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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

4.7
estrelas
3,023 classificações
508 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

SS

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.

DP

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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276 — 300 de {totalReviews} Avaliações para o Mathematics for Machine Learning: Multivariate Calculus

por Mohammad M

Jul 25, 2018

Perfect start point to learn machine learning.

por Bruno F

Oct 14, 2018

Nice course. Very useful for machine learning

por Luciano M

Sep 15, 2018

Fantastic course with a very nice accent! :-)

por Marco C

May 01, 2018

Another fantastic course by Imperial College.

por wang x

Sep 01, 2019

Very friendly for some one new to the topic.

por JARMOUNI A

Apr 15, 2020

Excellent course, I have really enjoyed it.

por UMAR T

Mar 10, 2020

excellent course taught by the instructors.

por Antonio C P

Dec 30, 2019

Excellent material and awesome instructors!

por Moez B

Sep 11, 2019

Excellent course with engaging instructors.

por Greg B

Oct 31, 2018

Great course with highly relevant material.

por Arthur Z

Jul 03, 2018

Very high quality lecturers and material.

por Learner4Life

Nov 10, 2018

Great course! Especially the first half.

por Shashank S

Nov 13, 2019

A nice course on multivariate calculus.

por 희랑 이

Feb 12, 2019

I think this course will help me a lot.

por Srikar V

Apr 08, 2018

One of the best courses that I've done!

por Marco K

May 07, 2020

Very well taught course; good build up

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

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 Demian P

May 01, 2020

Great content and great lecturers

por Matthew W

Aug 30, 2019

Hard Course but I learned a LOT!!

por Marno B

Nov 19, 2018

Absolutely loved every moment!!!!