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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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5,768 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.

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.

筛选依据：

651 - Mathematics for Machine Learning: Multivariate Calculus 的 675 个评论（共 1,020 个）

创建者 ANGEL F P A

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Aug 31, 2020

El mejor curso!!

创建者 Sukhvir S

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Aug 23, 2020

Nice explanation

创建者 Marzouki A

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Aug 10, 2020

Excellent course

创建者 Suriya P

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Aug 9, 2020

excellent course

创建者 Shauvik D

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Apr 13, 2020

Excellent Course

创建者 PARITOSH P

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Mar 15, 2020

Very good course

创建者 Ajita K P

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Sep 25, 2019

Excellent topics

创建者 Sunil M

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Jul 4, 2019

Very good course

创建者 Gautham T

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Jun 15, 2019

fantastic course

创建者 Noé M O

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Mar 26, 2019

Excellent course

创建者 Mani S Z

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Nov 29, 2018

Excellent course

创建者 Bernard P

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Jul 29, 2018

Highly recommend

创建者 Siddharth S

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Jun 23, 2018

Simply Fantastic

创建者 David V F d B

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Nov 6, 2020

Excelente curso

创建者 Aisner M

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Nov 7, 2019

Excelent course

创建者 Akash G

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Mar 19, 2019

Calculus 5 star

创建者 Marcelo f

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Sep 3, 2018

Pretty Awesome!

创建者 Maciej K

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Jun 28, 2018

great course :)

创建者 venky i

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Aug 27, 2025

Great lectures

创建者 Vic H

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May 1, 2023

Amazing Course

创建者 José A M S

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Nov 16, 2021

Muy buen curso

创建者 祈璃

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Jun 26, 2021

worth my time!

创建者 karunakaran G

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Aug 15, 2020

Awesome Course

创建者 Odedo N B

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Jul 8, 2020

Thank You sir.

创建者 B N S

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Jun 14, 2020

Great Lectures