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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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526 - 550 of 999 Reviews for Mathematics for Machine Learning: Multivariate Calculus

By Learner4Life

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Nov 10, 2018

Great course! Especially the first half.

By Jorge C

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Oct 30, 2021

Excelente curso. Necesario y didáctico.

By Angel G

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Jul 28, 2020

Un excelente curso. An excellent course

By Shashank S

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Nov 13, 2019

A nice course on multivariate calculus.

By 희랑 이

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Feb 11, 2019

I think this course will help me a lot.

By Srikar V

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Apr 8, 2018

One of the best courses that I've done!

By Kukuh I M

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Mar 25, 2022

Cool Sir! I love it! thank you so much

By SYED H

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Sep 17, 2020

Very good course to refresh the basics

By MuhammadAlmujtaba A M Y

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Aug 31, 2020

great instructors, amazing mathematics

By Arjunsiva S

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Aug 21, 2020

Thanks a lot. The lecturers were great

By K P

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Jul 22, 2020

Good course and excellent assignments!

By Marco K

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May 7, 2020

Very well taught course; good build up

By Marin S

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Nov 29, 2020

Superb. Very informative and usefull.

By Daria B

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Sep 27, 2020

Very entertaining, good for beginners

By Sethu N O G

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Aug 1, 2020

very good course. I totally loved it.

By movies d

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Jul 22, 2021

Wonderful kickstart for learning ML.

By Shitanshu B

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Aug 30, 2020

Thanks for such a wonderful course .

By Bahar A

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Aug 14, 2020

It was really helpful. Thanks a lot.

By Paulo N A J

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Aug 14, 2020

Excellent course with good examples!

By p.amirtha g

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Jul 13, 2020

Awesome course Multivariate Calculus

By Michael P M

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Apr 19, 2020

Challenging course, but worth doing.

By Atul S

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Jan 22, 2020

Thank you very much for this course

By Sarthak G

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Oct 30, 2018

it was awesome learning this course

By Andrew K N

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Feb 21, 2021

Excellent course.

Very good course

By KANAK P

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Aug 23, 2020

Very nicely explained the concepts