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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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5,738 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

DP

Nov 25, 2018

Great course to develop some understanding and intuition about the basic concepts used in optimization. Last 2 weeks were a bit on a lower level of quality then the rest in my opinion but still great.

JT

Nov 12, 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.

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726 - Mathematics for Machine Learning: Multivariate Calculus 的 750 个评论（共 1,017 个）

创建者 Yash V P

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Mar 25, 2019

very cool

创建者 Nidal M G

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Nov 11, 2018

very good

创建者 Edward K

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Sep 3, 2018

very nice

创建者 Bielushkin M

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Jun 8, 2018

retretret

创建者 海鹿

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Mar 15, 2018

excellent

创建者 peb p

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Jan 23, 2023

Awesome!

创建者 Rahimulla A K

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Oct 8, 2022

Amazing

创建者 Deleted A

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Nov 29, 2021

excelent

创建者 Carlos J B A

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Feb 2, 2021

Amazing!

创建者 Rodrigo F

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Sep 17, 2019

Amazing!

创建者 Мусаллямов Д Н

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May 31, 2019

Awesome!

创建者 James A

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Jan 14, 2019

Amazing!

创建者 Amit A

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Jul 27, 2018

V

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R

Y

G

O

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创建者 Indriana N

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Mar 25, 2023

amazing

创建者 Tamil M 2

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Jan 18, 2023

awesome

创建者 Varian A W M

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Mar 28, 2021

Awesome

创建者 Levina A

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Mar 26, 2021

So cool

创建者 mochammad g r

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Mar 10, 2021

Thanks!

创建者 Indria A

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Feb 28, 2021

awesome

创建者 Wong Y W M

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Feb 21, 2020

Thanks.

创建者 Bálint - H F

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Mar 20, 2019

Great !

创建者 Shanxue J

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May 23, 2018

Amazing

创建者 RAHMITA D K

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Mar 21, 2023

Mantap

创建者 Muhammad I A G

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Mar 4, 2021

Greatt

创建者 Mars F

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Jun 21, 2019

Great!