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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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12,566 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.

KK

Apr 4, 2020

really good. i would have been fine with a slightly longer course that worked through more examples and alternative explanations in order to ensure more solid understanding of complex concepts.

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1826 - Mathematics for Machine Learning: Linear Algebra 的 1850 个评论（共 2,485 个）

创建者 Habib B K

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Mar 10, 2021

Nice

创建者 Jatu K R

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Mar 10, 2021

nice

创建者 Ahmad H N

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Mar 1, 2021

Good

创建者 Hana B

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Feb 28, 2021

good

创建者 Indah D S

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Feb 25, 2021

good

创建者 Layyinatus S

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Feb 24, 2021

wow!

创建者 Felix C

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Feb 23, 2021

good

创建者 Merey O

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Dec 11, 2020

nice

创建者 Yiya W

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Nov 30, 2020

good

创建者 RAGHUVEER S D

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Jul 25, 2020

good

创建者 Chow K M

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Jul 24, 2020

G

o

o

d

创建者 Jay

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Jul 22, 2020

good

创建者 moksha m

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Jul 16, 2020

good

创建者 AKSHATHA Y E

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Jul 16, 2020

Good

创建者 Bhoomika H

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Jul 15, 2020

good

创建者 BALAJI.V

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Jul 13, 2020

Good

创建者 RAMÍREZ S C A

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Jun 29, 2020

Nice

创建者 Nalongsone D

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Jun 16, 2020

good

创建者 Vinish R

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May 12, 2020

nice

创建者 eli z

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Apr 12, 2020

epic

创建者 Akhil V

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Jul 31, 2019

good

创建者 Salem A A

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Jul 1, 2019

Good

创建者 宋健

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Mar 12, 2019

nice

创建者 Yiqing W

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Dec 27, 2018

good

创建者 Dương L X

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Mar 14, 2026

Hay