Mathematics for Machine Learning: Multivariate Calculus に戻る

4.7

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2,470件の評価

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380件のレビュー

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.

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.

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by Loc N

•Jan 13, 2020

David's enthusiasm is so addicting

by gaurav k

•Jul 03, 2019

well explained details on Calculus

by Joe E

•May 28, 2018

Great class and great instructors.

by Matthew W

•Aug 30, 2019

Hard Course but I learned a LOT!!

by Marno B

•Nov 19, 2018

Absolutely loved every moment!!!!

by Jitender S V

•Jul 20, 2018

Just as great as first course. :)

by Uria L

•Dec 30, 2019

A must have for data scientists!

by Joseph J

•Aug 23, 2018

Excellent Review, Just excellent

by 刘静怡

•Jan 14, 2019

Thank you! Really nice course!

by kai k

•May 05, 2019

well taught - great activites

by Alexei S

•Aug 29, 2018

Great course. Thank you guys!

by Lingjun K

•Sep 19, 2018

Great learning experience !

by vishesh k

•Dec 14, 2019

Really amazing course....

by zan

•Sep 23, 2019

Amazing time investment.

by shubham m

•Jun 27, 2019

good introductory course

by Gen L

•Nov 16, 2019

This course is awesome!

by Pham M Q

•Oct 19, 2019

Very good for beginner.

by Marc G

•Oct 12, 2018

Brilliant instructors!

by Naveen K

•Dec 02, 2019

I love this course.

by Ka P ( Y

•Oct 16, 2018

Very well teaching.

by Chen T

•Oct 01, 2018

awesome! I love it!

by Zhuoyu C

•Nov 25, 2019

Good review for me

by I G P

•Aug 29, 2018

Very Intuitive. :)

by francesc b

•May 25, 2018

Excellent 👍🏻👌🏻

by cordeliazhu

•Nov 11, 2019

Fantastic courses