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publications
Selectivity mechanism of the nuclear pore complex characterized by single cargo tracking
Published in Nature, 2010
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Importin-beta modulates the permeability of the nuclear pore complex in a Ran-dependent manner
Published in eLife, 2015
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Cyanobacteria use micro-optics to sense light direction
Published in eLife, 2016
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Local cellular neighborhood controls proliferation in cell competition
Published in Molecular Biology of the Cell, 2017
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Cell-scale biophysical determinants of cell competition in epithelia
Published in eLife, 2021
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Automated deep lineage tree analysis using a Bayesian single cell tracking approach
Published in Frontiers in Computer Science, 2021
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Affinity-VAE for disentanglement, clustering and classification of objects in multidimensional image data
Published in arXiv, 2022
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Learning biophysical determinants of cell fate with deep neural networks
Published in Nature Machine Intelligence, 2022
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Epithelioids: Self-sustaining 3D epithelial cultures to study long-term processes
Published in bioRxiv, 2023
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Learning dynamic image representations for self-supervised cell cycle annotation
Published in ICML, 2023
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Machine learning enhanced cell tracking
Published in Frontiers in Bioinformatics, 2023
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Virtual perturbations to assess explainability of deep-learning based cell fate predictors
Published in bioRxiv, 2023
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talks
Talk 1 on Relevant Topic in Your Field
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Conference Proceeding talk 3 on Relevant Topic in Your Field
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teaching
Introduction to Variational Autoencoders
Postgraduate, Alan Turing Institute, 2022
An introduction to Variational Autoencoders (VAE).
BIOC0037 - Biomolecular Structure and Function
Undergraduate, University College London, 2023
Tutorials.
BIOC00016 - Bioinformatics, Computational and Systems Biology
Undergraduate, University College London, 2023
Introduction to Machine Learning.
CELL0027 - Computational Cell Biophysics
Postgraduate, University College London, 2024
Introduction to Machine Learning.