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

4.7
stars
5,681 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

JT

Nov 12, 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.

DP

Nov 25, 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.

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By Md. R Q S

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Aug 21, 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

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Mar 28, 2023

Good

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Mar 28, 2023

good

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Mar 16, 2023

cool

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Mar 27, 2022

Good

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Jan 18, 2022

good

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Aug 23, 2021

good

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Mar 23, 2021

good

By Ahmad H N

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Mar 16, 2021

Good

By Habib B K

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Mar 12, 2021

Nice

By Indah D S

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Feb 27, 2021

cool

By RAGHUVEER S D

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Jul 25, 2020

good

By Nat

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Mar 5, 2020

goot

By Zhao J

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Sep 11, 2019

GOOD

By Harsh D

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Jun 26, 2018

good

By Amini D P S

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Mar 26, 2022

wow

By Roberto

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Mar 25, 2021

thx

By Artem G

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May 27, 2022

:)

By Angel E E V

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Nov 30, 2021

:)

By Omar D

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May 5, 2020

gd

By Гончарова П В

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May 10, 2022

2

By Aidana P B

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Apr 26, 2021

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