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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
12,504 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

EC

Sep 9, 2019

Excellent review of Linear Algebra even for those who have taken it at school. Handwriting of the first instructor wasn't always legible, but wasn't too bad. Second instructor's handwriting is better.

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.

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976 - Mathematics for Machine Learning: Linear Algebra 的 1000 个评论(共 2,469 个)

创建者 Shailesh B

May 5, 2020

Really it was excellent content represented in a geometric way. I enjoyed it a lot.

创建者 Hanqiu D

Apr 23, 2020

This course is really good for beginners and people who want to review mathematics.

创建者 Huber M

Mar 8, 2020

Great course fr remenber importan topics the university and use in machine learning

创建者 Michael M

Nov 25, 2019

Exceptional experience working with the beauty of linear algebra and vector spaces.

创建者 Amar T

Nov 14, 2019

Nice course, nice teachers, a was able to gain a knowledge that i needed. Thank you

创建者 Cong W

Oct 19, 2019

Easy to learn and understand the abstract core concepts of linear algebra. Thanks.

创建者 Lotachukwu I

Mar 23, 2019

The course content, structure and tutors are superb. Challenging assignments though

创建者 Mark C

Jul 15, 2018

Thiw as much more interesting than the linear algebra class I took a long time ago.

创建者 Rhian T

Jun 18, 2018

Clearly presented and engaging through the course's focus on Data Science problems.

创建者 Fabio P

Dec 13, 2020

Great couse presenting the basic of Linear Algebra and its use to machine learning

创建者 syed a

Oct 29, 2020

It was a great journey, It shows me intuitive prospective to learn linear algebra.

创建者 Nikita C

Mar 30, 2020

Great course with everything explained visually! I would recommend it to everyone.

创建者 Ajay

Jul 2, 2019

Brilliant course to covers all nitty-gritty of Liner algebra in Machine Learning.

创建者 Andrew L L

Jul 1, 2019

A clear and concise introduction to linear algebra. Excellent instructors as well.

创建者 Janzaib M

Jun 15, 2018

Perfect for those who thinking of starting Machine Learning and Data Science or AI

创建者 Andy T

Mar 10, 2023

It's a nice course for beginners to about the basic of math for machine learning.

创建者 Revi F A M

Mar 19, 2022

im not going to lie, it is hard for me who have forgotten high school mathematics

创建者 Ahmad F G

Mar 11, 2021

it's awesome, come on and join to learn machine learning from mathematics concept

创建者 Janki B S

Jun 23, 2020

Theory and examples discussed in lecture may more closely mapped to the Exercises

创建者 Dan A

May 9, 2020

Excellent instruction, with great relationship between the videos and assignments

创建者 Suyog P

Jul 20, 2019

Amazing course for neophytes who wants to dive into the world of Machine Learning

创建者 sarathva v

Jun 27, 2019

course is amazing. Approach of teaching via intuitions was just amazing.loved it.

创建者 nishay m

Sep 2, 2018

I Had Really fun doing it and they helped me get a Intuitive learning experience

创建者 Bernard P

Jul 16, 2018

Very helpful insight into linear algebra for ML, also introduction to numpy usage

创建者 Rishabh K Y

Aug 15, 2020

Quite interesting course. Instructors showed great skills. Good for engineering.