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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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5,768 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.

SM

Aug 22, 2020

It was very challenging, but not to the point where I felt lost. And that to me means I pushed the limits of my knowledge and skills further than before, which is what I expected from the course.

筛选依据：

526 - Mathematics for Machine Learning: Multivariate Calculus 的 550 个评论（共 1,020 个）

创建者 UMAR T

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Mar 9, 2020

excellent course taught by the instructors.

创建者 Claudio P

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Dec 30, 2019

Excellent material and awesome instructors!

创建者 Moez B

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Sep 10, 2019

Excellent course with engaging instructors.

创建者 Greg B

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Oct 30, 2018

Great course with highly relevant material.

创建者 NIYIGENGA A G

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Feb 3, 2024

Thanks to Imperial College for this course

创建者 Kevin C

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Aug 5, 2021

well structured course. Thank you for this

创建者 Krishna E G

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Sep 14, 2020

Very informative, thanks to team coursera.

创建者 BHARAT K

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Jul 13, 2020

think you for imperial college of london

创建者 AYUSH M

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Jun 16, 2020

Excellent primer for multivariate calculus

创建者 Rajkumar R

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Jun 13, 2020

I enjoyed the journey of learning with ICL

创建者 Arthur Z

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Jul 3, 2018

Very high quality lecturers and material.

创建者 CHANDAN K S

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Oct 28, 2020

great course. love it. Thanks Coursera

创建者 Sai G B A

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Jun 3, 2020

It was awesome diving into ml algorithms

创建者 Learner4Life

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Nov 10, 2018

Great course! Especially the first half.

创建者 Jorge C

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Oct 30, 2021

Excelente curso. Necesario y didáctico.

创建者 Angel G

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Jul 28, 2020

Un excelente curso. An excellent course

创建者 Shashank S

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Nov 13, 2019

A nice course on multivariate calculus.

创建者 희랑 이

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Feb 11, 2019

I think this course will help me a lot.

创建者 Srikar V

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Apr 8, 2018

One of the best courses that I've done!

创建者 Kukuh I M

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Mar 25, 2022

Cool Sir! I love it! thank you so much

创建者 SYED H

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Sep 17, 2020

Very good course to refresh the basics

创建者 MuhammadAlmujtaba A M Y

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Aug 31, 2020

great instructors, amazing mathematics

创建者 Arjunsiva S

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Aug 21, 2020

Thanks a lot. The lecturers were great

创建者 K P

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Jul 22, 2020

Good course and excellent assignments!

创建者 Marco K

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May 7, 2020

Very well taught course; good build up