Data Science Resources

Website with various data science and machine learning resources

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Project maintained by AdiBro Hosted on GitHub Pages — Theme by mattgraham

Math Resources

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.