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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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12,557 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：

1176 - Mathematics for Machine Learning: Linear Algebra 的 1200 个评论（共 2,482 个）

创建者 Juan C R

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Sep 13, 2020

This course is awesome. One of the best I've done so far.

创建者 ISRAEL F G S

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Jul 31, 2020

Excellent content, challenging assignments, great course!

创建者 Sagnik M

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Jul 24, 2020

The best course to take before starting Machine Learning.

创建者 yogesh g

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Oct 30, 2019

very good course to grasp main concepts of linear algebra

创建者 Andrew

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Mar 12, 2019

Excellent intro into Linear Algebra and Machine Learning.

创建者 Rodrigo S Z

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Aug 24, 2018

great course. gave me lots of intuition of linear algebra

创建者 Evgeny ( C

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Jul 25, 2018

Good balance between presentation and excellent exercises

创建者 Ayush B

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Jul 24, 2018

The hands-on learning on web page ranking was insightful.

创建者 Florin C

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Dec 10, 2022

Good content and clearly explained. I enjoyed all of it!

创建者 Ni P E J

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Mar 19, 2022

awesome assigment test, modul, video, very easy to reach

创建者 Suci A S

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Mar 8, 2021

Too easy to learn the modules and quizzes in the courses

创建者 Dr B M - P

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Aug 8, 2020

Very interesting course. I enjoyed learning this course.

创建者 Dean A a A

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Jun 20, 2020

Excellent presentation, practice quizzes and assignments

创建者 K P

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Jun 16, 2020

Exceptionally Good..With highly experienced instructors.

创建者 Jinwoong K

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Nov 24, 2018

nice intro to the linear algebra world and relevant code

创建者 Tra G

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Nov 8, 2018

Really good course, help me to understand linear algebra

创建者 xiao f

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Apr 20, 2018

very good course for high level aspect of linear algebra

创建者 Zhen Y

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Sep 19, 2022

Very enlightful and interesting. Recommend to everyone.

创建者 Toshio S

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Jan 12, 2022

You would grasp linear algebra quickly and practically.

创建者 S J

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Apr 29, 2020

Best way to start Machine Learning for Mathematicians!!

创建者 Dina S (

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Sep 8, 2019

just awesome. challenging at times but totally worth it

创建者 Ricardo F

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Jun 10, 2019

The course is pretty good and both teachers are amazing

创建者 Martin B

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Sep 22, 2018

Very good. Excellent inroduction and highly accessible!

创建者 Kannan S

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Apr 10, 2018

Concepts are clearly explained with numerical examples.

创建者 ian f

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Nov 8, 2024

It was a great course indeed and learned a lot from it