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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
12,556 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

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".

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.

筛选依据:

2151 - Mathematics for Machine Learning: Linear Algebra 的 2175 个评论(共 2,482 个)

创建者 Hamza K

Nov 30, 2019

Instructor should give more example related to Data Science and Machine Learning.

创建者 Ievgenii C

Feb 2, 2025

Good course, builds intuition, very practical, well explained, highly recommended

创建者 saksham k

Oct 17, 2022

Everything is amazing, just they need to expalin their solution in a better way.

创建者 Debzani M

Apr 29, 2020

An organized course, great for developing the imagination of mathematics and fun.

创建者 Deleted A

Jul 19, 2019

Really intuitive course on matrix algebra with very clear geometric explanations.

创建者 Ahmed M

Aug 23, 2024

Good course but programming assignments are very challenging with weak guidance.

创建者 Ли

Dec 17, 2023

The last topic is still unclear to me. I would like to have more exercises on it

创建者 Nicholas J F

Sep 27, 2021

Good overview. I definitely had to go to outside material for the Row Reduction.

创建者 Hari

Feb 11, 2019

A good introduction, would recommend referring a textbook along with the course.

创建者 Zhuocheng Y

Dec 2, 2018

The programming grading system doesn't work well, but the course is great anyway

创建者 Xinsong D

Jun 14, 2018

Excellent, but for the pagerank part, the instructor teaches a little bit fast.

创建者 Rocber

Sep 30, 2018

it is really useful to help me build geometric meaning with vector and matrix.

创建者 Venkata P S

May 31, 2020

The course will help us to apply the matrices for machine learning algorithm.

创建者 Benjamin W

Jul 16, 2021

Some of the autograding wasn't great but the discussion forums helped a lot

创建者 Tarun A

May 21, 2020

after learn from this course, i know very well about machine learning

thanks.

创建者 Aviral A

Dec 10, 2018

A good course for gaining knowledge for Linear Algebra for machine learning.

创建者 胡与诚

Apr 2, 2018

Good course, But I think it should explain more about the underlying things.

创建者 Rishi R D

Jan 31, 2024

Great course. Final week was quite challenging compared to the other weeks.

创建者 Alfian A H

Mar 3, 2021

Overall is good. But somehow, there are parts that I don't understand well.

创建者 Bruna R

Feb 6, 2021

the course is excellent. I have learned a lot and it was very interactive.

创建者 Gundepudi V

Jul 13, 2020

Was a but fast. For non engineering or people who are new it will be tough

创建者 Abhirup B

Jul 29, 2020

goood course well designed qizes and aasignments time saving yet fruitful

创建者 Julian A

Jun 12, 2020

Fantastic course that provides a great introduction into linear algebra.

创建者 Ivan N

Jun 4, 2018

The course content is good, but the programming assignment is too easy.

创建者 RITIK J K S (

May 31, 2020

some topics are explained in a typical way and a bit problem was occur