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Florence Townend

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I’m a PhD student at University College London working on AI applied to healthcare.

Specificially my project is: AI-powered multi-modal data fusion for Motor Neurone Disease prognosis

You can reach me on twitter at @florencetownend and by email [email protected]

πŸ““ What’s on my GitHub?

  • 🌸 Fusilli 🌸
  • Notebooks exploring ML applied to public healthcare datasets
  • Projects from my undergraduate degree in Engineering Mathematics from University of Bristol

πŸ—£οΈ Languages

  • Python: PyTorch, pandas, numpy, etc
  • MySQL
  • MATLAB
  • C

πŸŒ€ Methods

  • Deep learning (CNNs, attention mechanisms, VAEs, GANs)
  • Traditional ML (SVM, RF)
  • Neuroimaging preprocessing

Florence Townend's Projects

fusilli icon fusilli

A Python package housing a collection of deep-learning multi-modal data fusion method pipelines! From data loading, to training, to evaluation - fusilli's got you covered 🌸

mammogram-ml-exploration icon mammogram-ml-exploration

An exploration into the UC Irvine mammography dataset, using simple machine learning models to predict the malignancy of tumours found in mammography scans.

polyp_segmentation icon polyp_segmentation

Notebook for segmenting polyps in 2D colonoscopy images using a U-Net with modified loss functions.

shap_fusilli icon shap_fusilli

Experimenting with making shap work with fusilli models

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