NoUniversity Paths Faculties A to Z Kits About A pretty reason why Gaussian + Gaussian = Gaussian A visual trick to compute the sum of two normally distributed variables. For the technically curious who want to go deeper, here's a proof of the central limit theorem using Moment generating functions: And here's a nice discussion of methods using entropy: Relevant previous videos Central limit...
Intermediate - 13 min - AI & Data - 3Blue1Brown
The full course: Learn Math for ML free
What you'll need Laptop stand : Screen at eye level for long study sessions.Noise-cancelling headphones : Focus through long video lessons.Second monitor : Video on one screen, practice on the other.Wireless keyboard and mouse : Comfortable for hours of typing.Books Mathematics for Machine Learning by Marc Peter Deisenroth - View on Amazon Naked Statistics by Charles J. Wheelan - View on Amazon Practical Statistics for Data Scientists by Peter Bruce - View on Amazon The Art of Statistics by David Spiegelhalter - View on Amazon The Elements of Statistical Learning by Trevor Hastie - View on Amazon Next lessons But what is a convolution? (23 min, 3Blue1Brown, Beginner)But what is the Fourier Transform? A visual introduction. (20 min, 3Blue1Brown, Beginner)How (and why) to take a logarithm of an image (45 min, 3Blue1Brown, Intermediate)Simulating an epidemic (23 min, 3Blue1Brown, Intermediate)But what are Hamming codes? The origin of error correction (20 min, 3Blue1Brown, Intermediate)Divergence and curl: The language of Maxwell's equations, fluid flow, and more (16 min, 3Blue1Brown, Intermediate)Solving Wordle using information theory (31 min, 3Blue1Brown, Intermediate)Taylor series | Chapter 11, Essence of calculus (22 min, 3Blue1Brown, Intermediate)