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Volver a Mathematics for Machine Learning: Multivariate Calculus

Opiniones y comentarios de aprendices correspondientes a Mathematics for Machine Learning: Multivariate Calculus por parte de Imperial College London

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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....

Principales reseñas


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.


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.

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551 - 575 de 947 revisiones para Mathematics for Machine Learning: Multivariate Calculus

por Thy T

6 de feb. de 2021

Nice content. Nice course

por Melany N M I

6 de ene. de 2021

Challenging and complete!

por Jeff D

31 de oct. 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 dic. de 2019

Really amazing course....

por Js S

30 de nov. de 2022

Amazing course!. Thanks.

por Shavina R D M

15 de mar. de 2021

Interesting & Insightful

por zan

23 de sep. de 2019

Amazing time investment.

por shubham m

27 de jun. de 2019

good introductory course

por Alex

6 de jun. de 2022

Very informative primer

por Naresh V A

10 de sep. 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 oct. 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 oct. de 2018

Brilliant instructors!

por Jiacheng L

27 de ene. de 2022

Really fancy course !

por YUZE F

30 de oct. de 2021

thanks! helpful to me

por greg m

26 de abr. de 2020

Very good. Enjoyed it

por Subhodip P

28 de nov. de 2020

Really leaned a lot

por Naveen K

2 de dic. de 2019

I love this course.

por Ka P ( Y

15 de oct. de 2018

Very well teaching.

por Taoshan C

1 de oct. de 2018

awesome! I love it!

por Md. F I

5 de jun. de 2022

Very good course.