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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
12,556 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:

2426 - Mathematics for Machine Learning: Linear Algebra 的 2450 个评论(共 2,482 个)

创建者 Glenn F

May 13, 2021

This course is not suitable for beginners. Topics are touch-and-go, and many LA concepts are assumed of the learner. I had to basically learn the content on YouTube and then come back to complete the assignments.

创建者 Manoj B

Sep 12, 2020

Not a great course. It started alright but really it lost track after two weeks. No references were made to the actual ML applications. This was more like a pointless Matrix knowledge.

创建者 Gurrapu N

Apr 5, 2020

There is hardly any relation between videos and assignments. There should be a way to let the students know the right answers after completing the course to rectify the mistakes.

创建者 Shrinath I

Apr 12, 2020

It was a decent course, but the teachers weren't particularly good. I had to often rely on other resources to figure out what was going on. That kind of ruined it for me.

创建者 Muhammad Z A

Jun 9, 2020

Not a Good Course for Biggner's. Instructor do not have ability to simply topics taught in this course. They were just copy pasting its materiel from other slides.

创建者 kumar s

Sep 7, 2020

Instructor Taught good at the beginning till week 3, but not good after that. very disappointed. Will Never recommend any of my friend or classmate this course.

创建者 Aswini

Sep 11, 2020

i have not learned python so i am unable to do the assignments... the classes are too good to miss a certificate, but only if i could manage the assignment...

创建者 Mathew S

Jun 23, 2021

Forums are a bit dead. Most helpful (and frequent) answers are a link to khan academy videos explaining the same thing, but better.

创建者 Justina N

Aug 6, 2020

The final module went too fast and skipped over a lot of explanation. this really does under the good parts up to week four.

创建者 Kevin H

Feb 12, 2022

I had to go outside this course to get and understanding of what they were talking about. This could greatly be imporved!

创建者 Graham G

Mar 26, 2020

Not nearly enough detail on the concepts. I had to watch all of Khan Academy's Linear Algebra course to understand.

创建者 Punithan P

Jan 27, 2025

Poor explanation and some assignments are challenging with no proper explanation or feedback.

创建者 Aly A

Sep 6, 2022

No notebook appears to me in the quizicss .no one helps me in the course in this problem

创建者 Boyang H

Jun 13, 2022

I can get everything Quizzes and Tests right but I have no fucking idea what I am doing.

创建者 Roy M K

Feb 2, 2021

There are few or no worked out examples, making it hard to solve quizes.

创建者 Ginés M

Jun 24, 2024

Awful feedback and useless. Specially at the end of the course

创建者 Tri V Q

Jul 24, 2022

Many parts are too obscure such as the Page Rank part.

创建者 Achal A

Aug 23, 2021

more reading content is needed

创建者 Rishabh J

Feb 27, 2019

Not as challenging. Too basic

创建者 Andrey L

Mar 23, 2021

Not for the beginner at all

创建者 Yash G

Dec 14, 2019

not clearly explained

创建者 Lee B

Jul 9, 2019

it is too expensive

创建者 Sreeja D

Nov 27, 2020

Tough syllabus.

创建者 ABDULAZIZ N B A

Mar 17, 2022

it hard