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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 284

  2. triage triage Public

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

    Jupyter Notebook 193 60

  3. aequitas aequitas Public

    Bias Auditing & Fair ML Toolkit

    Python 734 123

  4. police-eis police-eis Public

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

    Python 54 20

  5. MLinPractice MLinPractice Public

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

    Jupyter Notebook 67 19

  6. mlforpublicpolicylab mlforpublicpolicylab Public

    Repo for ML for Public Policy Lab course at CMU

    Jupyter Notebook 115 37

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 193 60 210 4 Updated Oct 31, 2025
  • mlforpublicpolicylab Public

    Repo for ML for Public Policy Lab course at CMU

    dssg/mlforpublicpolicylab’s past year of commit activity
    Jupyter Notebook 115 MIT 37 0 0 Updated Oct 31, 2025
  • MLinPractice Public

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

    dssg/MLinPractice’s past year of commit activity
    Jupyter Notebook 67 MIT 19 0 0 Updated Oct 31, 2025
  • dssg/acdhs_housing_public’s past year of commit activity
    Python 3 MIT 0 0 0 Updated Oct 7, 2025
  • aequitas Public

    Bias Auditing & Fair ML Toolkit

    dssg/aequitas’s past year of commit activity
    Python 734 MIT 123 44 (4 issues need help) 10 Updated Oct 6, 2025
  • dssg/fairness_tree_workshop’s past year of commit activity
    1 MIT 0 0 0 Updated Sep 25, 2025
  • donors-choose Public
    dssg/donors-choose’s past year of commit activity
    Jupyter Notebook 3 2 0 1 Updated Aug 18, 2025
  • lorax Public

    Speaks for the trees by providing individual feature importances from random forests.

    dssg/lorax’s past year of commit activity
    Python 3 2 6 1 Updated Apr 1, 2025
  • dssg/masld_prediction’s past year of commit activity
    Python 0 MIT 0 0 0 Updated Feb 25, 2025
  • ai4med Public
    dssg/ai4med’s past year of commit activity
    Jupyter Notebook 0 0 0 0 Updated Jul 22, 2024