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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 986 279

  2. triage triage Public

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

    Jupyter Notebook 181 61

  3. aequitas aequitas Public

    Bias Auditing & Fair ML Toolkit

    Python 659 110

  4. police-eis police-eis Public

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

    Python 51 20

  5. MLinPractice MLinPractice Public

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

    Jupyter Notebook 56 16

  6. mlforpublicpolicylab mlforpublicpolicylab Public

    Repo for ML for Public Policy Lab course at CMU

    Jupyter Notebook 102 35

Repositories

Showing 10 of 148 repositories
  • ai4med Public
    dssg/ai4med’s past year of commit activity
    Jupyter Notebook 0 0 0 0 Updated Jul 17, 2024
  • 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 181 61 197 11 Updated Jul 8, 2024
  • aequitas Public

    Bias Auditing & Fair ML Toolkit

    dssg/aequitas’s past year of commit activity
    Python 659 MIT 110 39 (1 issue needs help) 11 Updated Jul 2, 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 19 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 42 5 0 Updated Jun 3, 2024
  • dssg/donors-choose’s past year of commit activity
    Jupyter Notebook 2 2 0 1 Updated May 20, 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
  • baltimore_roofs_public Public

    Public Repository for DSSG 2022 Baltimore Roofs Project

    dssg/baltimore_roofs_public’s past year of commit activity
    Python 2 MIT 3 0 1 Updated Dec 13, 2023

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