Mathematics

Educational Youtube channels
​3Blue1Brown​
​Numberphile​
​Stand-up Maths​
​Mathologer​
​PBS Infinite Series (discontinued)
​Mathmaniac​
​Veritasium​
​Vsauce​
​Tibees​
​Eddie Woo​
​https://www.youtube.com/user/vihart​
Vector Calculus
1.​A Visual, Intuitive Guide to Imaginary Numbers​
2.​Intuitive Arithmetic With Complex Numbers​
3.​Understanding Why Complex Multiplication Works​
4.​Intuitive Guide to Angles, Degrees and Radians​
5.​Intuitive Understanding Of Euler's Formula​
6.​An Interactive Guide To The Fourier Transform​
7.​Intuitive Understanding of Sine Waves​
8.​An Intuitive Guide to Linear Algebra​
9.​A Programmer's Intuition for Matrix Multiplication​
10.​Imaginary Multiplication vs. Imaginary Exponents​
Calculus
1.​A Gentle Introduction To Learning Calculus​
2.​Understanding Calculus With A Bank Account Metaphor​
3.​Prehistoric Calculus: Discovering Pi​
4.​A Calculus Analogy: Integrals as Multiplication​
5.​Calculus: Building Intuition for the Derivative​
6.​How To Understand Derivatives: The Product, Power & Chain Rules​
7.​How To Understand Derivatives: The Quotient Rule, Exponents, and Logarithms​
8.​An Intuitive Introduction To Limits​
9.​Intuition for Taylor Series (DNA Analogy)​
10.​Why Do We Need Limits and Infinitesimals?​
11.​Learning Calculus: Overcoming Our Artificial Need for Precision​
12.​A Friendly Chat About Whether 0.999... = 1​
13.​Analogy: The Calculus Camera​
14.​Abstraction Practice: Calculus Graphs​
15.​Quick Insight: Easier Arithmetic With Calculus​
16.​How to Add 1 through 100 using Calculus​
17.​Integral of Sin(x): Geometric Intuition​
Linear Algebra
Essense of Linear algrebrea: https://www.3blue1brown.com/essence-of-linear-algebra-page/​
​Introduction to Linear Algebra for Applied Machine Learning with Python​
General
Recommendations by 3blue1brown: https://www.3blue1brown.com/recommendations​
Pauls online math notes - https://tutorial.math.lamar.edu/​
Mathworld from wolfram alpha - https://mathworld.wolfram.com/​
​A Gentle Introduction to Tensors by Boaz Porat
​Algebra: An Elementary Text-Book by George Chrystal​
​Approved Textbooks of the American Institute of Mathematics​
​Book of Proof, Third Edition by Richard Hammack
​Books by Dr. Kenneth Kuttler​
​Calculus Made Easy by Silvanus P. Thompson​
​Category Theory for Programmers by Bartosz Milewski
​Euclid's Elements​
​Immersive Linear Algebra by J. Ström, K. Åström, and T. Akenine-Möller
​Interactive Linear Algebra by Dan Margalit and Joseph Rabinoff
​Introduction to Theoretical Computer Science by Boaz Barak​
​Seeing Theory - a book about statistics with interactive visualizations by Daniel Kunin, Jingru Guo, Tyler Dae Devlin, and Daniel Xiang
Math as code - https://github.com/Jam3/math-as-code​

Neural Networks

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Educational Youtube channels