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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.

筛选依据：

926 - Mathematics for Machine Learning: Multivariate Calculus 的 950 个评论（共 1,018 个）

创建者 Salah E

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Jul 23, 2020

again it is too hard and pushed my limits

创建者 Kleider S V G

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Aug 23, 2021

A very orderly course, in my opinion.

创建者 Kevin k

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Aug 20, 2021

Prof Cooper is a master at his craft

创建者 Eric G

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Jul 16, 2019

A brief but also very in-depth course

创建者 Sreekar P

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Oct 23, 2018

Great instruction and good materials.

创建者 Muhammad R A

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Mar 26, 2023

it seems too complex to understand

创建者 Gurbaaz S G

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May 13, 2021

it was good and interesting course

创建者 Julia K

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Oct 6, 2019

A challenging but exciting course!

创建者 Hizkia F C E

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Mar 24, 2022

it's better to add more examples

创建者 Shivang G

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Sep 1, 2021

To the point and decent depth

创建者 Mr. S G

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Apr 17, 2020

The course was well taught.

创建者 Armen M

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Apr 22, 2020

It was a very hard course

创建者 Elnur M

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Mar 24, 2020

Didn't like last two week

创建者 Manuj M

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Jun 10, 2020

Professors were awesome

创建者 danthedoubleD

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Mar 14, 2019

hopefully it is useful

创建者 Philip A

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May 16, 2019

Excellent Instruction

创建者 Kamlesh K

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Jun 19, 2020

It's just amazing.

创建者 Dr. T C

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Jun 19, 2020

Very Good Course

创建者 Jannatul F A

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Apr 27, 2020

Its very helpful

创建者 raghu c

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Apr 2, 2020

Less detailing

创建者 Stathis

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Oct 19, 2019

Good refresher

创建者 Suyoun K

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Sep 15, 2021

Good Course.

创建者 Alfian A H

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Mar 21, 2021

Very good

创建者 hemant k

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Dec 17, 2018

Its good.

创建者 henry c

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Jan 19, 2020

It is ok