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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 hitchhikers-guide Public

    The Hitchhiker's Guide to Data Science for Social Good

    Jupyter Notebook 1k 282

  2. triage triage Public

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

    Jupyter Notebook 188 60

  3. aequitas aequitas Public

    Bias Auditing & Fair ML Toolkit

    Python 700 116

  4. police-eis police-eis Public

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

    Python 50 20

  5. MLinPractice MLinPractice Public

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

    Jupyter Notebook 56 17

  6. mlforpublicpolicylab mlforpublicpolicylab Public

    Repo for ML for Public Policy Lab course at CMU

    Jupyter Notebook 106 36

Repositories

Showing 10 of 149 repositories
  • triage Public

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

    dssg/triage’s past year of commit activity
    Jupyter Notebook 188 60 199 10 Updated Dec 1, 2024
  • dssg/masld_prediction’s past year of commit activity
    Python 0 MIT 0 0 0 Updated Nov 20, 2024
  • donors-choose Public
    dssg/donors-choose’s past year of commit activity
    Jupyter Notebook 3 2 0 1 Updated Oct 22, 2024
  • aequitas Public

    Bias Auditing & Fair ML Toolkit

    dssg/aequitas’s past year of commit activity
    Python 700 MIT 116 43 (2 issues need help) 10 Updated Sep 11, 2024
  • ai4med Public
    dssg/ai4med’s past year of commit activity
    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.

    dssg/usal_echo_public’s past year of commit activity
    Python 21 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

    dssg/barefoot-winnie-public’s past year of commit activity
    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.

    dssg/411-on-311’s past year of commit activity
    Python 44 43 5 0 Updated Jun 3, 2024
  • .github Public
    dssg/.github’s past year of commit activity
    0 0 0 0 Updated May 20, 2024
  • argcmdr Public

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

    dssg/argcmdr’s past year of commit activity
    Python 13 MIT 0 12 0 Updated Feb 29, 2024