Awesome ML interpretability resources

A curated list of awesome machine learning interpretability resources. 

• Comprehensive Software Examples and Tutorials
• Explainability- or Fairness-Enhancing Software Packages
  • Browser
  • Python
  • R
• Free Books
• Other Interpretability and Fairness Resources and Lists
• Review and General Papers
  • Limitations of Interpretability
• Teaching Resources
• Interpretable ("Whitebox") or Fair Modeling Packages
  • C/C++
  • Python
  • R