Postdoctoral Research Associate in Machine Learning applied to Neuroimaging
- PhD qualified in relevant subject area (or pending results/near completion)
- Experience applying multi-modal models specifically in medical or clinical domains.
- Strong knowledge of MRI data formats (DICOM, NIfTI) and image preprocessing tools (e.g., MONAI, SimpleITK).
- Excellent programming skills, demonstrated through available code or projects, with proficiency in Python and deep learning frameworks like PyTorch, Hugging Face, sklearn, tensorflow.
- Excellent verbal and written communication skills
- Experience with GPU training and handling large medical datasets e.g., large magnetic resonance (neuro)imaging datasets.
- Basic understanding of radiology clinical workflows and radiology report structure.
- The ability to take individual responsibility for planning and undertaking own work, according to clinical and scientific deadlines
- Presenting scientific research in the form of papers, posters or oral presentations
- Understanding of the concepts and application of research ethics
- Experience with the use of computing servers
- Experience fine-tuning large language models (e.g., BERT, BioGPT, MedPaLM) for clinical NLP tasks.
- Experience with cloud or distributed computing environments.
- Familiarity with self-supervised and contrastive learning techniques for aligning text and images (e.g., CLIP, SimCLR).
- Clinical experience, e.g., interaction with clinicians and/or handling of patients
- Familiarity with MLOps tools such as MLflow or Weights & Biases for experiment tracking.
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