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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
4,912 classificações
879 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
3 de Ago de 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.

JT
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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801 — 825 de 883 Avaliações para o Mathematics for Machine Learning: Multivariate Calculus

por Kleider S V G

23 de Ago de 2021

A very orderly course, in my opinion.

por Kevin k

20 de Ago de 2021

P​rof Cooper is a master at his craft

por Eric G

16 de Jul de 2019

A brief but also very in-depth course

por sreekar

23 de Out de 2018

Great instruction and good materials.

por Gurbaaz S G

14 de Mai de 2021

it was good and interesting course

por Julia K

6 de Out de 2019

A challenging but exciting course!

por Shivang G

1 de Set de 2021

To the point and decent depth

por Mr. S G

17 de Abr de 2020

The course was well taught.

por Armen M

22 de Abr de 2020

It was a very hard course

por Elnur M

24 de Mar de 2020

Didn't like last two week

por Manuj M

10 de Jun de 2020

Professors were awesome

por danthedoubleD

14 de Mar de 2019

hopefully it is useful

por Philip A

16 de Mai de 2019

Excellent Instruction

por Kamlesh K

19 de Jun de 2020

It's just amazing.

por Dr. T C

19 de Jun de 2020

Very Good Course

por Jannatul F A

28 de Abr de 2020

Its very helpful

por raghu c b

2 de Abr de 2020

Less detailing

por Stathis

19 de Out de 2019

Good refresher

por Suyoun K

15 de Set de 2021

Good Course.

por Alfian A H

22 de Mar de 2021

Very good

por Hemant D K

17 de Dez de 2018

Its good.

por henry c

19 de Jan de 2020

It is ok

por R. D B D

7 de Mar de 2021

so hard

por MUTHUKUMAR P

26 de Set de 2021

Good

por Prof(Dr) S R

24 de Ago de 2019

nice