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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

5,114 classificações
911 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


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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551 — 575 de 915 Avaliações para o Mathematics for Machine Learning: Multivariate Calculus

por Subhodip P

28 de nov de 2020

Really leaned a lot

por Naveen K

2 de dez de 2019

I love this course.

por Ka P ( Y

15 de out de 2018

Very well teaching.

por Chen T

1 de out de 2018

awesome! I love it!

por Deleted A

24 de jul de 2021

E​xcellent course.

por Agung W

26 de mar de 2021

a little difficult

por Hernan D

20 de jan de 2021

Very useful for ML

por Andrês R O

29 de dez de 2020

Muito bom o curso!

por Raju k

20 de jul de 2020

its amazing course

por Himanshu S

2 de jul de 2020

Loved this course.

por Manikant R

8 de jun de 2020

easy to understand

por Zhuoyu C

25 de nov de 2019

Good review for me

por I G P

29 de ago de 2018

Very Intuitive. :)

por Francesc B

25 de mai de 2018

Excellent 👍🏻👌🏻


18 de nov de 2020

Wonderfull Course

por divyanshu v

4 de set de 2020

Excellent Course!

por Peter M

13 de jul de 2020

Really insightful

por Tarak N

9 de jul de 2020

Excellent course.

por Tomin J

24 de mai de 2020

Excellent course!

por Juan P

12 de abr de 2020

Excellent course!

por cordeliazhu

10 de nov de 2019

Fantastic courses

por Paulo Y C

17 de jan de 2019

Awesome material!

por Kevin B

20 de set de 2018

Great coursework!

por Ashish R

26 de ago de 2018

Excellent Course!

por Shuang D

7 de mai de 2018

excellent course!