Readings

For this class, a number of readings are used to reinforce concepts or encourage debate.

Good to read (Online and Books)

  • Art of Data Science Book, R Peng - Free online copy URL or Available on LeanPub for pay what you want (including free, just for the book) URL
  • Ideas for Data Science Project Scoping URL
  • Data Science for Social Good: Hitchhikers Guide [Great resource, covering a wider scope] URL
  • Machine Learning for Humans: Demystifying artificial intelligence & machine learning URL [ML]
  • Interpretable Machine Learning: A Guide for Making Black Box Models Explainable. Christoph Molnar URL [ML]

Papers

  • Veridical Data Science URL
  • Model Cards for Model Reporting URL