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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
5,658 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

SS

Aug 3, 2019

Very Well Explained. Good content and great explanation of content. Complex topics are also covered in very easy way. Very Helpful for learning much more complex topics for Machine Learning in future.

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.

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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!

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May 31, 2019

Awesome!

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Jul 27, 2018

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Mar 25, 2023

amazing

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awesome

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Mar 28, 2021

Awesome

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Mar 26, 2021

So cool

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Mar 10, 2021

Thanks!

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Feb 28, 2021

awesome

By Wong Y W M

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Feb 21, 2020

Thanks.

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Mar 20, 2019

Great !

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May 23, 2018

Amazing

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Mar 21, 2023

Mantap

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Mar 4, 2021

Greatt

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Jun 21, 2019

Great!

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May 26, 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

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Mar 2, 2021

great

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Aug 21, 2020

great

By Kailun C

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Jan 25, 2020

niubi