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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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5,765 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

LU

Jul 20, 2021

Multivariate Calculus course has been by far one of the best moocs I have taken in relation to learn maths for ml, its foundations helped a lot to understand how everything relates from bottom up.

SM

Aug 22, 2020

It was very challenging, but not to the point where I felt lost. And that to me means I pushed the limits of my knowledge and skills further than before, which is what I expected from the course.

筛选依据：

626 - Mathematics for Machine Learning: Multivariate Calculus 的 650 个评论（共 1,020 个）

创建者 Manikant R

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Jun 8, 2020

easy to understand

创建者 Zhuoyu C

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Nov 25, 2019

Good review for me

创建者 I G P

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Aug 29, 2018

Very Intuitive. :)

创建者 Francesc B

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May 25, 2018

Excellent 👍🏻👌🏻

创建者 EDWARD J R

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Nov 18, 2020

Wonderfull Course

创建者 divyanshu v

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Sep 4, 2020

Excellent Course!

创建者 Peter M

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Jul 13, 2020

Really insightful

创建者 Tarak N

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Jul 9, 2020

Excellent course.

创建者 Tomin J

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May 24, 2020

Excellent course!

创建者 Juan P

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Apr 12, 2020

Excellent course!

创建者 cordeliazhu

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Nov 10, 2019

Fantastic courses

创建者 Paulo Y C

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Jan 17, 2019

Awesome material!

创建者 Kevin B

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Sep 20, 2018

Great coursework!

创建者 Ashish R

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Aug 26, 2018

Excellent Course!

创建者 Shuang D

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May 7, 2018

excellent course!

创建者 Mayank A

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Jun 18, 2022

Simply amazing!

创建者 Sarah A

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Jan 26, 2022

Excellent course

创建者 Favre d M

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Aug 30, 2021

very good course

创建者 Ravindu S

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May 29, 2021

good, thanks all

创建者 Javas A B Y P

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Mar 27, 2021

This is amazing!

创建者 Dhanar B P

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Mar 24, 2021

very challenging

创建者 Tanvir H

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Mar 17, 2021

I loved this one

创建者 Luis L

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Mar 1, 2021

Excellent course

创建者 Apurba G

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Oct 21, 2020

Great Experience

创建者 Colin H

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Oct 2, 2020

Excellent course