Statistic and Probability

• Statistics 110: Probability

  • Stastitics 110 free book - Google Drive

  • Introduction to Probability - edX

  • Statistics 110: Probability - YouTube

  • Introduction to Probability - HarvardX on edX - YouTube

• Book 0: “Machine Learning: A Probabilistic Perspective” (2012) - pml-book

• Introduction to Machine Learning, Fourth Edition - The MIT Press

• An Introduction to Statistical Learning with Applications in R

  • Python Version

  • Python version

  • MOOC

  • melling/ISLR: Introduction to Statistical Learning

• Elements of Statistical Learning: data mining, inference, and prediction. 2nd Edition.

  • maitbayev/the-elements-of-statistical-learning: My notes and codes (jupyter notebooks) for the "The Elements of Statistical Learning" by Trevor Hastie, Robert Tibshirani and Jerome Friedman

  • EDx

• Probabilistic Machine Learning Series

  • Book 0: Machine Learning: A Probabilistic Perspective, (2012)

  • Book 1: Probabilistic Machine Learning: An Introduction, (2021)

  • Book 2: Probabilistic Machine Learning: Advanced Topics, (2022)