1. Introduction
  2. Beginner track
  3. Interviews
  4. Video series
  5. Preliminaries
  6. Linear algebra
  7. Calculus
  8. Probability
  9. Statistics
  10. MLMW Guide
  11. Models and methods
  12. Data types, sources and quality
  13. Research design to model productization
  14. Software tools
  15. Business change and society impact

Machine Learning My Way (MLMW)

Probability and statistics

Beginner

  • Seeing Theory visual textbook.
  • Probability distributions.

Courses

  • Statistics 110 (Probability) by Joe Blitzstein.

Reference

  • Chapter 6 “Probability and Distributions” in the MML book.
  • P4D.

Advanced

  • Aubrey Clayton reading of The Logic of Science by E.T. Jaynes.