Readings

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

Core Textbook

  • Art of Data Science Book, R Peng & E Matsui - Free online copy URL or Available on LeanPub for pay what you want (including free) URL

Project Scoping and EDA

  • Ideas for Data Science Project Scoping URL
  • Data Science for Social Good: Hitchhikers Guide [Great resource, covering a wider scope] URL

Analytical Modelling

  • Machine Learning for Humans: Demystifying artificial intelligence & machine learning URL
  • Interpretable Machine Learning: A Guide for Making Black Box Models Explainable. Christoph Molnar URL

Papers

  • Veridical Data Science - Bin Yu & Karl Kumbier URL
  • Model Cards for Model Reporting - Mitchell et al. URL
  • Datasheets for Datasets - Gebru et al. URL