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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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12,556 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

PS

May 8, 2018

Excellent course on the relevant parts of linear algebra for CS. Both instructors are great fun to watch and the assignments use up-to-date Python programming and Jupyter notebooks. Well done !!!

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：

1551 - Mathematics for Machine Learning: Linear Algebra 的 1575 个评论（共 2,482 个）

创建者 Jorge O

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Oct 21, 2020

Excelente course!!!

创建者 prudgin g

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Jan 6, 2020

David Dye the best!

创建者 Andrew F

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Oct 8, 2018

Interesting subject

创建者 GoldenTeeth C

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Sep 27, 2018

讲得很清楚，视频内容的展示方式也很独特

创建者 Harsh D

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Jun 13, 2018

nice of mathematics

创建者 Nanyan Z

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May 24, 2018

It's really useful!

创建者 Alfonso M A M

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Dec 12, 2025

Great fun learning

创建者 Fernando J

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Mar 3, 2025

Very useful course

创建者 javier v m

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Apr 11, 2024

10/10 Great course

创建者 Evans W

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Feb 26, 2024

Really good course

创建者 Alexander Z

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Nov 19, 2022

liked it vrey much

创建者 dade

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Sep 24, 2021

Execellent Course

创建者 Mr. R N S

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Aug 4, 2021

Very Useful Course

创建者 Akbar W

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Mar 8, 2021

i love this course

创建者 Pranav A

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Nov 7, 2020

Awesome experience

创建者 Jeff D

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Oct 30, 2020

I love this course

创建者 SARTHAK C

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Aug 30, 2020

Great course!!!!!!

创建者 Zike L

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Aug 13, 2020

very useful course

创建者 Jim A

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Apr 14, 2020

Great instruction.

创建者 tishat a

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Apr 14, 2020

week 5 was amazing

创建者 Dipit M

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Jan 8, 2020

Amazing Experience

创建者 muhamad r

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Feb 19, 2019

easy to understand

创建者 Bruno F

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Oct 9, 2018

Very useful course

创建者 Carlos S

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May 30, 2018

Good refreshing!!!

创建者 Pepe P

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Aug 3, 2024

Excellent course!