Skip to content

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

Pinned Loading

  1. hitchhikers-guide hitchhikers-guide Public

    The Hitchhiker's Guide to Data Science for Social Good

    Jupyter Notebook 1k 285

  2. triage triage Public

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

    Jupyter Notebook 194 60

  3. aequitas aequitas Public

    Bias Auditing & Fair ML Toolkit

    Python 727 121

  4. police-eis police-eis Public

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

    Python 52 20

  5. MLinPractice MLinPractice Public

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

    Jupyter Notebook 65 19

  6. mlforpublicpolicylab mlforpublicpolicylab Public

    Repo for ML for Public Policy Lab course at CMU

    Jupyter Notebook 114 37

Repositories

Showing 10 of 149 repositories
  • MLinPractice Public

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

    dssg/MLinPractice’s past year of commit activity
    Jupyter Notebook 65 MIT 19 0 0 Updated Sep 11, 2025
  • mlforpublicpolicylab Public

    Repo for ML for Public Policy Lab course at CMU

    dssg/mlforpublicpolicylab’s past year of commit activity
    Jupyter Notebook 114 MIT 37 0 0 Updated Sep 11, 2025
  • 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 194 60 210 7 Updated Sep 4, 2025
  • donors-choose Public
    dssg/donors-choose’s past year of commit activity
    Jupyter Notebook 3 2 0 1 Updated Aug 18, 2025
  • aequitas Public

    Bias Auditing & Fair ML Toolkit

    dssg/aequitas’s past year of commit activity
    Python 727 MIT 121 43 (4 issues need help) 10 Updated May 13, 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
  • 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 24 14 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