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@neurodata @NeuroDataDesign

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sampan501/README.md

Welcome to my profile 👋!

I'm a Ph.D. candidate at Johns Hopkins in the NeuroData lab.

I work on developing novel approaches to analyze data and use them to answer interesting biomedical problems. This involves leveraging machine learning algorithms to enable powerful approaches in hypothesis testing, causal inference, etc. Most of these approaches are in open-source packages, including:

  • hyppo: The Python package to use for multivariate hypothesis testing.
  • treeple: Scikit-learn compatible decision trees beyond those offered in scikit-learn.
  • scipy.stats.multiscale_graphcorr: Multiscale Graph Correlation (MGC) is a powerful, universally consistent independence test that performs well on high-dimensional and non-Euclidean data.

You can find links to my code in these packages and more pinned below ⤵

Pinned Loading

  1. neurodata/hyppo neurodata/hyppo Public

    Python package for multivariate hypothesis testing

    Python 219 87

  2. neurodata/treeple neurodata/treeple Public

    Scikit-learn compatible decision trees beyond those offered in scikit-learn

    Jupyter Notebook 66 14

  3. scipy/scipy scipy/scipy Public

    SciPy library main repository

    Python 13.1k 5.2k

  4. sampan.me sampan.me Public

    My personal website, built using Eleventy

    SCSS 1