Season - Episode
4
Season 4 Mar 31, 2019
-
4 - 1Overview of differential equations Mar 31, 2019 -
4 - 2But what is a partial differential equation? Apr 21, 2019 -
4 - 3Solving the heat equation Jun 16, 2019 -
4 - 4But what is a Fourier series? Jun 30, 2019 -
4 - 5Understanding e to the i pi in 3.14 minutes Jul 07, 2019 -
4 - 6How (and why) to raise e to the power of a matrix Apr 01, 2021
3
Season 3 Oct 05, 2017
-
3 - 1But what is a Neural Network? Oct 05, 2017 -
3 - 2Gradient descent, how neural networks learn Oct 16, 2017 -
3 - 3What is backpropagation really doing? Nov 03, 2017 -
3 - 4Backpropagation calculus Nov 03, 2017
2
Season 2 Apr 28, 2017
-
2 - 1Essence of calculus Apr 28, 2017 -
2 - 2The paradox of the derivative Apr 29, 2017 -
2 - 3Derivative formulas through geometry Apr 30, 2017 -
2 - 4Visualizing the chain rule and product rule May 01, 2017 -
2 - 5What's so special about Euler's number e? May 02, 2017 -
2 - 6Implicit differentiation, what's going on here? May 03, 2017 -
2 - 7 -
2 - 8Integration and the fundamental theorem of calculus May 05, 2017 -
2 - 9What does area have to do with slope? May 06, 2017 -
2 - 10Higher order derivatives May 07, 2017 -
2 - 11Taylor series May 07, 2017 -
2 - 12What they won't teach you in calculus May 19, 2018
1
Season 1 Aug 06, 2016
-
1 - 1Vectors, what even are they? Aug 06, 2016 -
1 - 2Linear combinations, span, and basis vectors Aug 07, 2016 -
1 - 3Linear transformations and matrices Aug 07, 2016 -
1 - 4Matrix multiplication as composition Aug 09, 2016 -
1 - 5Three-dimensional linear transformations Aug 10, 2016 -
1 - 6The determinant Aug 11, 2016 -
1 - 7Inverse matrices, column space and null space Aug 16, 2016 -
1 - 8 -
1 - 9Dot products and duality Aug 24, 2016 -
1 - 10Cross products Sep 01, 2016 -
1 - 11 -
1 - 12Cramer's rule, explained geometrically Mar 17, 2019 -
1 - 13Change of basis Sep 11, 2016 -
1 - 14Eigenvectors and eigenvalues Sep 15, 2016 -
1 - 15A quick trick for computing eigenvalues May 07, 2021 -
1 - 16Abstract vector spaces Sep 24, 2016
Overview
This one is a bit more symbol heavy, and that's actually the point. The goal here is to represent in somewhat more formal terms the intuition for how backpropagation works in part 3 of the series, hopefully providing some connection between that video and other texts/code that you come across later.
Year 2021
Studio
Director Grant Sanderson
Popularity 0.746
Language English
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