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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.

筛选依据:

1026 - Mathematics for Machine Learning: Linear Algebra 的 1050 个评论(共 2,469 个)

创建者 Aishik R

Jan 5, 2020

Great Course for development of intuition on Linear algebra, quite engaging.

创建者 Pham M Q

Oct 18, 2019

Good course in Linear Algebra, the examples are related contents with codes.

创建者 Badoo Z R

May 5, 2019

Clear concise course. Good assignments, that challenges your thought process

创建者 Wenyuan Z

Dec 14, 2018

good for people who want to understand linear algebra from a geometry aspect

创建者 Sai S H G

Apr 26, 2018

Really enjoyed the course!

Wonderful lectures and really helpful assignments.

创建者 bhavyasri n

May 28, 2022

i have experienced mathematics into machine learning coding ..i loved it..!

创建者 Teiichi A

Aug 5, 2021

A simpler course within the specilization. I enjoyed a lot, nevertheless.

创建者 EDDY E A P

Sep 4, 2020

Very well explained course and the exercises are very good and challenging.

创建者 Maria C L C

Jul 9, 2020

Amazing course overall! Great instructors, great and challenging exercises!

创建者 Merrill N

Oct 2, 2019

An excellent course to learn the geometric intuition behind linear algebra.

创建者 Charles E

May 5, 2018

Great short intro to linear algebra. Excellent treatment of eigen problems.

创建者 Stefan B

Oct 31, 2021

Excellent course with excellent lecturers, great start in machine learning

创建者 Sridevi U

Jun 29, 2020

Dear Professor, Very Good Course to learn mathematics for machine learning

创建者 BENSAFOUAN A

Jun 19, 2020

Excelent course , this is my best course in Linear Algebra i really likeit

创建者 Deleted A

Nov 11, 2018

Exceptional instructors! A lot of practical application and use of python.

创建者 Will T

Nov 17, 2021

Really Excellent, was able to gain insight with only and A Level in Maths

创建者 Aaron C

Sep 14, 2020

Very well presented, blew the cobwebs off my brain since Math@UCL(89) :)

创建者 Himanshu A

Jun 28, 2020

a good beginner course for linear algebra. basics are taught intuitively.

创建者 Ayan S 1

Jun 9, 2020

It was really good, with the relevant topics related to machine learning.

创建者 Kaustubh D

May 1, 2020

A very very good course with clear explanation and best quality teachers.

创建者 Jessica S P

Apr 28, 2020

Very useful. Teaching was very clear for me. It was more than I expected.

创建者 Katya G

Apr 12, 2020

Very nice course that helps to build intuition in linear algebra. Thanks!

创建者 Bernardo M S

Aug 17, 2018

Greate explanation in general. Exercises were concise as well as lectures

创建者 Jeong-min S

Sep 6, 2021

it was very helpful and good to understanding Linear Algebra. Thank you.

创建者 SAMYAK K S

Apr 20, 2021

Worth taking course. It will give the required insights for a beginner.