Skip to content
View davdma's full-sized avatar
1 follower · 1 following
  • University of Chicago
  • Chicago, IL

Achievements

Achievement: Pull Shark

Achievements

Achievement: Pull Shark

Block or report davdma

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Maximum 250 characters. Please don't include any personal information such as legal names or email addresses. Markdown supported. This note will be visible to only you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
davdma/README.md

Hi there 👋

I'm a recent graduate at the University of Chicago with a double major in Mathematics and Computer Science. I'm currently working full time with the environmental science team at Argonne National Laboratory to develop custom datasets and high resolution real-time flood mapping models for their Illinois region emergency management initiative.

Below you will find the code for my previous projects involving ML and heavy data processing pipelines:

  • floodmaps is my largest project, containing 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 working on at Argonne as a research data scientist. It also includes my work building an effective Conditional VAE model for despeckling (denoising) SAR images for downstream flood mapping.
  • 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.
  • I worked on TransferLearningArgonne over the summer of 2022 building models to predict how bioaccumulative a substance is given its chemical structure.

Pinned Loading

  1. FredHutchKIs FredHutchKIs Public

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

    Python 3

  2. floodmaps floodmaps Public

    Multispectral + SAR data pipeline and water pixel detection model.

    Jupyter Notebook 4 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

  6. rabble rabble Public

    Mini web application project using Django framework.

    Python