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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


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 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.

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376 — 400 de 690 Avaliações para o Mathematics for Machine Learning: Multivariate Calculus


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 Krishna E G

Sep 14, 2020

Very informative, thanks to team coursera.


Jul 13, 2020

think you for imperial college of london


Jun 17, 2020

Excellent primer for multivariate calculus

por Rajkumar R

Jun 13, 2020

I enjoyed the journey of learning with ICL

por Arthur Z

Jul 03, 2018

Very high quality lecturers and material.

por Sai G B A

Jun 04, 2020

It was awesome diving into ml algorithms

por Learner4Life

Nov 10, 2018

Great course! Especially the first half.

por Angel G

Jul 28, 2020

Un excelente curso. An excellent course

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 SYED H

Sep 17, 2020

Very good course to refresh the basics

por Muhammad A A a M A Y

Aug 31, 2020

great instructors, amazing mathematics

por Arjunsiva S

Aug 22, 2020

Thanks a lot. The lecturers were great

por K P

Jul 22, 2020

Good course and excellent assignments!

por Marco K

May 07, 2020

Very well taught course; good build up

por Sethu N O G

Aug 01, 2020

very good course. I totally loved it.

por Shitanshu B

Aug 30, 2020

Thanks for such a wonderful course .

por Bahar A

Aug 14, 2020

It was really helpful. Thanks a lot.

por Paulo N A J

Aug 14, 2020

Excellent course with good examples!