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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

5,313 classificações

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


25 de nov de 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.


12 de nov de 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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501 — 525 de 947 Avaliações para o Mathematics for Machine Learning: Multivariate Calculus

por Jorge C

30 de out de 2021

Excelente curso. Necesario y didáctico.

por Angel G

28 de jul de 2020

Un excelente curso. An excellent course

por Shashank S

13 de nov de 2019

A nice course on multivariate calculus.

por 희랑 이

12 de fev de 2019

I think this course will help me a lot.

por Srikar V

8 de abr de 2018

One of the best courses that I've done!

por Kukuh I M

26 de mar de 2022

Cool Sir! I love it! thank you so much

por SYED H

17 de set de 2020

Very good course to refresh the basics

por Muhammad A A M A Y

31 de ago de 2020

great instructors, amazing mathematics

por Arjunsiva S

22 de ago de 2020

Thanks a lot. The lecturers were great

por K P

22 de jul de 2020

Good course and excellent assignments!

por Marco K

7 de mai de 2020

Very well taught course; good build up

por Marin S

29 de nov de 2020

Superb. Very informative and usefull.

por Daria B

27 de set de 2020

Very entertaining, good for beginners

por Sethu N O G

1 de ago de 2020

very good course. I totally loved it.

por movies d

23 de jul de 2021

Wonderful kickstart for learning ML.

por Shitanshu B

30 de ago de 2020

Thanks for such a wonderful course .

por Bahar A

14 de ago de 2020

It was really helpful. Thanks a lot.

por Paulo N A J

14 de ago de 2020

Excellent course with good examples!

por p.amirtha g

14 de jul de 2020

Awesome course Multivariate Calculus

por Michael P M

19 de abr de 2020

Challenging course, but worth doing.

por Atul S

22 de jan de 2020

Thank you very much for this course

por Sarthak G

30 de out de 2018

it was awesome learning this course

por Andrew K N

21 de fev de 2021

Excellent course.

Very good course


23 de ago de 2020

Very nicely explained the concepts

por Loc N

13 de jan de 2020

David's enthusiasm is so addicting