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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：

1576 - Mathematics for Machine Learning: Linear Algebra 的 1600 个评论（共 2,482 个）

创建者 Rida A J

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Dec 2, 2023

it was a good one

创建者 Krishna N

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Jan 6, 2023

Beautiful course!

创建者 Yujia Q

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Nov 3, 2022

Very good course!

创建者 Arnie D

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Sep 26, 2021

I had lots of fun

创建者 Lalit D

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Sep 6, 2021

Good for Revision

创建者 Deleted A

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Nov 29, 2020

Simply excellent!

创建者 Miguel R H P

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Oct 7, 2020

Excellent course.

创建者 Ms.Smitha G N M

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Aug 14, 2020

It is very nice..

创建者 Jaafar S

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Aug 13, 2020

Very informative.

创建者 Quoc-Khanh N

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Jun 28, 2020

Very nice course!

创建者 Abd-Elrhman M (

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Jun 8, 2020

great material <3

创建者 Алексей А

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Apr 7, 2020

Unbelievably cool

创建者 jason

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Mar 25, 2020

excellent course!

创建者 Evgeny M

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Feb 22, 2020

Excellent course!

创建者 Fabian G

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Dec 23, 2019

Excellent course.

创建者 Runjeeth N

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Jul 8, 2019

just exceptional.

创建者 Sanjiv R

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Jun 23, 2019

Very good course.

创建者 Yurii O

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Jun 11, 2019

Best course ever!

创建者 Boyan S

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Dec 15, 2018

Excellent Course.

创建者 Aryan A

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Jan 13, 2026

Very informative

创建者 EDGAR O R T

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Nov 9, 2025

EXCELLENT COURSE

创建者 Dr. S K R M

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Sep 5, 2025

excellent course

创建者 Ana-Raluca B

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Dec 30, 2021

Fantastic course

创建者 Fredrick A

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Sep 21, 2021

Very good course