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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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676 - 700 of 1,017 Reviews for Mathematics for Machine Learning: Multivariate Calculus

By N'guessan L R G

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Apr 14, 2020

Amazing Course

By Camilo A F B

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Nov 18, 2019

A great course

By Voravich C

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Oct 5, 2019

Great course!!

By Nikhil K

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Oct 2, 2018

Great course !

By TULANI G

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Feb 24, 2023

excellent!!!!

By Loay S

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Mar 28, 2022

I enjoyed it!

By Aldi I A

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Mar 3, 2021

Alhamdulillah

By Amit R

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Sep 17, 2020

A nice course

By Hee-Jin L

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Dec 21, 2019

great course!

By omid p s e

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Sep 11, 2019

it's amazing.

By Emmanuel A

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Sep 6, 2019

Great course.

By Sabeur M

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Dec 18, 2023

great course

By Ezzaldin m

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Jan 21, 2022

Great Course

By Binh Q N

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Jul 9, 2021

KeepMoving!!

By Opas S

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Jul 14, 2020

Great course

By JOYDIP M

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Jun 11, 2020

very helpful

By latheesh K

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Jun 4, 2020

Great course

By Lahiru D

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Sep 15, 2019

Great course

By Harold V

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Oct 19, 2022

Brilliant!

By Muhammad A S

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Mar 9, 2021

RECOMMENDED

By Nandyala s k

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Dec 2, 2020

good course

By VIGNESH S

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Aug 24, 2020

Great work.

By Vidhya A P

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Aug 12, 2020

Very Useful

By Kirill T

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Jul 21, 2020

Pretty good

By Suyash S P

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Jul 18, 2020

Good Course