Chevron Left
Voltar para Mathematics for Machine Learning: Multivariate Calculus

Comentários e feedback de alunos de Mathematics for Machine Learning: Multivariate Calculus da instituição Imperial College London

5,272 classificações

Sobre o curso

This course offers a brief introduction to the multivariate calculus required to build many common machine learning techniques. We start at the very beginning with a refresher on the “rise over run” formulation of a slope, before converting this to the formal definition of the gradient of a function. We then start to build up a set of tools for making calculus easier and faster. Next, we learn how to calculate vectors that point up hill on multidimensional surfaces and even put this into action using an interactive game. We take a look at how we can use calculus to build approximations to functions, as well as helping us to quantify how accurate we should expect those approximations to be. We also spend some time talking about where calculus comes up in the training of neural networks, before finally showing you how it is applied in linear regression models. This course is intended to offer an intuitive understanding of calculus, as well as the language necessary to look concepts up yourselves when you get stuck. Hopefully, without going into too much detail, you’ll still come away with the confidence to dive into some more focused machine learning courses in future....

Melhores avaliações


3 de ago de 2019

Very Well Explained. Good content and great explanation of content. Complex topics are also covered in very easy way. Very Helpful for learning much more complex topics for Machine Learning in future.


12 de nov de 2018

Excellent course. I completed this course with no prior knowledge of multivariate calculus and was successful nonetheless. It was challenging and extremely interesting, informative, and well designed.

Filtrar por:

1 — 25 de 939 Avaliações para o Mathematics for Machine Learning: Multivariate Calculus

por Nushaine F

18 de jul de 2019

por Jonathan C

24 de out de 2019

por Tanuj J

18 de jan de 2019

por Marc P

28 de abr de 2019

por James T

12 de nov de 2018

por Valeria B

17 de jun de 2019

por Samresh

4 de ago de 2019

por Yan

30 de mar de 2019

por Daniel P

26 de nov de 2018

por Oleg B

11 de dez de 2018

por Derek T

4 de abr de 2022

por Seongwoo K

24 de set de 2019

por Eric P

9 de abr de 2019

por Artem D

10 de ago de 2018

por Matthias S

13 de mai de 2019

por Ilja S S E C L

20 de nov de 2019

por Nelson S S

22 de dez de 2019

por laszlo

30 de abr de 2018

por Yiran X

6 de jan de 2019

por Lee F

18 de set de 2018

por Andrii S

20 de jan de 2019

por Tyler W

18 de jun de 2022

por Mahwish A

26 de abr de 2020

por Carsten H

31 de mar de 2018

por Rina F

14 de nov de 2020