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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

4,953 classificações
886 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.

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.

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501 — 525 de 891 Avaliações para o Mathematics for Machine Learning: Multivariate Calculus


29 de Set de 2021

tbh kinda hard for an average guy

por Alan

2 de Ago de 2020

Really enjoyed it. Learned a lot.

por Demian P

1 de Mai de 2020

Great content and great lecturers

por David L

30 de Ago de 2019

Hard Course but I learned a LOT!!

por Marno B

19 de Nov de 2018

Absolutely loved every moment!!!!

por Jitender S V

20 de Jul de 2018

Just as great as first course. :)

por Yuvaraj K

2 de Jan de 2022

Good one to build the intuition.

por Muhammad T

26 de Fev de 2021

good course and difficult course

por Uria L

30 de Dez de 2019

A must have for data scientists!

por Joseph J

22 de Ago de 2018

Excellent Review, Just excellent

por Omkar L N

3 de Jul de 2020

Great course to build intuition

por 刘静怡

14 de Jan de 2019

Thank you! Really nice course!


11 de Nov de 2021

Excellent recommended course.

por kai k

5 de Mai de 2019

well taught - great activites

por Alexei S

29 de Ago de 2018

Great course. Thank you guys!

por Liu X

2 de Mai de 2021

excellent learning material!

por Stevani D U

10 de Mar de 2021

this course very challenging

por shuvam p e

2 de Mai de 2020

Very Informative and Useful.

por Anant J

24 de Abr de 2021

it is best course available

por Lingjun K

19 de Set de 2018

Great learning experience !

por Onur B

18 de Nov de 2020

Excellent, just excellent.

por Thy T

6 de Fev de 2021

Nice content. Nice course

por Melany N M I

6 de Jan de 2021

Challenging and complete!

por Jeff D

31 de Out de 2020

Thank you for this course

por Waseem S

21 de Abr de 2020

it is a good solid course