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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

HE

Aug 8, 2021

the instrutors were too good and their explination for the concepts was to the point and it made me realize things in linear algebra I didn't know before although I studied it in school of engineering

CS

Mar 31, 2018

Amazing course, great instructors. The amount of working linear algebra knowledge you get from this single course is substantial. It has already helped solidify my learning in other ML and AI courses.

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2151 - Mathematics for Machine Learning: Linear Algebra 的 2175 个评论(共 2,468 个)

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

创建者 Nugy

Feb 24, 2021

The eigen value and eigen vector courses are a bit hard to understand

创建者 Kevin O

Feb 25, 2021

A good refresher with some really useful insights about eigenthings.

创建者 Kiran

Jul 21, 2020

Its is the best course to know about matrices and their applications

创建者 KURRA S S 2

Dec 26, 2022

It is so useful to me for getting the knowledge in machine learning

创建者 Sharad K L

Mar 8, 2020

Exams were hard and most of the exams were source of the knowledge.

创建者 JOSÉ M B D

Jan 24, 2020

excelente curso, me gustaría que se complementara con programación.

创建者 Karan P

Apr 25, 2025

Eigen values and vectors portion was taught really really well.!

创建者 Eduardo G R G

Feb 4, 2024

i would prefer less explanation on the methods and more examples

创建者 Jihun Y

Jan 3, 2022

teaching essential, doesn't cover many topics, but well curated!

创建者 Sai V P

Aug 14, 2020

Decent course. Wish things were explained in a more detailed way

创建者 Ng Y Y

Jun 21, 2019

Good overview and introduction to key concepts of linear algebra