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Voltar para Mathematics for Machine Learning: Multivariate Calculus

Comentários e feedback de alunos de Mathematics for Machine Learning: Multivariate Calculus da instituição Imperial College London

3,895 classificações
692 avaliações

Sobre o curso

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....

Melhores avaliações


Nov 13, 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.


Aug 04, 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.

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401 — 425 de 690 Avaliações para o Mathematics for Machine Learning: Multivariate Calculus

por p.amirtha g

Jul 14, 2020

Awesome course Multivariate Calculus

por Michael P M

Apr 19, 2020

Challenging course, but worth doing.

por Atul S

Jan 22, 2020

Thank you very much for this course

por Sarthak G

Oct 30, 2018

it was awesome learning this course


Aug 23, 2020

Very nicely explained the concepts

por Loc N

Jan 13, 2020

David's enthusiasm is so addicting

por gaurav k

Jul 03, 2019

well explained details on Calculus

por Joe E

May 28, 2018

Great class and great instructors.

por Alan

Aug 02, 2020

Really enjoyed it. Learned a lot.

por Demian P

May 01, 2020

Great content and great lecturers

por Matt W

Aug 30, 2019

Hard Course but I learned a LOT!!

por Marno B

Nov 19, 2018

Absolutely loved every moment!!!!

por Jitender S V

Jul 20, 2018

Just as great as first course. :)

por Uria L

Dec 30, 2019

A must have for data scientists!

por Joseph J

Aug 23, 2018

Excellent Review, Just excellent

por Omkar L N

Jul 03, 2020

Great course to build intuition

por 刘静怡

Jan 14, 2019

Thank you! Really nice course!

por kai k

May 05, 2019

well taught - great activites

por Alexei S

Aug 29, 2018

Great course. Thank you guys!

por shuvam p e

May 02, 2020

Very Informative and Useful.

por Lingjun K

Sep 19, 2018

Great learning experience !

por Waseem S

Apr 21, 2020

it is a good solid course

por vishesh k

Dec 14, 2019

Really amazing course....

por zan

Sep 23, 2019

Amazing time investment.

por shubham m

Jun 27, 2019

good introductory course