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

임페리얼 칼리지 런던의 Mathematics for Machine Learning: Multivariate Calculus 학습자 리뷰 및 피드백

4.7
2,484개의 평가
383개의 리뷰

강좌 소개

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....

최상위 리뷰

DP

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.

JT

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:

Mathematics for Machine Learning: Multivariate Calculus의 384개 리뷰 중 176~200

교육 기관: Daniel V M

Oct 20, 2019

An excellent course to understand the maths behind machine learning.

교육 기관: Hritik K S

Feb 21, 2019

Mathematics is all about your understandings and feelings of logics.

교육 기관: Rafi D

Feb 18, 2019

Great course! A bit more challenging than the Linear Algebra course.

교육 기관: Anas N B

Aug 04, 2018

It helped me to brush up my calculus knowledge.thanks to the team

교육 기관: Benjamin C

Jan 21, 2020

This is a very good course both on theoritical an applied sides.

교육 기관: Wang Z

Sep 23, 2019

Great course! Great review for multivariable Calculus and coding

교육 기관: Kwak T h

Jul 24, 2019

Recommend if you want to know the basic math of Machine Learning

교육 기관: Navaneeth M

May 15, 2019

Excellent course. Must do course for Machine Learning Developer.

교육 기관: Sergii T

Nov 25, 2018

Nice Course. It is well structured and is interesting to follow.

교육 기관: George W

Oct 19, 2018

Nice course. Except the graph of the last assignment won't show.

교육 기관: Thomas L

Nov 05, 2019

Brilliant course that covers so much in such a short time span.

교육 기관: Jevon K M

Mar 09, 2019

My current (2019.03.09) employer hates it. Therefore I love it.

교육 기관: Tichakunda

Jan 03, 2019

great course, great teachers. they break things down very well!

교육 기관: Pavel S

Dec 13, 2019

The best course of the module (perfect for non-matematicians)

교육 기관: Dominic D

Jan 08, 2019

Very practical introduction to the subject, very well paced!

교육 기관: Cheung Y H

Oct 08, 2019

Clear and easy to follow, with practical examples and tasks

교육 기관: Shahriyar R

Sep 09, 2019

Amazing in-depth explanations and insights. Thanks for all.

교육 기관: Kris S

May 28, 2019

Very well taught, great flow of lectures, awesome teachers!

교육 기관: Gyan D

Oct 08, 2019

This course gave a good intuition of the mentioned topics.

교육 기관: Du L

Aug 05, 2018

Super Great!!!

Clear illustration on multivariate calculus.

교육 기관: Evgeny ( C

Jul 25, 2018

Great balance between presentation and excellent exercises

교육 기관: Sergio S R

Nov 11, 2018

Excellent course. Instructors are clear and to the point.

교육 기관: David H

Jan 28, 2019

They know what students want to learn and teach it well.

교육 기관: Geoffrey K

Nov 14, 2018

A most intuitive way of learning calculus. Great course!

교육 기관: Yuichi M

Oct 28, 2018

From basic concept to profound and practical calculation