Math Resources
March 3, 2020 · View on GitHub
General Math
- Essential Math for Data Science: ‘Why’ and ‘How’ - a blog post with an abundance of math for data science resources.
- Mathematics for Machine Learning - companion webpage to the book “Mathematics for Machine Learning”.
- How to Learn Math for Data Science, The Self-Starter Way - from EliteDataScience.
- Data Science Math Skills - a Coursera math for data science course.
Calculus
- A Gentle Introduction To Learning Calculus
- Khan Academy's Multivariable Calculus
- Calculus Concepts - a writeup that describes the key ideas of calculus which you’ll need to know to understand machine learning concepts, taken from Machine Learning Cheatsheet.
Videos
- Essence of Calculus - a video series with a great introduction to calculus. "he goal here is to make calculus feel like something that you yourself could have discovered."
Linear Algebra
- Linear Algebra for Data Scientist - a comprehensive beginners guide to Linear Algebra for Data Scientists.
- Khan Academy's Linear Algebra Class
- Linear Algebra for Machine Learning - a great review of self-guided resources to learn Linear Algebra relevant to Data Science (and then some).
- Immersive Linear Algebra - "the world's first linear algebra book with fully interactive figures."
- An Intuitive Guide to Linear Algebra
- A Programmer’s Intuition for Matrix Multiplication
- Linear Algebra Concepts - a brief overview of basic linear algebra concepts, taken from Machine Learning Cheatsheet.
- Introduction to Linear Algebra - a linear algebra book from Dr. Gilbert Strang, a professor of mathematics from Massachusetts Institute of Technology.
- Linear Algebra and Calculus Refresher - from Stanford University's CS 229 - Machine Learning course.
- Linear Algebra Review and Reference
- Introduction to Linear Models and Matrix Algebra - learn to use R programming to apply linear models to analyze data in life sciences.
Videos
- Essence of Linear Algebra - a YouTube playlist of videos that provide an excellent introduction to linear algebra. "A geometric understanding of matrices, determinants, eigen-stuffs and more."
- Linear Alegbra Review - linear alegbra review videos, from Andrew Ng's Machine Learning course.