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Data Science for Social Good

Open source ML/AI/Data Science Tools, Tutorials, and Project Repositories related to the Data Science for Social Good Programs (initially at University of Chicago, now at Carnegie Mellon University)

Tools

  • Triage: ML Pipeline toolkit for public policy and social good projects
  • Aequitas: Bias and Fairness Audit Toolkit

Tutorials and Training Content

Classes

Useful Utilities

  • Ohio: useful I/O utility to deal with CSVs, postgres, and python

Projects

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  1. hitchhikers-guide Public

    The Hitchhiker's Guide to Data Science for Social Good

    Jupyter Notebook 1k 283

  2. triage Public

    General Purpose Risk Modeling and Prediction Toolkit for Policy and Social Good Problems

    Jupyter Notebook 187 59

  3. aequitas Public

    Bias Auditing & Fair ML Toolkit

    Python 703 118

  4. police-eis Public

    DSaPP police early intervention system: using machine learning to predict adverse incidents

    Python 51 20

  5. MLinPractice Public

    Repository for ML in Practice Course at CMU (10-718)

    Jupyter Notebook 57 18

  6. mlforpublicpolicylab Public

    Repo for ML for Public Policy Lab course at CMU

    Jupyter Notebook 107 36

Repositories

Showing 10 of 149 repositories
  • triage Public

    General Purpose Risk Modeling and Prediction Toolkit for Policy and Social Good Problems

    Jupyter Notebook 187 59 199 10 Updated Dec 20, 2024
  • Python 0 MIT 0 0 0 Updated Nov 20, 2024
  • donors-choose Public
    Jupyter Notebook 3 2 0 1 Updated Oct 22, 2024
  • aequitas Public

    Bias Auditing & Fair ML Toolkit

    Python 703 MIT 118 43 (2 issues need help) 10 Updated Sep 11, 2024
  • ai4med Public
    Jupyter Notebook 0 0 0 0 Updated Jul 22, 2024
  • usal_echo_public Public

    Automate process for view classification of the Apical 4 chamber, Apical 2 chamber and Parasternal long axis. Segmentation of the Apical 4 chamber and Apical 2 chamber. Calculate measurements of the Ejection Fraction of the heart to classify it as normal, abnoral or grayzone.

    Python 22 15 0 2 Updated Jun 17, 2024
  • barefoot-winnie-public Public

    Recommending responses to law related queries - Built during DSSG in collaboration with Barefoot Law

    Python 4 MIT 4 0 3 Updated Jun 17, 2024
  • 411-on-311 Public

    Exploratory analysis and predictive models of how Chicago's neighborhoods interact with the City's 311 service requests.

    Python 44 43 5 0 Updated Jun 3, 2024
  • .github Public
    0 0 0 0 Updated May 20, 2024
  • argcmdr Public

    Thin argparse wrapper for quick, clear and easy declaration of hierarchical console command interfaces

    Python 13 MIT 0 12 0 Updated Feb 29, 2024