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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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5,755 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

KB

Jul 23, 2020

Very informative refresher on the basics of differentiation, though some of the later topics could have been fleshed out more (i.e. Taylor Series, Lagrange Multipliers, etc). Overall very good.

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.

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751 - Mathematics for Machine Learning: Multivariate Calculus 的 775 个评论（共 1,018 个）

创建者 Mars F

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Jun 21, 2019

Great!

创建者 Shuvo D N

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May 25, 2019

Great!

创建者 Nitish K S

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Jul 18, 2018

nice !

创建者 Andy T

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Apr 13, 2023

Nice.

创建者 Felix G S S

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Mar 26, 2021

Great

创建者 Sinatrio B W M

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Mar 2, 2021

great

创建者 Md. R Q S

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Aug 20, 2020

great

创建者 Kailun C

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Jan 25, 2020

niubi

创建者 EMAN A A A E A A A

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May 9, 2024

good

创建者 Stephen

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Sep 7, 2023

nice

创建者 Muhammad J

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Mar 28, 2023

Good

创建者 Arnoldy C

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Mar 28, 2023

good

创建者 Fitrah S

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Mar 16, 2023

cool

创建者 Doni S

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Mar 27, 2022

Good

创建者 Burra s g

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Jan 18, 2022

good

创建者 李由

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Aug 23, 2021

good

创建者 Dwi F D S

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Mar 22, 2021

good

创建者 Ahmad H N

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Mar 16, 2021

Good

创建者 Habib B K

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Mar 12, 2021

Nice

创建者 Indah D S

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Feb 27, 2021

cool

创建者 RAGHUVEER S D

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Jul 25, 2020

good

创建者 Nat

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Mar 5, 2020

goot

创建者 Zhao J

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Sep 11, 2019

GOOD

创建者 Harsh D

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Jun 26, 2018

good

创建者 Amini D P S

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Mar 26, 2022

wow