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

4.7
stars
5,609 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

KB

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Very informative refresher on the basics of differentiation, though some of the later topics could have been fleshed out more (i.e. Taylor Series, Lagrange Multipliers, etc). Overall very good.

RM

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It was very challenging, but not to the point where I felt lost. And that to me means I pushed the limits of my knowledge and skills further than before, which is what I expected from the course.

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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!

By Shuvo D N

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May 25, 2019

Great!

By Nitish K S

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Jul 18, 2018

nice !

By Andy T

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Apr 13, 2023

Nice.

By Felix G S S

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Mar 26, 2021

Great

By Sinatrio B W M

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Mar 2, 2021

great

By Md. R Q S

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Aug 20, 2020

great

By Kailun C

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Jan 25, 2020

niubi

By EMAN A A A E A A A

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May 9, 2024

good

By Stephen

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Sep 7, 2023

nice

By Muhammad J

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Mar 28, 2023

Good

By Arnoldy C

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Mar 28, 2023

good

By Fitrah S

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Mar 16, 2023

cool

By Doni S

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Mar 27, 2022

Good