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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
12,557 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

GB

Aug 16, 2020

The instruction was good throughout, but I would urge fellow students to take the time to work through the problems as suggested. Also, the eigen- stuff is quite tricky and can fool you. Be careful.

DV

Jun 24, 2019

This was a terrific course; the instructors' are passionate and knowledgeable about the course material, the assignments are engaging and relevant, and the length of the videos feels "just right".

筛选依据:

1351 - Mathematics for Machine Learning: Linear Algebra 的 1375 个评论(共 2,482 个)

创建者 Aditya M

May 4, 2020

Thanks to Prof. David Dye and Prof. Sam.

创建者 Benjamin C

Jan 14, 2020

Very good course, pedagogy is brilliant.

创建者 Vaibhav A

Aug 30, 2019

David Dye is awesome! A very good course

创建者 Musharraf H

Dec 22, 2023

much more informative with advancement.

创建者 Phonphrm T

Jul 7, 2021

This is really good course :D love it!

创建者 Thomas C

Apr 18, 2021

Très bon cours et très bon professeurs!

创建者 Prashant B

Aug 10, 2020

very intuitive course on linear algebra

创建者 voonna s k

Aug 1, 2020

Very good course.Very good instructors.

创建者 Tumun S

Jul 28, 2020

Best learning course for linear algebra

创建者 Ivan N

Apr 6, 2020

Nice exaples! Thank you for the course!

创建者 Pooja

Mar 18, 2020

Amazing Teaching and syllabus scheduled

创建者 Bryan S

Feb 19, 2019

A great introduction to linear algebra!

创建者 Taras S

Jul 26, 2018

One of the best Linear Algebra courses!

创建者 Xiaoyuan C

May 21, 2018

Super interesting and impressive course

创建者 Shrirang A

Feb 8, 2023

Better than the other courses. Must do

创建者 Andrew M

Dec 28, 2022

Awesome Course but need to more Simple

创建者 Duc H B

Dec 8, 2021

It help me to rebuild my math.Great!!!

创建者 Wenjuan C

Oct 27, 2021

Absolutely a great investment of time!

创建者 Thoriqul A

Aug 31, 2020

nice course and very clear explanation

创建者 Youzhang H

Jun 9, 2020

I think the last week is too difficul.

创建者 DR. P K

May 24, 2020

Well designed and application oriented

创建者 Gautham T

Jun 15, 2019

programming assignment could be better

创建者 dongyoungkim

Mar 13, 2019

기초 선형대수 개념을 잡아가는데 아주 도움이 되었습니다. 감사합니다.

创建者 Khalil z

Feb 24, 2019

thank you very much for your pure work

创建者 Ahmed H

Jul 8, 2018

It's really a very interesting course.