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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

2,495 个评分
386 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 13, 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.


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.


226 - Mathematics for Machine Learning: Multivariate Calculus 的 250 个评论(共 386 个)

创建者 Atul S

Jan 22, 2020

Thank you very much for this course

创建者 Sarthak G

Oct 30, 2018

it was awesome learning this course

创建者 Loc N

Jan 13, 2020

David's enthusiasm is so addicting

创建者 gaurav k

Jul 03, 2019

well explained details on Calculus

创建者 Joe E

May 28, 2018

Great class and great instructors.

创建者 Matthew W

Aug 30, 2019

Hard Course but I learned a LOT!!

创建者 Marno B

Nov 19, 2018

Absolutely loved every moment!!!!

创建者 Jitender S V

Jul 20, 2018

Just as great as first course. :)

创建者 Uria L

Dec 30, 2019

A must have for data scientists!

创建者 Joseph J

Aug 23, 2018

Excellent Review, Just excellent

创建者 刘静怡

Jan 14, 2019

Thank you! Really nice course!

创建者 kai k

May 05, 2019

well taught - great activites

创建者 Alexei S

Aug 29, 2018

Great course. Thank you guys!

创建者 Lingjun K

Sep 19, 2018

Great learning experience !

创建者 vishesh k

Dec 14, 2019

Really amazing course....

创建者 zan

Sep 23, 2019

Amazing time investment.

创建者 shubham m

Jun 27, 2019

good introductory course

创建者 Gen L

Nov 16, 2019

This course is awesome!

创建者 Pham M Q

Oct 19, 2019

Very good for beginner.

创建者 Marc G

Oct 12, 2018

Brilliant instructors!

创建者 Naveen K

Dec 02, 2019

I love this course.

创建者 Ka P ( Y

Oct 16, 2018

Very well teaching.

创建者 Chen T

Oct 01, 2018

awesome! I love it!

创建者 Zhuoyu C

Nov 25, 2019

Good review for me

创建者 I G P

Aug 29, 2018

Very Intuitive. :)