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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

5,316 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


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.


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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426 — 450 de 948 Avaliações para o Mathematics for Machine Learning: Multivariate Calculus

por Aayush S

29 de mai de 2020

Very good course for understanding basics of machine learning


31 de mar de 2020

Course outline is well defined and instructors are very good.

por Pavel S

12 de dez de 2019

The best course of the module (perfect for non-matematicians)

por Dominic D

8 de jan de 2019

Very practical introduction to the subject, very well paced!

por Matt T

31 de jan de 2021

Great overview of the calculus topic needed to start in ML!

por Morayo O

29 de mar de 2020

I learned so much, more so on how calculus factors into ML.

por Cheung Y H

8 de out de 2019

Clear and easy to follow, with practical examples and tasks

por Shahriyar R

9 de set de 2019

Amazing in-depth explanations and insights. Thanks for all.

por Kris S

28 de mai de 2019

Very well taught, great flow of lectures, awesome teachers!

por Raghunatha R t

19 de ago de 2020

Excellent course and interesting applications with python.

por XL T

20 de mar de 2020

totally mind blowing and refreshing way to learn calculus!

por Gyan D

8 de out de 2019

This course gave a good intuition of the mentioned topics.

por Du L

5 de ago de 2018

Super Great!!!

Clear illustration on multivariate calculus.

por Evgeny ( C

25 de jul de 2018

Great balance between presentation and excellent exercises

por Amanda A

18 de jun de 2021

Another brilliant course in this series! On to the next!

por Sree H N

9 de jun de 2020

One of the best courses I've come across on the platform.

por Trevor A G

27 de mai de 2020

Great overview of multivariate calculus and nice intro to

por Praveen J

27 de abr de 2020

An awesome way to introduce towards multivariate calculus

por Sergio S R

11 de nov de 2018

Excellent course. Instructors are clear and to the point.

por Ahmed F

2 de jul de 2020

it's an awesome course and very important for ML carrier

por David H

27 de jan de 2019

They know what students want to learn and teach it well.

por Geoffrey K

14 de nov de 2018

A most intuitive way of learning calculus. Great course!

por Yuichi M

27 de out de 2018

From basic concept to profound and practical calculation

por Ejulu W

6 de jul de 2021

lots of learning but less visialisation towards the end

por Nikhil S

27 de nov de 2020

I have no words for this course Amazing, Awesome .....