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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：

676 - Mathematics for Machine Learning: Multivariate Calculus 的 700 个评论（共 1,017 个）

创建者 N'guessan L R G

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Apr 14, 2020

Amazing Course

创建者 Camilo A F B

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Nov 18, 2019

A great course

创建者 Voravich C

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Oct 5, 2019

Great course!!

创建者 Nikhil K

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Oct 2, 2018

Great course !

创建者 TULANI G

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Feb 24, 2023

excellent!!!!

创建者 Loay S

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Mar 28, 2022

I enjoyed it!

创建者 Aldi I A

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Mar 3, 2021

Alhamdulillah

创建者 Amit R

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Sep 17, 2020

A nice course

创建者 Hee-Jin L

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Dec 20, 2019

great course!

创建者 omid p s e

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Sep 11, 2019

it's amazing.

创建者 Emmanuel A

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Sep 6, 2019

Great course.

创建者 Sabeur M

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Dec 18, 2023

great course

创建者 Ezzaldin m

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Jan 21, 2022

Great Course

创建者 Binh Q N

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Jul 9, 2021

KeepMoving!!

创建者 Opas S

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Jul 14, 2020

Great course

创建者 JOYDIP M

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Jun 11, 2020

very helpful

创建者 latheesh K

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Jun 4, 2020

Great course

创建者 Lahiru D

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Sep 15, 2019

Great course

创建者 Harold V

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Oct 19, 2022

Brilliant!

创建者 Muhammad A S

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Mar 9, 2021

RECOMMENDED

创建者 Nandyala s k

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Dec 1, 2020

good course

创建者 VIGNESH S

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Aug 24, 2020

Great work.

创建者 Vidhya A P

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Aug 12, 2020

Very Useful

创建者 Kirill T

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Jul 21, 2020

Pretty good

创建者 Suyash S P

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Jul 18, 2020

Good Course