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
- Hitchikers Guide to DSSG: Data Science for Social Good Fellowship Manual and tutorials from the summer program
- Dealing with Fairness and Bias in Machine Learning/Data Science/AI Systems: Hands-on tutorial presented at several conferences and workshops
Classes
- [10-718 ML In Practice]:(https://github.com/dssg/MLinPractice) (CMU): Materials for ML in Practice class at CMU
- 94-889 ML for Public Policy Lab (CMU): Materials for ML for Public Policy Lab class at CMU
Useful Utilities
- Ohio: useful I/O utility to deal with CSVs, postgres, and python
