Math for Machine Learning

NEW 2022:

• Mathematics for Machine Learning

Supplements for MML - Animated Math

• 3B1B's Youtube.
• Use 3Blue1Brown's YouTube playlists to give you a better intuitive understanding. He has 3 relevant playlists:
  • Essence of linear algebra
  • Essence of calculus
  • Every probability-related video

Python Data Science Handbook (chapter 5 only)

This one will help you better understand the second part of the book like SVM, PCA, linear regression and density estimation (GMMs, etc.)

• https://jakevdp.github.io/PythonDataScienceHandbook/

List of Math resources for AI and Machine Learning

OLD NOTE: If you need a refresher, then start in Khan Academy then read in this order.

Start with Khan Academy

• Linear Algebra
• Statistics and probability
• Single-variable calculus
• Multivariable Calculus

For Machine Learning

• Mathematics for Machine Learning
• An Introduction to Statistical Learning with Applications in R - 2nd edition
• The Elements of Statistical Learning: Data Mining, Inference, and Prediction 2e
• Statistical Rethinking, 2nd Edition