Chevron Left
返回到 Mathematics for Machine Learning: Linear Algebra

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

4.7
12,504 个评分

课程概述

In this course on Linear Algebra we look at what linear algebra is and how it relates to vectors and matrices. Then we look through what vectors and matrices are and how to work with them, including the knotty problem of eigenvalues and eigenvectors, and how to use these to solve problems. Finally we look at how to use these to do fun things with datasets - like how to rotate images of faces and how to extract eigenvectors to look at how the Pagerank algorithm works. Since we're aiming at data-driven applications, we'll be implementing some of these ideas in code, not just on pencil and paper. Towards the end of the course, you'll write code blocks and encounter Jupyter notebooks in Python, but don't worry, these will be quite short, focussed on the concepts, and will guide you through if you’ve not coded before. At the end of this course you will have an intuitive understanding of vectors and matrices that will help you bridge the gap into linear algebra problems, and how to apply these concepts to machine learning....

热门审阅

PL

Aug 25, 2018

Great way to learn about applied Linear Algebra. Should be fairly easy if you have any background with linear algebra, but looks at concepts through the scope of geometric application, which is fresh.

EC

Sep 9, 2019

Excellent review of Linear Algebra even for those who have taken it at school. Handwriting of the first instructor wasn't always legible, but wasn't too bad. Second instructor's handwriting is better.

筛选依据:

751 - Mathematics for Machine Learning: Linear Algebra 的 775 个评论(共 2,469 个)

创建者 Akhil M

Sep 1, 2019

An Excellent Introduction to the heart of Machine Learning. Covers almost all the concepts required for starting ML

创建者 Hang

May 6, 2019

Very good and thorough explanations on the topics, with a big scope of how things working instead of just the math.

创建者 Dmitriy S

Apr 17, 2021

Very accessible. But I would like more practice, for better assimilation of the material. The lecturers are great.

创建者 张雪婷 X Z

Oct 4, 2020

So like it. This is a overal view about linear algebra. I like the test to check my understanding about knowleage.

创建者 Aymeric N

Nov 2, 2018

Covers the basics and gives a good understanding of what linear algebra is, what it can solve and how to apply it.

创建者 Rain Z

Aug 3, 2018

Very good class for second time linear algebra learners, if you are away from college for a period of time already

创建者 Mariana O H

Feb 10, 2021

Who would have guessed that Math could be so fun to learn? Really engaging teachers and nicely explained content.

创建者 Efrad G

Nov 20, 2020

Very good course, explain it not just calculation of the math but the "intuition" of how vectors or matrix works!

创建者 Ana D

Sep 13, 2020

The best course I took on Coursera. The lecturers are world-class, as expected given that they teach on Imperial.

创建者 Armen M

Apr 12, 2020

I really enjoy this course. Thought it was hard. seems I need to repeat whole course one more time. Thanks a lot.

创建者 Vanodhya W

Dec 26, 2019

I really enjoyed the lessons and I was selective as I needed some special parts of this lesson. Totally satisfied

创建者 Enavamshi G

Sep 28, 2019

Got a great idea on behind scenes of Linear algebra.

Great sessions by both David and Samuel, informative as well.

创建者 Jaykishan K

Jun 4, 2019

Worth time spending. It is a great to start for a person who is wanted or just started learning machine learning.

创建者 Prateek J

Apr 29, 2018

Good course for refreshing your knowledge in Linear Algebra. Easy to understand material and instructor is great.

创建者 rashu

Jan 2, 2021

The best course for Linear Algebra. Hard but you get to learn the concepts both logically as well as practically

创建者 Arka S

May 27, 2020

Wonderful course. Really gained a lot from this course. The teaching methodology and assignments were very good.

创建者 Cao C

Mar 17, 2020

Really nice courses. The way combining the learning and practicing really impresses me. I enjoy the coding part.

创建者 Voravich C

Sep 27, 2019

The course is great. Assignments really help me understand more clearly of what I have learnt from the lectures.

创建者 Yian Z

Nov 24, 2025

Really intuitive and inspirational explanation of the concepts, paired with practicals to deepen understanding.

创建者 Javier K

Aug 30, 2021

I managed to learn a lot about linear algebra that will help me in my next steps in the world of data science.

创建者 NIRANJANA S

Jul 31, 2021

i particularly enjoyed learning about pagerank and how eigen values are related to this problem. thank you team

创建者 MD. N S

Nov 23, 2020

Great course to learn linear algebra. I have got good concepts on how linear algebra helps to learn machines :)

创建者 Kunal B

Aug 26, 2020

Excellent course, really good for students seeking to understand mathematical concepts behind machine learning.

创建者 Ivan W Z H

Aug 19, 2020

El curso es muy bueno. funciona muy bien a manera de repaso si ya antes has llevado un curso de álgebra lineal.