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返回到 Mathematics for Machine Learning: Multivariate Calculus

学生对 Imperial College London 提供的 Mathematics for Machine Learning: Multivariate Calculus 的评价和反馈

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5,763 个评分

课程概述

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....

热门审阅

AF

May 12, 2020

Great course. It is clear and accessible, giving a lot of the intuition of why things are done. Some important topics in calculus are missing, such as Integration, but overall very good course.

AK

Jul 27, 2019

Superb quality. The way instructors teach is really innovative. The course is good in terms of the area it covers but lacks depth, but is a good starting point if you want to dwell more in detail.

筛选依据：

701 - Mathematics for Machine Learning: Multivariate Calculus 的 725 个评论（共 1,018 个）

创建者 Suyash S P

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Jul 18, 2020

Good Course

创建者 Suhas S

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May 20, 2020

Nice Course

创建者 Krish T

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Apr 21, 2020

ITS AMAZING

创建者 馬健原

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Dec 16, 2018

Good Course

创建者 ChaoLin

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Nov 24, 2018

nice course

创建者 Xu P

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Sep 19, 2024

Very nice.

创建者 Atalay E

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Dec 9, 2023

Thank you.

创建者 Marjorie H

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Apr 28, 2021

Excellent!

创建者 Bintang F E

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Mar 24, 2021

awesome!!!

创建者 Sabrina M U

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Mar 23, 2021

great job!

创建者 Neha K

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Sep 4, 2020

EXECELLENT

创建者 PAWAN S

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Sep 4, 2020

EXECELLENT

创建者 Om K

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Apr 14, 2020

Very Nice!

创建者 Mohd U

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Nov 29, 2019

i like it.

创建者 sudipta p

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Aug 15, 2019

Excellent.

创建者 Allie A M

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Feb 20, 2019

Thank you!

创建者 Perumal R S

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Oct 2, 2023

Excellent

创建者 CARLOS A S O

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Nov 18, 2021

Very Nice

创建者 ibrahim s s

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Jun 22, 2021

excellent

创建者 CS M L

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Dec 1, 2020

excellent

创建者 miguel s

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Sep 20, 2020

very well

创建者 Ms.Smitha G N M

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Aug 29, 2020

very good

创建者 Isaac M M

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Aug 9, 2020

excellent

创建者 Rafael M B

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Sep 16, 2019

Excelent.

创建者 Mohamed H

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Aug 5, 2019

Fantastic