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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

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12,465 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：

2201 - Mathematics for Machine Learning: Linear Algebra 的 2225 个评论（共 2,462 个）

创建者 Richard P

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Jul 15, 2020

Great knowledge at an affordable price

创建者 Salah E

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Jun 30, 2020

it is very hard course yet very useful

创建者 Nirmala R

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Jun 3, 2020

Week 5 was bit difficult to comprehend

创建者 Ritwik M

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May 17, 2020

Prof. Sam is a bit hard to understand.

创建者 danthedoubleD

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Feb 22, 2019

good stuff hopefully, i will be useful

创建者 Annamma A

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Nov 29, 2020

Help with programming should be given

创建者 龚华君

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Jul 8, 2019

i don't know , just finish it so soon

创建者 e u

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Aug 9, 2020

a little bit hard for a beginner lol

创建者 Kareem B

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May 17, 2020

Veru useful Course in Linear Algebra

创建者 Ariel E

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Sep 10, 2020

All topics are taught very clearly!

创建者 Aditya R

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Jul 22, 2018

Really it was a very nice course .

创建者 Dalila

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Sep 6, 2020

Week 4 topics were a bit confusing

创建者 SIMONOT M

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Mar 29, 2019

Clear and interesting. Thank you.

创建者 Gagah G K

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Mar 9, 2021

A little bit hard to understand

创建者 BULAND K P

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Nov 30, 2020

REALLY FUN AND EXCITING COURSE.

创建者 Mayur S

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Aug 25, 2020

great recommended for everyone

创建者 Idriss M

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Sep 23, 2019

great intro to linear algebra

创建者 Yijie X

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Aug 13, 2018

greate course for beginners!

创建者 Siddharth S

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May 21, 2020

Very intuitive and helpful.

创建者 Samridha S

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Dec 7, 2022

Week 5 feels a bit rushed.

创建者 Rishabh .

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Mar 1, 2020

Nice Content and lectures.

创建者 rasheeq i

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Apr 19, 2019

Should go more in details.

创建者 Pip C

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Jun 17, 2020

good high level overview.

创建者 Ziad M H E

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Dec 10, 2022

this course is very good

创建者 Yoni K

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Aug 27, 2021

More practice would help