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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
4,950 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

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.

DP
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.

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776 — 800 de 891 Avaliações para o Mathematics for Machine Learning: Multivariate Calculus

por Sharad K L

18 de Mar de 2020

It is hard course and time required is much more than estimated time given in the course

por tishat a

23 de Abr de 2020

Very helpful to understand the topics.But last two weeks was a bit tough to understand.

por Jue C

26 de Out de 2020

The last module is quite fast and ambiguous, but besides that, everything is perfect.

por Styven G A

13 de Dez de 2019

un enfoque interesante, un buen repaso de matemáticas y una excelente apacibilidad.

por Suraj S

3 de Mai de 2020

Week 6 was not easy for a complete beginner, but all the other weeks were amazing.

por Eduardo A G M

10 de Out de 2021

The materials reviewed are excellent, but the time for each one wasn't enought

por Mohit P

9 de Mai de 2020

The practice quize should be more along with detailed explanation of the topic

por Elif A

16 de Mar de 2021

The content is short, clear and enough. It is the right choice for beginners.

por Moreno C

15 de Fev de 2020

Good introductory course to develop an intuition of multivariate calculus.

por vignesh n

12 de Set de 2018

It was a good course compared to other two courses of this specialization.

por Bernard B

25 de Mai de 2020

Nice introductory course. Week 5 and 6 felt rush other than that 5 stars!

por Clayton A

22 de Jul de 2019

teachers are awesome but the last notebook needs a little work i believe.

por yomna

7 de Fev de 2021

The lectures in week 6 are very summarized and some parts were not clear

por HAMZA T

26 de Jul de 2021

The course is good but i think extra reading material must be provided

por 2K18/CO/166 K R

27 de Out de 2020

It is a great course and i learnt a lot of cool stuff in this course.

por Nileshkumar R P

28 de Abr de 2020

It was a great course. More details and time needed for the course.

por Manish C

26 de Abr de 2020

Excellent course for beginners who want to learn machine learning .

por João M G

31 de Jul de 2019

Weeks 1-4 are great! Weeks 5 and 6 are longer and less explanatory.

por Alex S

16 de Ago de 2018

Good course to learn about the mathematics behind machine learning.

por Jair J C C

26 de Dez de 2019

Excellent course, some parts in the last weekend were not so clear

por Hari

12 de Fev de 2019

Really good for fundamentals, the assignments were too easy though

por Rakesh V S

4 de Jan de 2020

Last week was very rushed. Should be more patient in teaching.

por Paulo G

29 de Nov de 2018

great content, but the grader software needs some improvement

por Prabhjot S A

2 de Mai de 2020

First 4 weeks were awesome but last 2 weeks were mediocre.

por Harsh D

2 de Jun de 2019

Awesome course, just wish it had more info on hessian.