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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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626 - 650 of 1,017 Reviews for Mathematics for Machine Learning: Multivariate Calculus

By I G P

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Aug 29, 2018

Very Intuitive. :)

By Francesc B

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May 25, 2018

Excellent 👍🏻👌🏻

By EDWARD J R

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Nov 18, 2020

Wonderfull Course

By divyanshu v

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Sep 4, 2020

Excellent Course!

By Peter M

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Jul 13, 2020

Really insightful

By Tarak N

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Jul 9, 2020

Excellent course.

By Tomin J

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May 24, 2020

Excellent course!

By Juan P

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Apr 12, 2020

Excellent course!

By cordeliazhu

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Nov 10, 2019

Fantastic courses

By Paulo Y C

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Jan 17, 2019

Awesome material!

By Kevin B

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Sep 20, 2018

Great coursework!

By Ashish R

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Aug 26, 2018

Excellent Course!

By Shuang D

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May 7, 2018

excellent course!

By Mayank A

•

Jun 18, 2022

Simply amazing!

By Sarah A

•

Jan 26, 2022

Excellent course

By Favre d M

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Aug 30, 2021

very good course

By Ravindu S

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May 30, 2021

good, thanks all

By Javas A B Y P

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Mar 27, 2021

This is amazing!

By Dhanar B P

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Mar 24, 2021

very challenging

By Tanvir H

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Mar 17, 2021

I loved this one

By Luis L

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Mar 1, 2021

Excellent course

By Apurba G

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Oct 21, 2020

Great Experience

By Colin H

•

Oct 2, 2020

Excellent course

By ANGEL F P A

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Aug 31, 2020

El mejor curso!!

By Sukhvir S

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Aug 23, 2020

Nice explanation