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

5,194 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


25 de nov de 2018

Great course to develop some understanding and intuition about the basic concepts used in optimization. Last 2 weeks were a bit on a lower level of quality then the rest in my opinion but still great.


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.

Filtrar por:

126 — 150 de 931 Avaliações para o Mathematics for Machine Learning: Multivariate Calculus

por Tash B

5 de set de 2018

por Badri A

15 de mai de 2020

por Jafed E G

6 de jul de 2019

por Jonathan F

29 de jul de 2018

por Saikat C

14 de fev de 2020

por Kenneth B

3 de fev de 2021

por Zixuan Y

27 de jan de 2020

por Nigel H

18 de abr de 2018

por Mike F

13 de jan de 2020

por Zohair A

2 de jun de 2020

por Olivio A C J

19 de out de 2020

por Rafael E

21 de ago de 2020

por jie

11 de jun de 2020

por Sagar L

12 de mar de 2020

por Nataliya M

17 de nov de 2018

por Loay W

1 de ago de 2019

por Francisco R

29 de out de 2019

por Deepak n

3 de jan de 2019

por Gilsiley D

4 de ago de 2020

por Mohammad A M

7 de nov de 2019

por Jimmy K A

3 de fev de 2019

por Sertan A

15 de nov de 2020

por Deleted A

26 de jul de 2019

por Arthur T R

11 de out de 2018

por Mohamed B

9 de jun de 2021