Statistic and Probability

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)