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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.

筛选依据：

576 - Mathematics for Machine Learning: Multivariate Calculus 的 600 个评论（共 1,017 个）

创建者 Joseph J

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Aug 22, 2018

Excellent Review, Just excellent

创建者 Omkar N

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Jul 2, 2020

Great course to build intuition

创建者 刘静怡

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Jan 14, 2019

Thank you! Really nice course!

创建者 NICOLAS L M Q

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Nov 11, 2021

Excellent recommended course.

创建者 kai k

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May 5, 2019

well taught - great activites

创建者 Alexei S

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Aug 29, 2018

Great course. Thank you guys!

创建者 khaled Z A H

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Jan 10, 2023

builds very important skills

创建者 Xiaohua L

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May 2, 2021

excellent learning material！

创建者 Stevani D U

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Mar 10, 2021

this course very challenging

创建者 shuvam p e

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May 2, 2020

Very Informative and Useful.

创建者 Anant J

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Apr 23, 2021

it is best course available

创建者 Lingjun K

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Sep 19, 2018

Great learning experience !

创建者 Afdoni P S

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Mar 26, 2023

yoyoyoyoyoyoo marveloussss

创建者 张雪婷 X Z

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Feb 21, 2022

I really like this course.

创建者 Onur B

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Nov 18, 2020

Excellent, just excellent.

创建者 Thy T

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Feb 5, 2021

Nice content. Nice course

创建者 Melany N M I

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Jan 6, 2021

Challenging and complete!

创建者 Jeff D

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Oct 31, 2020

Thank you for this course

创建者 Waseem S

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Apr 21, 2020

it is a good solid course

创建者 Vishesh K

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Dec 14, 2019

Really amazing course....

创建者 Song Y

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Jun 28, 2023

Great review of calculus

创建者 Js S

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Nov 30, 2022

Amazing course!. Thanks.

创建者 Shavina R D M

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Mar 15, 2021

Interesting & Insightful

创建者 zan

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Sep 23, 2019

Amazing time investment.

创建者 shubham m

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Jun 27, 2019

good introductory course