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davisidarta/README.md

Stars

Hi! I'm David

I'm a postdoc at Ana Domingos' lab at the University of Oxford. I aim to provide a molecular, neuroanatomical and functional characterisation of the sympathetic nervous system.

My repos are a collection of tools I developed to understand and interpret high-dimensional data, and of specific projects using these tools for analysing single-cell data. The highlight is TopOMetry, a comprehensive toolkit for high-dimensional data analysis. The manuscript is available at eLife

I'm always open to interesting conversations. Feel free to reach me by email.

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  1. topometry topometry Public

    Systematically learn and evaluate manifolds from high-dimensional data

    Python 101 5

  2. fastlapmap fastlapmap Public

    Fast Laplacian Eigenmaps: lightweight multicore LE for non-linear dimensional reduction with minimal memory usage. Outperforms sklearn's implementation and escalates linearly beyond 10e6 samples.

    Python 23 1

  3. humanlung humanlung Public

    Code for the human lung integrated cell atlas generation as in Sidarta-Oliveira et al.

    R 6 2

  4. dbMAP dbMAP Public

    A fast, accurate, and modularized dimensionality reduction approach based on diffusion harmonics and graph layouts. Escalates to millions of samples on a personal laptop. Adds high-dimensional big …

    Python 48 4