The contract includes occupational health benefits; no tuition or stipend details beyond salary are stated.
Deadline
Oct 21, 2026
Country
Finland
University
Aalto University

How do I apply for this?
Sign in for free to reveal details, requirements, and source links.
Apply for this position
Keywords
Suggested positions
About this position
Doctoral Researcher in Probabilistic Machine Learning at Aalto University (Department of Computer Science, School of Science) in Espoo, Finland.
This PhD opening focuses on probabilistic machine learning, statistics, applied mathematics, and computer science, with a research theme in biology-informed machine learning for dynamical systems. The project is centered on developing Biology-Informed Gaussian Processes (BioGPs), Bayesian dynamical models that combine mechanistic ODE components with flexible Gaussian process terms to represent unknown or misspecified biology.
The work sits in a strong research environment spanning the Computational Systems Biology group, Finnish Centre for Artificial Intelligence (FCAI), and ELLIS Institute Finland. Supervision is by Dr Julien Martinelli and Associate Professor Harri Lähdesmäki. The project highlights uncertainty quantification, inference from heterogeneous trajectories, partial observability, integration of uncertain prior knowledge, and interpretable mechanistic ODE discovery. There may also be opportunities to connect with foundation-model approaches for dynamical systems and temporal single-cell data.
Eligibility highlights: strong background in probabilistic machine learning, statistics, applied mathematics, computer science, or a related field; strong programming skills; and a completed master’s degree before the contract starts.
Funding and terms: two-year fixed-term doctoral researcher appointment with an option for two-year renewal. Starting salary is 3168.20 EUR/month. The contract includes occupational health benefits.
Application deadline: 2026-10-21 at 23:59 (UTC+3).
How to apply: submit the application via Aalto’s Workday recruitment system. Prepare one PDF containing your CV, cover letter, academic writing sample, MSc and BSc transcripts, and latest degree certificate.
Funding details
Two-year fixed-term doctoral researcher position with an option for two-year renewal. Starting salary is 3168.20 EUR per month. The contract includes occupational health benefits; no tuition or stipend details beyond salary are stated.
What's required
Applicants should have a strong background in probabilistic machine learning, statistics, applied mathematics, computer science, or a related field, and strong programming skills. The candidate must have completed a master’s degree before the start of the contract period. Application materials include a CV, cover letter aligned with the project, an example of academic writing, transcripts of MSc and BSc studies, and the degree certificate of the latest degree.
How to apply
Submit the application through Aalto University’s Workday recruitment system. Prepare one PDF containing the CV, cover letter, academic writing sample, MSc and BSc transcripts, and latest degree certificate. Apply before the deadline; the position may be filled as soon as a suitable candidate is identified.
More information can be found here
Ask ApplyKite AI

How do I apply for this?
Sign in for free to reveal details, requirements, and source links.