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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

5,115 classificações
911 avaliações

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


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.


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.

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526 — 550 de 915 Avaliações para o Mathematics for Machine Learning: Multivariate Calculus

por Liu X

2 de mai de 2021

excellent learning material!

por Stevani D U

10 de mar de 2021

this course very challenging

por shuvam p e

2 de mai de 2020

Very Informative and Useful.

por Anant J

24 de abr de 2021

it is best course available

por Lingjun K

19 de set de 2018

Great learning experience !

por 张雪婷 Z

21 de fev de 2022

I really like this course.

por Onur B

18 de nov de 2020

Excellent, just excellent.

por Thy T

6 de fev de 2021

Nice content. Nice course

por Melany N M I

6 de jan de 2021

Challenging and complete!

por Jeff D

31 de out de 2020

Thank you for this course

por Waseem S

21 de abr de 2020

it is a good solid course

por Vishesh K

14 de dez de 2019

Really amazing course....

por Shavina R D M

15 de mar de 2021

Interesting & Insightful

por zan

23 de set de 2019

Amazing time investment.

por shubham m

27 de jun de 2019

good introductory course

por Naresh V A

10 de set de 2020

Excellent, Challenging.

por Lincoln M d O

3 de jul de 2020

very instructive course

por Gen L

16 de nov de 2019

This course is awesome!

por Pham M Q

19 de out de 2019

Very good for beginner.

por iorilu

3 de jun de 2021

interesting and useful

por Felipe C

25 de abr de 2021

Quite good. Good pace.

por Marc G

12 de out de 2018

Brilliant instructors!

por Jiacheng L

27 de jan de 2022

Really fancy course !

por YUZE F

30 de out de 2021

thanks! helpful to me

por greg m

26 de abr de 2020

Very good. Enjoyed it