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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
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12,557 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.

DV

Jun 24, 2019

This was a terrific course; the instructors' are passionate and knowledgeable about the course material, the assignments are engaging and relevant, and the length of the videos feels "just right".

筛选依据：

1301 - Mathematics for Machine Learning: Linear Algebra 的 1325 个评论（共 2,482 个）

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

创建者 Muhammad J A

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Feb 26, 2021

hard enough for me, give me some headache :)

创建者 Sateesh K

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Aug 26, 2020

Excellent course. Well designed assignments.

创建者 Sathiya N S

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Jun 29, 2020

Very Good Course. Instructors are excellent.

创建者 Md. R A R

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May 27, 2020

Excellent course with fantastic instructors.

创建者 matan a

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Oct 4, 2019

The materials and the lectures just awesome!

创建者 Kevin H

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Aug 10, 2019

Very helpful. Video lectures were well done.

创建者 PRATYUSH

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Jan 4, 2022

Exciting tools to accelerate visualization.

创建者 Nghiêm X B

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Sep 11, 2021

Very interesting. I gain a lot of knowledge

创建者 Thomas L

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Nov 12, 2019

It will give you a very basic understanding

创建者 Apurv

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Oct 7, 2019

Pretty good for brushing up the mathematics

创建者 K F

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Sep 13, 2019

I had a very good time with linear algebra.

创建者 Václav R

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Aug 26, 2019

Nice intro to the linear algebra intuition.

创建者 XIAO N (

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Aug 30, 2018

Very good materials focusing on math for ML

创建者 Andrey

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Aug 10, 2018

Really good course with clear explanations.

创建者 Любомир К

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Oct 5, 2023

Really cool course with a lot of practice.

创建者 moraining

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Mar 14, 2023

Really great! Interesting and stimulating!

创建者 경언이

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Dec 17, 2021

helpful lectures!!

thanks for great lecture

创建者 Luke P

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Mar 4, 2021

Excellent lecturers, excellent production.

创建者 Xiaoou W

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Nov 21, 2020

nice balance between theory and intuition.

创建者 Opas S

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Jul 12, 2020

Great tutorial for refresh my mathematics.