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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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5,737 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

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.

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.

筛选依据：

601 - Mathematics for Machine Learning: Multivariate Calculus 的 625 个评论（共 1,017 个）

创建者 MinJeongKang

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Dec 2, 2024

.......................

创建者 Alejandro M

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Jun 6, 2022

Very informative primer

创建者 Naresh V A

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Sep 10, 2020

Excellent, Challenging.

创建者 Lincoln M d O

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Jul 3, 2020

very instructive course

创建者 Gen L

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Nov 16, 2019

This course is awesome!

创建者 Pham M Q

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Oct 19, 2019

Very good for beginner.

创建者 iorilu

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Jun 3, 2021

interesting and useful

创建者 Felipe C

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Apr 25, 2021

Quite good. Good pace.

创建者 Marc G

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Oct 12, 2018

Brilliant instructors!

创建者 Jiacheng L

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Jan 27, 2022

Really fancy course !

创建者 YUZE F

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Oct 30, 2021

thanks! helpful to me

创建者 greg m

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Apr 26, 2020

Very good. Enjoyed it

创建者 Subhodip P

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Nov 27, 2020

Really leaned a lot

创建者 Naveen K

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Dec 1, 2019

I love this course.

创建者 Ka P ( Y

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Oct 15, 2018

Very well teaching.

创建者 Taoshan C

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Oct 1, 2018

awesome! I love it!

创建者 Mohd. F I S

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Jun 5, 2022

Very good course.

创建者 Deleted A

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Jul 24, 2021

Excellent course.

创建者 Agung W

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Mar 26, 2021

a little difficult

创建者 Hernan D

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Jan 20, 2021

Very useful for ML

创建者 Andrês R O

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Dec 29, 2020

Muito bom o curso!

创建者 Raju k

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Jul 20, 2020

its amazing course

创建者 Himanshu S

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Jul 2, 2020

Loved this course.

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