Mathematics for Machine Learning: Multivariate Calculus(으)로 돌아가기

4.7

별

2,470개의 평가

•

380개의 리뷰

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.

필터링 기준:

교육 기관: paulo

•Jan 18, 2019

Awesome material!

교육 기관: Kevin B

•Sep 21, 2018

Great coursework!

교육 기관: Ashish R

•Aug 27, 2018

Excellent Course!

교육 기관: Shuang D

•May 08, 2018

excellent course!

교육 기관: Ajita K P

•Sep 26, 2019

Excellent topics

교육 기관: Sunil M

•Jul 04, 2019

Very good course

교육 기관: Gautham T

•Jun 16, 2019

fantastic course

교육 기관: Noé M O

•Mar 26, 2019

Excellent course

교육 기관: Mani S Z

•Nov 29, 2018

Excellent course

교육 기관: Bernard P

•Jul 29, 2018

Highly recommend

교육 기관: Siddharth S

•Jun 23, 2018

Simply Fantastic

교육 기관: Aisner M J

•Nov 07, 2019

Excelent course

교육 기관: Akash G

•Mar 19, 2019

Calculus 5 star

교육 기관: Marcelo f

•Sep 04, 2018

Pretty Awesome!

교육 기관: Maciej K

•Jun 28, 2018

great course :)

교육 기관: Camilo A F B

•Nov 18, 2019

A great course

교육 기관: Voravich C

•Oct 05, 2019

Great course!!

교육 기관: Nikhil K

•Oct 02, 2018

Great course !

교육 기관: oemga38@gmail.com

•Dec 21, 2019

great course!

교육 기관: omid p s e

•Sep 11, 2019

it's amazing.

교육 기관: Emmanuel A

•Sep 06, 2019

Great course.

교육 기관: Lahiru D

•Sep 15, 2019

Great course

교육 기관: 馬健原

•Dec 16, 2018

Good Course

교육 기관: ChaoLin

•Nov 24, 2018

nice course

교육 기관: Mohd U

•Nov 29, 2019

i like it.