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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
3,638 个评分
634 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

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.

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.

筛选依据:

251 - Mathematics for Machine Learning: Multivariate Calculus 的 275 个评论(共 636 个)

创建者 Sagnik M

Aug 07, 2020

Everyone should take this course before stepping into the ocean of Machine Learning.

创建者 Yamil V

May 19, 2020

Lucid explanations of fairly complicated concepts. I learned a lot from this course.

创建者 Muhammad U R

Jul 15, 2020

Hello. This is an extraordinarily tremendous course to learn multivariate calculus.

创建者 Trishita M

Jul 12, 2020

Excellent course to get started for learning the math behind Machine Learning,etc.

创建者 Aditya M

May 10, 2020

this course is really helpful for building mathematical skills for machine learning

创建者 Ajay S

Apr 08, 2019

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

创建者 T K

Jul 21, 2020

Right amount of practice and programming assignments, helped in building intuition

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

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 Bohdan K V

Aug 04, 2020

Nice course, tried to learn calculus by a book but this course is much easier!

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