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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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12,510 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：

1276 - Mathematics for Machine Learning: Linear Algebra 的 1300 个评论（共 2,470 个）

创建者 Majd A

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Jul 10, 2020

thank you so much this was so fun and informal

创建者 AYUSH M

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Jun 12, 2020

Really Great way to brush up on Linear Algebra

创建者 Manikant R

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Jun 6, 2020

Easy course, if you are an engineering student

创建者 Pritesh R

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Apr 28, 2020

Need to provide more examples and explanations

创建者 Vignesh S

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Nov 24, 2019

Awesome course with great learning experience!

创建者 יונה פ

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Oct 8, 2019

greate course! really clear and well teaching!

创建者 Syed M S M

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Aug 29, 2019

Essential recap and practical implementations.

创建者 sudipta p

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Jul 22, 2019

I am in last week and till now it is the best.

创建者 Bruce

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Feb 20, 2019

The best linear algebra courses I ever learnt！

创建者 Aditya V

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Oct 7, 2018

great instructors!

great learning!

great course!

创建者 Mumtaz H

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Aug 20, 2018

It was good experience. I enjoyed this course.

创建者 A F

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Sep 20, 2024

Very well Oriented course for Linear Algebra.

创建者 B.KANNAN

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Aug 4, 2021

Informative and Useful, Thanks for the Course

创建者 Ali T

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Oct 21, 2020

Difficult assignments, but worth the learning

创建者 Homar H

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Aug 6, 2020

A perfect course to start with linear algebra

创建者 AKSHAY S G

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Apr 25, 2020

one of the good course about machine learning

创建者 Zhou Y

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Mar 3, 2020

Excellent course! Enjoyable learning process.

创建者 Alexander Z

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Jul 26, 2018

Awesome introduction to LA!

Very good content!

创建者 Nirmesh G

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May 6, 2018

very useful! changes the perspective of math.

创建者 Shanxue J

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Apr 1, 2018

Truly exceptional course. Strongly recommend!

创建者 Md. K H S

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May 5, 2025

Fantastic learning system. Thank you so much

创建者 Juan C F G

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Jun 1, 2024

The best Mathematics course I have ever seen

创建者 Omer S

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Aug 24, 2023

What does not kill you, makes you stronger.

创建者 Ernesto A R L

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Nov 4, 2022

Muy bueno, sobre todo porque es muy aplicado

创建者 Harold

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Sep 25, 2021

Great course, great lecturers, great efforts