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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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5,763 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

AF

May 12, 2020

Great course. It is clear and accessible, giving a lot of the intuition of why things are done. Some important topics in calculus are missing, such as Integration, but overall very good course.

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：

551 - Mathematics for Machine Learning: Multivariate Calculus 的 575 个评论（共 1,018 个）

创建者 Daria B

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Sep 27, 2020

Very entertaining, good for beginners

创建者 Sethu N O G

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Aug 1, 2020

very good course. I totally loved it.

创建者 movies d

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Jul 22, 2021

Wonderful kickstart for learning ML.

创建者 Shitanshu B

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Aug 30, 2020

Thanks for such a wonderful course .

创建者 Bahar A

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Aug 14, 2020

It was really helpful. Thanks a lot.

创建者 Paulo N A J

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Aug 14, 2020

Excellent course with good examples!

创建者 p.amirtha g

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Jul 13, 2020

Awesome course Multivariate Calculus

创建者 Michael P M

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Apr 19, 2020

Challenging course, but worth doing.

创建者 Atul S

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Jan 22, 2020

Thank you very much for this course

创建者 Sarthak G

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Oct 30, 2018

it was awesome learning this course

创建者 Andrew K N

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Feb 21, 2021

Excellent course.

Very good course

创建者 KANAK P

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Aug 23, 2020

Very nicely explained the concepts

创建者 Loc N

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Jan 13, 2020

David's enthusiasm is so addicting

创建者 gaurav k

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Jul 3, 2019

well explained details on Calculus

创建者 Joe E

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May 28, 2018

Great class and great instructors.

创建者 Johnny L

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Aug 23, 2024

An excellent online math course!!

创建者 Th D

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Dec 22, 2023

Great Course, Great instructors!!

创建者 ATHUL P

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Sep 29, 2021

tbh kinda hard for an average guy

创建者 Alan

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Aug 2, 2020

Really enjoyed it. Learned a lot.

创建者 Demian P

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May 1, 2020

Great content and great lecturers

创建者 David L

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Aug 30, 2019

Hard Course but I learned a LOT!!

创建者 Marno B

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Nov 19, 2018

Absolutely loved every moment!!!!

创建者 Jitender S V

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Jul 20, 2018

Just as great as first course. :)

创建者 Yuvaraj K

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Jan 2, 2022

Good one to build the intuition.

创建者 Muhammad T

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Feb 26, 2021

good course and difficult course