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  • University of Chicago
  • Chicago, IL

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davdma/README.md

Hi there 👋

I'm a rising senior at the University of Chicago double majoring in Mathematics and Computer Science. I'm working with the environmental science team at Argonne National Laboratory to develop high resolution real-time flood mapping models. I am also working with the Gujral Lab at Fred Hutch for modeling therapeutic kinase inhibitor drug responses for human kinases.

I love to:

  • Play with my cats
  • Cook for friends
  • Meditate and relax

Below you will find the code for my previous projects involving ML:

  • I worked on TransferLearningArgonne over the summer of 2022 building models to predict how bioaccumulative a substance is given its chemical structure.
  • floodmaps contains code for the Sentinel-2 optical and Sentinel-1 synthetic aperture radar (SAR) satellite imagery data pipeline and water pixel detection model that I have been recently working on at Argonne this year.
  • FredHutchKIs is a cheminformatic deep learning project I worked on at the Gujral Lab at Fred Hutch over the summer of 2024, aiming to predict kinase inhibitor polypharmacology using transformer networks.

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  1. FredHutchKIs FredHutchKIs Public

    Using ProSmith multimodal transformer networks for modeling kinase inhibitor-kinase drug-protein interaction and inhibition.

    Python 1

  2. floodmaps floodmaps Public

    Sentinel-2 data pipeline and water pixel detection model.

    Jupyter Notebook 1

  3. TransferLearningArgonne TransferLearningArgonne Public

    Summer 2022 project as SULI intern at ANL EVS.

    Jupyter Notebook

  4. TransferLearningArgonne2 TransferLearningArgonne2 Public

    Continuation of PFAS modeling but with new dataset sampling methods.

    Jupyter Notebook

  5. codechallenges codechallenges Public

    My solutions to my favorite problems found on Code Wars.

    Java