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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

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.

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:

851 - Mathematics for Machine Learning: Linear Algebra 的 875 个评论(共 2,469 个)

创建者 Abdullah A

Oct 1, 2020

A fantastic course, good explanation for linear algebra concepts, but you need to study good for it

创建者 Anas N B

Jun 5, 2018

Very Useful to understand clearly the Linear Algebra Basics.

Thanks u professor.U did a great job.:)

创建者 Niclas F S

Apr 14, 2018

Superb introduction to Linear Algebra! Thanks to the instructors for their very clear explanations!

创建者 Miles B

Aug 18, 2025

A great review of linear algebra. I picked it up quickly after last studying it over 20 years ago!

创建者 Sarah R

Nov 19, 2024

The course was easy to understand, and it focused more on applications than solving things by hand

创建者 Timur S

Mar 4, 2023

I liked the course, but it is not basic and requires some prior knowledge of the topics discussed

创建者 Grzegorz S

Mar 11, 2021

Incredible course. Never though linear algebra can be taught in so interesting and etertaining way

创建者 Mun H L

Feb 21, 2021

I enjoyed learning this course. I gained a lot of insight on the mathematics for Machine Learning.

创建者 Jack K

Sep 11, 2020

Very clearly taught, and very focused on explaining difficult concepts in understandable language.

创建者 Shahed I

Jun 5, 2020

The course is awesome & helped me a lot. It also developed my basic knowledge of Machine Learning.

创建者 Jessiedee M G

Jun 4, 2020

Best instructors. I am hoping to finish the whole specialization Mathematics for Machine Learning.

创建者 Anudeep R K

Apr 12, 2020

For those who already are well versed with Linear algebra you will gain great geometric intuition.

创建者 Judy W

Feb 2, 2020

some contents need to do further research online to have a deep understanding. Lectures are great!

创建者 Wasim A

Dec 28, 2019

Well, structured course. Highly helpful to clear the doubts of Linear Algebra and Its application.

创建者 Stephen

Oct 1, 2019

Amazing course with great practical examinations to better understand the theory and implement it.

创建者 Angela G

Sep 25, 2019

The instruction was excellent, and there were a lot of assignment and/or quizzes to help practice.

创建者 Ivan K

Apr 14, 2019

Great instructors and great engagement. A very comfy way to have a broad view on a linear algebra.

创建者 Rafi D

Jan 23, 2019

Gained an intuitive understanding of Linear Algebra like never before. The professors are awesome.

创建者 Annapurna S

Oct 18, 2020

Very easy to follow content with good explanations and examples. Had a great learning experience.

创建者 Patrick Z

Sep 20, 2020

Excellent instructors who engage us to understand the linear algebra needed for machine learning.

创建者 Andres L

Aug 6, 2020

Nice course! I really enjoyed the explanations, assignments and explamples worked on this course.

创建者 Sanchayan D

Jun 7, 2020

Great Linear Algebra Fundamental course suitable for building the foundation for Machine Learning

创建者 Hamza A

Aug 25, 2018

A Very good course to get knowledge of linear algebra and its applications to ML and data science

创建者 Theodore T

Oct 13, 2024

This course gives emphases on developing you intuition and not mechanically doing algebraic work

创建者 Muhammad N H

Feb 26, 2021

The final assignment to recreate the Google page rank algorithm was an unforgettable experience.