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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
12,504 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

PL

Aug 25, 2018

Great way to learn about applied Linear Algebra. Should be fairly easy if you have any background with linear algebra, but looks at concepts through the scope of geometric application, which is fresh.

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:

701 - Mathematics for Machine Learning: Linear Algebra 的 725 个评论(共 2,469 个)

创建者 PANAGIOTIS G

Oct 17, 2025

Excellent course. The course has very good presentation material and the Professors are very knowledgeable in their subject.

创建者 Zhuoyu C

Nov 23, 2019

From a different point of view to learn linear algebra from my undergraduate study, which is really good and more intuitive!

创建者 Ajay S

Feb 21, 2019

A great course to learn mathematics for machine learning . Learn a lot thanks for providing me financial aid for the course.

创建者 Zhike C (

May 22, 2020

Very, refresh my knowledge and help me build the intuition about linear algebra. Linear algebra became fun and easy for me.

创建者 Saransh G

Apr 12, 2020

One of the best courses on Linear Algebra (in a 4-5 week format) that focuses on building intuition using different lenses.

创建者 Saras A

Dec 10, 2019

Very quick thorough covering of the fundamentals of Linear Algebra as applicable to ML.

It has some decent Python stuff too.

创建者 Kenny G

Jul 29, 2019

Loved the course, the difficulty is a bit uneven between some lessons but overall, I am satisfied with the overall quality.

创建者 Aditya B

Apr 24, 2018

A beautiful course to give you an insight about the geometric interpretation of ML and get an intuition of various concepts

创建者 Dibyanshu S D

Aug 26, 2020

One of the best mathematics course in Coursera. Probably the best introductory course for mathematics in Machine Learning.

创建者 Md S S K

Feb 3, 2019

It' like I am learning the vectors and the concepts of linear algebra with much more efficiency knowing where to use them.

创建者 Hiep L

Jul 6, 2024

Very friendly professors with and relatable material. Assignments are good, especially those involving coding activities.

创建者 Farhan F

Mar 25, 2022

This course is challengging and i satisfied because i can do it although i must write in my notes and calculate manually

创建者 Артем С К

Feb 23, 2021

I really liked this course, especially the labs on python. It thought me many new things, but some tests were really hard

创建者 Carlos J B A

Dec 3, 2020

An extraordinary course. In the end, you feel that you have a good basis for understanding problems that involve algebra.

创建者 Henok T

Sep 12, 2020

Really loved every moment of this course. The intuitive understanding you get from this course is priceless in many ways.

创建者 Борох Д С

Feb 1, 2020

нормальный курс, базовые вещи по линейной алгербре рассказаны, объем небольшой но то что рассказывается - весьма доступно

创建者 shesh

Jun 14, 2019

Awesomely interactive and renders decent coverage of subject.. would recommend it for every ardent learner of the subject

创建者 haile b

Aug 20, 2024

The course significantly enhanced my understanding of linear algebra and its practical applications in machine learning.

创建者 Piyush A

Jun 13, 2020

Superb course for revising the old concepts and learning new concepts, showing geometrical and arithimetic point of view

创建者 Justin K

Apr 28, 2019

Great course. Good use of animations during the lectures. The notes in the python projects help if you're new to Python.

创建者 Behrooz S

May 30, 2023

Everything is great in this course. highly recommend it for anyone who wants to learn Mathematics for Machine Learning.

创建者 Kasia W

May 2, 2020

A great course, really enjoyable. The concepts were explained well. Picks up in terms of difficulty level at mid point.

创建者 Ramakrishnan.K

Apr 21, 2020

Both the professors were charming! Excellently explained concepts with PageRank discussion being the icing on the cake.

创建者 Hause L

Aug 31, 2019

Excellent course that provides mathematical and geometric intuition behind the linear algebra used in machine learning!

创建者 Mengchan G

Apr 27, 2019

I like the accent of the professor! The context of the lesson is develop gradually which aids my understanding of math.