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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
12,465 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

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.

NS

Dec 22, 2018

Professors teaches in so much friendly manner. This is beginner level course. Don't expect you will dive deep inside the Linear Algebra. But the foundation will become solid if you attend this course.

筛选依据:

2001 - Mathematics for Machine Learning: Linear Algebra 的 2025 个评论(共 2,462 个)

创建者 Caroline S G

Jan 12, 2022

The video instruction was great but the assignments were difficult to understand given the instruction. Also, the python often failed due to unrecognized routines.

创建者 Scott A

Apr 22, 2018

Excellent introduction to linear algebra fundamentals, even with little/no prior exposure. Familiarity with programming concepts makes later exercises much easier.

创建者 Nikhil K

Apr 22, 2020

It is a good course for beginners and to revise the concept. I feel the lack of explanation in some concepts which could have been avoided by providing references.

创建者 Karthik

Apr 19, 2018

Short and fast crash course for brushing up linear algebra. Its better to take Khan academy tutorials and then start this to finish fast and understand the logics.

创建者 Emirhan A

Mar 17, 2024

It was a great hands-on experience with Linear Algebra but sometimes parts of the course got difficult, I couldn't get any of the tips given by the professionals.

创建者 Mazhar A N

Nov 29, 2021

Found this course very interesting, as it has good concepts regarding use of applied mathematics in machine learning. Looking forward for more interesting courses

创建者 Mohit P

Apr 18, 2020

the course is good, there should be more detailed explanation of the topic, the assignments are good and keep our learning at top notch. Thank you so much team.

创建者 Shader

Oct 13, 2018

Some material not covered well enough to pass and I am a pretty proficient student. Some material seems a little out of place with the progression of the course

创建者 HARISH A

Dec 22, 2018

Gives a good intro to some of the basic linear algebra - however would have been happier to see more details in the handling of eigen vectors and eigen values.

创建者 Adityabaan T

Dec 12, 2024

The course is absolutely great and is user friendly. Some parts of the course needs to be improved in order to help students get better clarity on that topic.

创建者 NGUYEN B D T

Feb 16, 2021

A good summation of Linear Algebra. This course did give an insight into what matrix is, space, and how to apply transformation in a way that is the easiest.

创建者 Sagar L

Feb 15, 2020

The course is pretty helpful as a recap for linear algebra and has nice explanations to set up your intuition for the core mathematical concepts of the field

创建者 Saarthak K

Jan 25, 2023

the first four weeks were so good and intuitive. But I was left in confusion for most part of week 5 and had to take help of other sources (khanacademy,etc)

创建者 Abhradeep M

Aug 24, 2022

Supplemental materials in the form of examples or bullet points with the core algorithm/concept on the topics would be helpful to grasp the material quicker

创建者 Andy T

Aug 22, 2020

This was a great course, however you should expect to have some foundation in linear algebra to begin with and use this as a supplement to your knowledge

创建者 Achal C

May 19, 2020

Great course !! though not it deals everything in depth or covers wider topics it definitely helps with the basics and introduces well to the subject ...

创建者 Haris F

Mar 18, 2021

I am very excited to pass this course. The explanation very great but it very hard to achive this certificate in a week. But alhamdulillah i can do it.

创建者 Avery W

Nov 4, 2019

This is a great course, but some of the quizzes are quite difficult. If there were more explanation on the quizzes, this course would be just perfect!

创建者 Richard F

Aug 25, 2020

An intersting course. It was let down by the fact that there was no involvement by the staff in answering students questions as far as I could see.

创建者 Amir K

Dec 7, 2023

I'd give 5 stars if the same instructor taught the last week material. I really enjoyed my learning process and found the content pretty valuable.

创建者 Ali E

Jun 4, 2020

Its such an amazing course that refreshed me quite well. It only needs some solved problems to get used to the way of solving for more applying.

创建者 Rahul K

May 25, 2020

Course is very well taught and the focus on intuition is super useful. It would be nice to get into advanced topics after the intuition is built

创建者 Alexander V

Mar 10, 2018

Excellent course. Lots of practical examples. Explanations are clear. I would suggest adding a summary of the lectures in form of some document.

创建者 Roderick R

May 2, 2018

Good course on reviewing linear algebra fundamentals. I greatly appreciated the instructors' teaching styles and made the material practical.

创建者 MAMOON A

Apr 30, 2020

The course helps in understanding the linear algebra in all aspects i.e algebraic as well as graphical and finally implementing it in a code.