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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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701 - 725 of 1,017 Reviews for Mathematics for Machine Learning: Multivariate Calculus

By Suhas S

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May 20, 2020

Nice Course

By Krish T

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Apr 21, 2020

ITS AMAZING

By 馬健原

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Dec 16, 2018

Good Course

By ChaoLin

•

Nov 24, 2018

nice course

By Xu P

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Sep 19, 2024

Very nice.

By Atalay E

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Dec 9, 2023

Thank you.

By Marjorie H

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Apr 28, 2021

Excellent!

By Bintang F E

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Mar 24, 2021

awesome!!!

By Sabrina M U

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Mar 23, 2021

great job!

By Neha K

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Sep 4, 2020

EXECELLENT

By PAWAN S

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Sep 4, 2020

EXECELLENT

By Om K

•

Apr 14, 2020

Very Nice!

By Mohd U

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Nov 29, 2019

i like it.

By sudipta p

•

Aug 16, 2019

Excellent.

By Allie A M

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Feb 20, 2019

Thank you!

By Perumal R S

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Oct 2, 2023

Excellent

By CARLOS A S O

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Nov 19, 2021

Very Nice

By ibrahim s s

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Jun 23, 2021

excellent

By CS M L

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Dec 1, 2020

excellent

By miguel s

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Sep 20, 2020

very well

By Ms.Smitha G N M

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Aug 29, 2020

very good

By Isaac M M

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Aug 9, 2020

excellent

By Rafael M B

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Sep 16, 2019

Excelent.

By Mohamed H

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Aug 5, 2019

Fantastic

By prasad r n

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Apr 2, 2019

very good