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Back to Mathematics for Machine Learning: Multivariate Calculus

Learner Reviews & Feedback for Mathematics for Machine Learning: Multivariate Calculus by Imperial College London

4.7
stars
5,746 ratings

About the Course

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....

Top reviews

TK

Apr 2, 2018

Just a great course for getting you ready to understand machine learning algorithms. The chapter on backpropagation is simply outstanding and the programming assignments are awesome!

DS

Apr 27, 2020

I am happy see that how the simple concepts of calculus can be helpful in answering the machine learning problem. Instructors are very professionals and did full justification with the course.

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726 - 750 of 1,017 Reviews for Mathematics for Machine Learning: Multivariate Calculus

By Yash V P

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Mar 25, 2019

very cool

By Nidal M G

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Nov 11, 2018

very good

By Edward K

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Sep 3, 2018

very nice

By Bielushkin M

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Jun 8, 2018

retretret

By 海鹿

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Mar 15, 2018

excellent

By peb p

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Jan 23, 2023

Awesome!

By Rahimulla A K

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Oct 8, 2022

Amazing

By Deleted A

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Nov 29, 2021

excelent

By Carlos J B A

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Feb 2, 2021

Amazing!

By Rodrigo F

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Sep 17, 2019

Amazing!

By Мусаллямов Д Н

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May 31, 2019

Awesome!

By James A

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Jan 14, 2019

Amazing!

By Amit A

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Jul 27, 2018

V

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By Indriana N

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Mar 25, 2023

amazing

By Tamil M 2

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Jan 18, 2023

awesome

By Varian A W M

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Mar 28, 2021

Awesome

By Levina A

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Mar 26, 2021

So cool

By mochammad g r

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Mar 10, 2021

Thanks!

By Indria A

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Feb 28, 2021

awesome

By Wong Y W M

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Feb 21, 2020

Thanks.

By Bálint - H F

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Mar 20, 2019

Great !

By Shanxue J

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May 23, 2018

Amazing

By RAHMITA D K

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Mar 21, 2023

Mantap

By Muhammad I A G

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Mar 4, 2021

Greatt

By Mars F

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Jun 21, 2019

Great!