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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

4.7
3,334 个评分
562 条评论

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 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.

SS

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.

筛选依据:

226 - Mathematics for Machine Learning: Multivariate Calculus 的 250 个评论(共 564 个)

创建者 Ajay S

Apr 08, 2019

really a great course for learning calculus for mathematics. thanks for teaching us

创建者 Fabian B

Jun 16, 2019

Challenging, but very exciting. Learned a lot interesting fundamentals. Thank you.

创建者 J G

Apr 24, 2018

It is a very good course about the Mathematics behind the Machine Learning models.

创建者 Aishik R C

Jan 11, 2020

Explanation on derivative of a vector wrt Matrix would have been great e.g, dZ/dW

创建者 Suyog P

Aug 21, 2019

Excellent course to start for Machine Learning and revise Multivariable Calculus.

创建者 Daniel W

Jun 14, 2020

Awesome class. Highly recommended. Both instructors among the best on Coursera.

创建者 Oscar S

May 20, 2020

The course filled up my expectatives and the lecturers teachs in a simply form.

创建者 Shmuel S

Aug 21, 2019

Loved the course as it gives very concrete example to somehow abstract concepts

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 E

Aug 05, 2019

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

创建者 Paula D P G

Jun 20, 2020

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

创建者 Luo Y

Oct 02, 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 ChristopherKing

Apr 09, 2018

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

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 07, 2019

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

创建者 Andrew L

Jul 06, 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 Reynard J

Sep 24, 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 K 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 23, 2018

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

创建者 Sumukh H

May 09, 2020

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