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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 1.1k 287

  2. triage triage Public

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

    Jupyter Notebook 201 62

  3. aequitas aequitas Public

    Bias Auditing & Fair ML Toolkit

    Python 771 125

  4. police-eis police-eis Public

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

    Python 56 19

  5. MLinPractice MLinPractice Public

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

    Jupyter Notebook 75 21

  6. mlforpublicpolicylab mlforpublicpolicylab Public

    Repo for ML for Public Policy Lab course at CMU

    Jupyter Notebook 122 37

Repositories

Showing 10 of 150 repositories
  • mlforpublicpolicylab Public

    Repo for ML for Public Policy Lab course at CMU

    dssg/mlforpublicpolicylab's past year of commit activity
    Jupyter Notebook 122 MIT 37 0 0 Updated Aug 27, 2026
  • MLinPractice Public

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

    dssg/MLinPractice's past year of commit activity
    Jupyter Notebook 75 MIT 21 0 0 Updated Aug 27, 2026
  • hitchhikers-guide Public

    The Hitchhiker's Guide to Data Science for Social Good

    dssg/hitchhikers-guide's past year of commit activity
    Jupyter Notebook 1,050 287 37 17 Updated Jul 16, 2026
  • fairness_tutorial Public

    Hands-on tutorial on ML Fairness

    dssg/fairness_tutorial's past year of commit activity
    Jupyter Notebook 75 MIT 32 0 1 Updated Jul 15, 2026
  • 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 201 62 209 5 Updated Jun 3, 2026
  • aequitas Public

    Bias Auditing & Fair ML Toolkit

    dssg/aequitas's past year of commit activity
    Python 771 MIT 125 43 (2 issues need help) 12 Updated May 12, 2026
  • timechop Public

    generate time splits for temporal validation

    dssg/timechop's past year of commit activity
    Python 5 4 0 1 Updated Apr 13, 2026
  • donors-choose Public
    dssg/donors-choose's past year of commit activity
    Jupyter Notebook 4 3 0 1 Updated Mar 19, 2026
  • aiassurance Public
    dssg/aiassurance's past year of commit activity
    1 MIT 0 0 0 Updated Feb 1, 2026
  • dssg/acdhs_housing_public's past year of commit activity
    Python 4 MIT 0 0 0 Updated Oct 7, 2025

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