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返回到 Mathematics for Machine Learning: Multivariate Calculus

学生对 伦敦帝国学院 提供的 Mathematics for Machine Learning: Multivariate Calculus 的评价和反馈

2,414 个评分
370 条评论


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....



Nov 26, 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.


Aug 04, 2019

Very Well Explained. Good content and great explanation of content. Complex topics are also covered in very easy way. Very Helpful for learning much more complex topics for Machine Learning in future.


251 - Mathematics for Machine Learning: Multivariate Calculus 的 275 个评论(共 373 个)

创建者 Gautham T

Jun 16, 2019

fantastic course

创建者 Noé M O

Mar 26, 2019

Excellent course

创建者 Mani S Z

Nov 29, 2018

Excellent course

创建者 Bernard P

Jul 29, 2018

Highly recommend

创建者 Siddharth S

Jun 23, 2018

Simply Fantastic

创建者 Aisner M J

Nov 07, 2019

Excelent course

创建者 Akash G

Mar 19, 2019

Calculus 5 star

创建者 Marcelo f

Sep 04, 2018

Pretty Awesome!

创建者 Maciej K

Jun 28, 2018

great course :)

创建者 Camilo A F B

Nov 18, 2019

A great course

创建者 Voravich C

Oct 05, 2019

Great course!!

创建者 Nikhil K

Oct 02, 2018

Great course !


Dec 21, 2019

great course!

创建者 omid p s e

Sep 11, 2019

it's amazing.

创建者 Emmanuel A

Sep 06, 2019

Great course.

创建者 Lahiru D

Sep 15, 2019

Great course

创建者 馬健原

Dec 16, 2018

Good Course

创建者 ChaoLin

Nov 24, 2018

nice course

创建者 Mohd U

Nov 29, 2019

i like it.

创建者 sudipta p

Aug 16, 2019


创建者 Allie A M

Feb 20, 2019

Thank you!

创建者 Rafael M

Sep 16, 2019


创建者 Mohamed H

Aug 05, 2019



Apr 02, 2019

very good

创建者 Yash V P

Mar 25, 2019

very cool