This is a living document where I collect mathematics resources essential for data science and analytics.
Linear Algebra
- 3Blue1Brown Linear Algebra Series - Excellent visual introduction to linear algebra
- Gilbert Strang Linear Algebra Lectures - MIT OpenCourseWare lectures
- Khan Academy Linear Algebra - Free online course
Calculus
- 3Blue1Brown Essence of Calculus - Visual intuition for calculus concepts
- Khan Academy Calculus - Comprehensive calculus courses
Statistics and Probability
- StatQuest with Josh Starmer - Intuitive explanations of statistical concepts
- Seeing Theory - Interactive visualizations of probability and statistics
Reference Books
- Introduction to Linear Algebra - Gilbert Strang’s classic textbook
- All of Statistics - Concise statistical reference
Practice Problems
- Brilliant.org - Interactive math and science problems
- Paul’s Online Math Notes - Comprehensive math notes and practice
Georgia Tech 🐝 Course Notes
- NOTES GO HERE