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Internship opportunities – multimodal deep learning for healthcare – microsoft research

Cambridge
Internship
Microsoft
Healthcare
Posted: 3 October
Offer description

Overview

Microsoft Research Health Futures UK conducts world-class research at the intersection of AI and healthcare, drawing on deep expertise in biomedical imaging and multimodal deep learning. We are seeking research interns to join our vibrant team of researchers and engineers.

We focus on the development and understanding of large multimodal models (such as ) for problems in healthcare and biomedical discovery.

As an intern within our team, you will have the opportunity to:

1. Deepen your expertise in multimodal deep learning and contribute to our ambitious research agenda
2. Conduct experimentation with world-class computational resources
3. Learn in a team with a strong culture of collaboration and rigorous research

Qualifications

Required/Minimum Qualifications:

4. Currently enrolled in a PhD program in areas such as computer science (e.g. machine learning, deep learning, signal processing), medical imaging, computational biology, medicine
5. Prior experience with deep learning frameworks (e.g., PyTorch) and some familiarity with software engineering practices (e.g. git)
6. Passion for healthcare and medicine
7. Experience with real-world healthcare data.Ability to work and learn in a collaborative and diverse environment
Preferred/Additional Qualifications:
8. Representation learning self-supervised learning, unimodal or multimodal learning
9. Expertise in or enthusiasm for any of the following topics:
10. Interpretability methods for deep learning (e.g. mechanistic interpretability, intrinsically interpretable methods, representation engineering, circuit discovery or rule extraction)
11. Design, training, or evaluation of large unimodal or multimodal transformers
12. Biomedical imaging such as radiology, computational histopathology
13. Computational biology including -omics, bioinformatics, when coupled with deep learning
14. Clinical data integration or multimodal fusion
15. Large language models for healthcare and medicine, biomedical natural language processing, post-training of LLMs/RLAIF
16. AI for scientific discovery, including hypothesis generation, biomarker discovery
17. Causal machine learning
18. Track record of publication in conferences or journals within machine learning and/or healthcare

Responsibilities

The ideal candidate will have strong intellectual curiosity and passion to solve real-world problems in healthcare using machine learning. Responsibilities will include:

19. Co-development of an internship project in collaboration with the supervisor
20. Design, implementation and evaluation of new machine learning methods and models
21. Presentation and communication of research findings
Benefits/perks listed below may vary depending on the nature of your employment with Microsoft and the country where you work.Industry leading healthcareEducational resourcesDiscounts on products and servicesSavings and investmentsMaternity and paternity leaveGenerous time awayGiving programsOpportunities to network and connect

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