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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

4.6
12,542 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.

LK

Oct 26, 2023

Very good course. I liked very much the way the topics were presented and explained. I especially appreciate David Dye's clarity of explanations, enthusiasm, passion, and joyful attitude. Thank you.

筛选依据:

2351 - Mathematics for Machine Learning: Linear Algebra 的 2375 个评论(共 2,478 个)

创建者 Amal J

Jul 15, 2020

The course gives a good beginner-friendly Introduction to Linear Algebra. But the courses could cover a little more topics in LA.

创建者 Jorge G

Aug 14, 2020

I would give it 3.7, examples are good but the vectors the lecturer draw were no easy to understand because of drawing by hand.

创建者 Nicholas G

Jun 21, 2022

TEverything is good until you reach the coding assignement. Then it is a complete disconnect with no resources available.

创建者 Badri T

Dec 29, 2019

The Eigen system could have been better explained. The last quiz was too hard and the concepts required were not covered

创建者 Aaron H

Oct 17, 2019

Lot of the concepts seemed glossed over and could have used more guided practice and/or linkages to real world problems.

创建者 Indira P

Mar 7, 2021

It is so complex and contains so much knowledge but hard to understand for beginner or intermediate in mathematic

创建者 Kate G

Nov 19, 2020

The instructor is skipping a lot of material and the quizzes require working with external sources to be solved.

创建者 Matt P

Feb 24, 2019

This course would be perfect if more elaboration on the maths required to complete the quizzes, was provided.

创建者 N s n r

Dec 11, 2019

i expected a practical mathematic approach rather than only mathematical approach.but page rank algo is good

创建者 Viktoria T

Oct 11, 2021

The course could give more insights on a number of topics and it was very brief which made a bit frustrated

创建者 Tony M

Oct 23, 2020

Good course, but could add extra steps for those a little rusty with algebra, matrices, vectors and so on.

创建者 Margaret L

Jan 27, 2026

Wonderfully interactive and well-produced, but doesn't do a great job of explaining concepts to beginners

创建者 Vikram G

Jul 23, 2022

The practice quizzes were just too easy. Only the last Page Rank Quiz was hard. All the others were easy.

创建者 Jared E

May 26, 2018

Overall good, but some nasty difficulty with the programming assignments... especially the last one.

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.