There are a few good courses to get started on causal inference and their applications in computing/ML systems.

And here are some sets of lectures.

  • Lectures on causality by Jonas Peters [Video]

  • Drawing causal inference from big data – NAS Sackler Colloquium [Video]

  • Causal inference in everyday machine learning by Ferenc Huszar [Video]

  • Causal discovery by Bernhard Scholkopf [Video]