In addition to the resources below, the course also has a wiki and question / answer forum as a GitHub wiki and issues pages.

Machine Learning

  • Repository of free or open-source texts on machine learning link
  • Bias-Variance Trade-off explained link

Statistical Learning

  • Gareth James et al. Statistical Learning Book link

Python

  • Python Data Science Handbook link

Markdown

  • Markdown Cheat Sheet - A Simple Visual Guide link
  • General Markdown tutorial link

Editors

  • Setting up different editorr link

Other sources…

  • Machine learning in materials science: recent progress and emerging applications link