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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
12,465 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.

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:

2351 - Mathematics for Machine Learning: Linear Algebra 的 2375 个评论(共 2,462 个)

创建者 Mohammed A

Jun 14, 2022

I got lost in many ocasions and had to look on youtube to understand the concept such as projection

创建者 Almir B

Oct 15, 2020

The programming part is too confusing for someone that is just starting.

Thanks for the opportunity.

创建者 Aniket D B

Aug 8, 2020

Everything is good. But I still don't have any idea about how I will use this in Machine learning.

创建者 Alberto M

Apr 4, 2019

Good material if you want to refresh your knowledge, poor programming assignment support/feedback

创建者 Ahmad A R

Oct 1, 2019

Repetitive/redundant questions in the assignment and minimal use of coding during the videos

创建者 Andrea E

Dec 29, 2024

average, nothing special and abstract at times. There are far better free resources online.

创建者 Tonatiuh G R

Mar 18, 2019

The videos need to be updated, there are quite some errors that are already identified...

创建者 Roberto V

Apr 12, 2021

Lack of feedback or more help from instructors to doubts, but the course is very good.

创建者 rishabh t

May 5, 2020

Explainations was good but some topics was difficult to get may be due to my basics

创建者 Adam R

Nov 16, 2018

Some of the quizzes go beyond what is in the videos and often spent ages on them.

创建者 Nicholas K

Apr 20, 2018

Enough gaps that I finished feeling like I really had no idea what was going on.

创建者 David R M

Jul 13, 2020

Requires an understanding of python that doesn't seem to be expressed anywhere

创建者 Jose H C

Dec 19, 2019

I did not see any specific application of what was learned to Machine Learning

创建者 Thomas K

May 4, 2022

Covered topics sup up useful framework that give robust starting point

创建者 Tory M

Sep 3, 2020

All in all this course served as a good refresher for linear algebra.

创建者 Gary M F T

Oct 28, 2020

Esta en el idioma inglés. Seria factibles en el idioma español

创建者 Alejandro T R

Aug 2, 2020

Really difficult to understand the explanations of the course.

创建者 Ayala A

Jul 24, 2020

The course is good but the explanations are not clear enough.

创建者 Akshat B

May 18, 2023

The content is good, but the support could have been better.

创建者 Ninder J

Jun 17, 2019

not well explained...Rather than this go for khan's academy

创建者 rajiv k K

Jul 21, 2019

Good for rivision but I will not recommend to beginner.

创建者 omri s

Oct 25, 2019

Good, but a lot of stuff is not explained in detail

创建者 สิทธิพร แ

May 29, 2020

some lessons don't cover knowledge for assignment

创建者 Flávio H P d O

May 11, 2018

explanation not very clear

not enought examples

创建者 Rosana J B

Mar 1, 2021

muy confuso el sistema de envío de tareas