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Hi! I'm Sophie Martin 👋🏽

I'm a PhD student at University College London in the Centre for Medical Image Computing and member of the MANIFOLD Lab.

Currently I'm working on developing and evaluating interpretable deep learning for dementia prediction.

💡 What am I interested in?

  • Computer vision (vision transformers, neural networks)
  • Interpretability and explainability (saliency mapping, robustness, fairness, context-specific evaluation)
  • Applications in healthcare (medical imaging, personalised medicine, big data)
  • Web development (building websites for non-profits)

🌐 What languages do I know?

  • Python
  • Bash
  • Matlab
  • SQL
  • HTML
  • CSS
  • Javascript

🌱 What would I like to learn next?

  • Natural language programming
  • Mobile app development
  • C++
  • Jax
  • React
  • Flutter

Sophie Martin's Projects

bsc-prelim icon bsc-prelim

Preliminary tasks for my bsc physics machine learning project

mimic4-benchmarks icon mimic4-benchmarks

Python suite to construct benchmark machine learning datasets from the MIMIC-IV 💊 clinical database.

niicat icon niicat

This is a tool to quickly preview nifti images on the terminal

rectangle icon rectangle

Segmentation and classification tool for trans-rectal B-mode ultrasound images.

sophmrtn.github.io icon sophmrtn.github.io

Github Pages template for academic personal websites, forked from mmistakes/minimal-mistakes

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