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sampan501/README.md

Welcome to my profile 👋!

Currently, I'm an AI Research Scientist at the MATRIX AI Consortium. Previously, I completed my PhD at Johns Hopkins in the NeuroData lab.

I work on developing novel approaches to analyze data and use them to answer interesting biomedical problems. For example, recently, I am developing a suite of full stack machine learning apps to assist emergency physicians in providing better care to trauma patients. This generally involves extending AI algorithms like LLMs and other 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. sampan.me Public

    My personal website, built using Eleventy

    SCSS 1

  2. neurodata/hyppo Public

    Python package for multivariate hypothesis testing

    Python 224 94

  3. neurodata/treeple Public

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

    Jupyter Notebook 78 19

  4. scipy/scipy Public

    SciPy library main repository

    Python 13.6k 5.3k