PhD Computer Science Studentship: The University is seeking highly motivated candidates for a PhD studentship focusing on the integration of histopathological imaging with omics data, using advanced machine learning methodologies. The project, named SpyGlass, aims to uncover crucial correlations in cross-modal datasets within the cancer domain, ultimately contributing to enhanced clinical decision-making and research advancements.
PhD Computer Science Studentship – Joint GSK–Warwick Project
Designation
PhD Studentship in Computer Science
Research Area
- Machine Learning
- Bioinformatics
- Biomedical Imaging
- Omics Data Analysis
Location
- University of Warwick
Eligibility/Qualification
- Strong academic background in Computer Science, Artificial Intelligence/Machine Learning, Bioinformatics, Mathematics, Statistics, or related fields.
- Experience or strong interest in deep learning, generative models, or biomedical imaging/omics data.
- Strong programming skills, specifically in Python and PyTorch.
- A commitment to interdisciplinary collaboration and impactful research.
Job Description
The studentship will focus on developing a robust generative deep learning framework for cross-modal integration and analysis. Key objectives include:
| Objective | Description |
|---|---|
| Framework Development | Design and implement a generative deep learning framework that is resilient to distribution shifts. |
| Correlation Discovery | Identify interpretable correlation structures across data modalities related to treatment response and survival outcomes. |
| Validation & Benchmarking | Apply the framework across various cancer types, evaluating foundation models for generalizability and fairness. |
Candidates will engage in a collaborative research environment with leading institutions and contribute to the advancement of cancer research through innovative technology.
How to Apply
Interested candidates should submit a CV and a cover letter detailing their academic background, relevant experience, and motivation for applying to the project. Applications should be sent to the designated contact email at the University of Warwick.
Last Date to Apply
June 4, 2025
For additional details and updates regarding the studentship, please check the University of Warwick’s official website or contact the admissions office.
