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返回到 Mathematics for Machine Learning: Multivariate Calculus

学生对 Imperial College London 提供的 Mathematics for Machine Learning: Multivariate Calculus 的评价和反馈

4.7
5,737 个评分

课程概述

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....

热门审阅

JT

Nov 12, 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.

DP

Nov 25, 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.

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401 - Mathematics for Machine Learning: Multivariate Calculus 的 425 个评论(共 1,017 个)

创建者 Sijeo P

Apr 26, 2020

Good Course to consider if looking to learn Machine Learing or Neural Networks

创建者 Berkay

Aug 4, 2019

The course has awesome explanations, especially for machine learning concepts.

创建者 Yuri K

Jan 4, 2024

Overall the course is great. Especially if you want to refresh the knowledge.

创建者 Paula P

Jun 19, 2020

This a great course, right to the point with very good teachers. Recommended!

创建者 Luo Y

Oct 1, 2019

Excellent course for gaining a basic understanding for calculus-coding stuff.

创建者 Shubham T

Jul 18, 2019

Great course. It provides good insights on Calculus used in Machine Learning.

创建者 Ling J

Apr 9, 2018

This is a good course for those people learned calculus before for a refresh.

创建者 Olga M

Oct 7, 2024

I like the pace and the general structure of the course. Thank you very much

创建者 Nugy

Feb 26, 2021

Great explanation with a lot of animation to help me understand the concept!

创建者 Haozhe ( X

May 27, 2020

Great course for review linear algebra before stepping into machine learning

创建者 Fabian S C G

Oct 6, 2019

Excelente curso, excelentes profesores y excelente material didáctico 10/10.

创建者 Andrew L L

Jul 6, 2019

Amazing as usual. Very clear and highly engaging content. Thank you so much!

创建者 Raafat A

Nov 30, 2019

Great Quality of instruction and linking to actual uses in Machine Learning

创建者 wonseok k

Feb 26, 2020

The best course!!

calculus, statistics and programming. you can learn all!

创建者 Prateek S

Jul 10, 2020

Exceptionally Good to Pursue even good for Undergraduate Engineering Math

创建者 Reynard J

Sep 23, 2019

The teaching is very good. The exercises helped me understand even more.

创建者 Muhammad T

Apr 29, 2019

It was a great basic course on learning intuition behind Machine Learning

创建者 Sidhant R

Aug 17, 2019

The most fundamental course on Machine Learning that I have done so far!

创建者 Alberto M

May 20, 2019

Professors have done a great job in explaining clearly a complex subject

创建者 Martin B

Sep 22, 2018

Very useful discussion of a often difficult subject. Highly recommended!

创建者 MICHAEL P A P

Sep 10, 2020

Buena relación con la realidad.

un enfoque del calculo bastante moderno.

创建者 Sumukh H

May 9, 2020

This course was very informational and a good learning curve in my life

创建者 (FU H - B C Đ P

Jun 10, 2019

The course is very useful with very interesting quizzes and assignments

创建者 Lia L

Apr 22, 2019

You are amazing! I've really enjoyed to review the basis with you guys!