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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

2,607 classificações
413 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


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.


Nov 26, 2018

Great course to develop some understanding and intuition about the basic concepts used in optimization. Last 2 weeks were a bit on a lower level of quality then the rest in my opinion but still great.

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251 — 275 de {totalReviews} Avaliações para o Mathematics for Machine Learning: Multivariate Calculus

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 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 Lingjun K

Sep 19, 2018

Great learning experience !

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

por Gen L

Nov 16, 2019

This course is awesome!

por Pham M Q

Oct 19, 2019

Very good for beginner.

por Marc G

Oct 12, 2018

Brilliant instructors!

por Naveen K

Dec 02, 2019

I love this course.

por Ka P ( Y

Oct 16, 2018

Very well teaching.

por Chen T

Oct 01, 2018

awesome! I love it!

por Zhuoyu C

Nov 25, 2019

Good review for me

por I G P

Aug 29, 2018

Very Intuitive. :)

por francesc b

May 25, 2018

Excellent 👍🏻👌🏻

por cordeliazhu

Nov 11, 2019

Fantastic courses

por paulo

Jan 18, 2019

Awesome material!

por Kevin B

Sep 21, 2018

Great coursework!

por Ashish R

Aug 27, 2018

Excellent Course!

por Shuang D

May 08, 2018

excellent course!


Mar 15, 2020

Very good course