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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：

1201 - Mathematics for Machine Learning: Linear Algebra 的 1225 个评论（共 2,470 个）

创建者 SHIVAJI C M 1

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Jun 2, 2020

This Course is very informative and helped me a lot !!

创建者 TOORPU A R

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Apr 26, 2020

Excellent course for linear algebra.faculty is so good

创建者 Hanuman M G

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Apr 11, 2020

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linear algebra good start for machine learning

创建者 Sumit S

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Jan 2, 2020

Awesome Course i will definately recommend my friends

创建者 Alok R S

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Dec 3, 2019

Lectures speed is fast. But lectures are just awesome.

创建者 Mohammed A

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Aug 26, 2019

A really wonderful courses that helped my in my career

创建者 Yashasva P

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Jun 7, 2019

The course content was really helpful and interesting.

创建者 Niu K

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Dec 24, 2018

Excellent course which provides a new viewpoint for ML

创建者 Geoffrey B

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Oct 30, 2021

Excellent refresh of linear algebra in context of ML.

创建者 Kushagra S

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Feb 16, 2021

Great for beginners to refresh their elementary maths

创建者 Levent G

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Nov 4, 2020

This course was quite informative. Thank you so much.

创建者 Rafael M

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Sep 2, 2020

Great experience learning from Imperial and coursera.

创建者 Kendre P P e

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Jul 12, 2020

Really good understanding about vectors and there use

创建者 Mariam M

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May 8, 2020

Very good, very challenging and satisfying all in all

创建者 Abdul H

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Sep 5, 2019

1 step closer to becoming a machine learning engineer

创建者 Gnanesh B

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Jun 9, 2018

changing the basis and reflecting plane helped me lot

创建者 Sanjana

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Dec 21, 2022

It was awesome experience while learning this course

创建者 Ali K

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Oct 30, 2022

Interseting mthods for teaching math. Thanks a lot!

创建者 John C B

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Jul 19, 2021

well presented material with nice, clean assignments

创建者 Stephen A T

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Mar 11, 2021

Value for time and money

Thank you for this platform.

创建者 Simone d S S

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Aug 20, 2020

It was a challenging course and I really enjoyed it!

创建者 Hải P T

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Jun 25, 2020

This course is very interesting about linear algebra

创建者 Ibrahim B

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Jun 3, 2020

I love the instructors as much as I loved the course

创建者 Warren O

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Apr 15, 2020

Great course. Great challenges. Completely worth it.

创建者 UMAR T

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Mar 7, 2020

Excellent course covering concepts of linear algebra