Curated list: Math on YouTube

#machinelearning #statistics #mathematics #datascience

Cover image by Isaac Smith on Unsplash

Hello everyone!

This post is just to share with you some incredible playlists I have found on YouTube with priceless content about Statistics, Probability, Linear Algebra, Calculus, Machine Learning, and so on. These videos are helping me a lot to remember and to improve the mathematical concepts behind the Data Science universe.

Statistics Fundamentals - StatQuest with Josh Starmer

Introduction to Probability - Brandon Foltz

Linear Regression and Linear Models - StatQuest with Josh Starmer

Simple Linear Regression - Brandon Foltz

Logistic Regression - StatQuest with Josh Starmer

Machine Learning - StatQuest with Josh Starmer

Essence of Linear Algebra - 3Blue1Brown

Essence of Calculus - 3Blue1Brown

Diferencial Equations - 3Blue1Brown

Neural Networks - 3Blue1Brown

STATS 101 - All playlists of Brandon Foltz

Video Index - Video Index of StatQuest with Josh Starmer

Top comments (6)

Andrew Baisden • Aug 10 '20

Thanks for sharing I don't think the average programmer really looks into maths that much after leaving school this is quite useful.

Thales Bruno • Aug 10 '20

Anytime! And yes, I think you're right. I even didn't look into maths for a long time...

Shaiju T • Aug 10 '20 • Edited

What are the basic math skills required to learn Machine learning / AI ?

Thales Bruno • Aug 10 '20

I would say that is basic algebra (linear equations), linear algebra (vectors and matrices), statistics (mean, median, standard deviation, ability to read charts like histograms), probability, and concepts of derivative...