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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:

951 - Mathematics for Machine Learning: Linear Algebra 的 975 个评论(共 2,469 个)

创建者 SINGARAVELAN

Apr 18, 2020

Thanks for a wonderful lecture on Linear Algebra and programming for machine learning.

创建者 Isaac T

Apr 7, 2020

Very good and clear. I completed as a complete beginner, having just finished my GCSEs

创建者 Joy P D

May 25, 2019

Concise course built to develop core concepts. The lectures are beautifully delivered.

创建者 Hosein A

Jan 13, 2022

Special thanks to Dr. Cooper and Dr. Dye. They are really inspiring. I learned a lot.

创建者 Deep S A

Mar 10, 2021

Too good to miss! This course is the basic and believe me you will gain new insights.

创建者 Ahmad G A

Mar 1, 2021

that was a harder course and need a lot of logical thinking to understand this course

创建者 yong c c

Jan 8, 2021

this course takes intuitive view on how linear algebra is applied in machine learning

创建者 David S

Aug 22, 2020

Great and challenging course to bring anyone up to speed with the essential concepts.

创建者 Sethu N O G

Jul 24, 2020

Very good course! One should try for better insights on Machnie learning Fundamentals

创建者 Shashank C

Jun 24, 2020

I would like to thank Prof Sam and Prof David for making the course very interesting.

创建者 hu s

Jun 21, 2020

High recommended to the people who want to recover their knowledge on linear algebra.

创建者 Ben A

Jun 9, 2020

great class, a lot of information but the core ideas and concepts are well explained.

创建者 Rushabh K

Apr 5, 2020

It's Exceptionally well designed and well taught course for aspiring data scientists.

创建者 Nihar V

Oct 2, 2019

Awesome course. Basics of maths for machine learning aspirations. very good teaching.

创建者 Ahmad A

Sep 5, 2019

All you need to do is to be consistent in order to get most out of this specilization

创建者 Sushant P

May 19, 2019

This course was every bit painful, fun and really worth the time spent on. :)

Thanks!

创建者 Ashmal F

Jul 6, 2023

It was amazing to invest my time on this course .It really enhanced my knowledge.

创建者 Yuliia G

Jan 2, 2022

Great course for understanding the basis of the maths behind the ML! Thanks a lot!!!

创建者 Ruba M

Jul 24, 2020

this an excellent course. the material was great and the instructors are very clear.

创建者 Tonmoy D

Jun 23, 2020

An excellent introduction if you want to brush up your knowledge on linear algebra!!

创建者 no O

Jun 15, 2020

Great enthusiastic lecturers and amazing explanation from a geometric point of view.

创建者 George W

Oct 16, 2018

Besides some problem with programming assignment submission, it's an awesome course.

创建者 FOO Y L

Nov 8, 2021

A very interesting course, especially for those who like mathematics & programming.

创建者 Carlos A G C

Jun 3, 2020

Give an excellent intuition about all the topics, great examples, I love the course