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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:

801 - Mathematics for Machine Learning: Linear Algebra 的 825 个评论(共 2,469 个)

创建者 Mohammed E

Jan 7, 2020

Very good course, and the way of reaching is intuitive but require more details in the part of eigenvectors

创建者 Alfonso G

Dec 20, 2019

Fantastic instructors who made the experience, as Professor Dye would say, very satisfactory and very nice.

创建者 Tse-Yu L

Mar 12, 2018

Nice course design, especially for the practice of matrix manipulation frequently used in machine learning.

创建者 Aonim T H

Jun 25, 2022

Great lectures. Great examples. And absolutely excellent coding assignments and quizzes. 10/10 recommend.

创建者 shiva k P

Mar 5, 2021

I recommend to do this course if you are planning to learn Machine learning and Data science. Very useful!

创建者 Nzeyim J

Feb 25, 2021

Made math fun. I didn't initially imagine enjoying the course but it was nicely and systematically thought

创建者 Azamat S

Nov 28, 2019

Great course! A lot of focus on concepts and intuition vs mindlessly computing determinants, inverses etc.

创建者 Franz W M C

Oct 4, 2022

Very insightful and focused introduction to Linear Algebra. Excellent and very enthusiastic instructors!

创建者 Ghanis D

Mar 11, 2021

Nice course. It's hard for me, but it make me know myself about there's still lot of things i don't know.

创建者 Guz V

Jun 15, 2020

Fantastic course. Totally recommended. It wakes your brain and make you actually think on the concepts.

创建者 Kong F

May 1, 2020

Very nice and interesting. The matrix is the transformation of the basic unit vector. It's really useful.

创建者 Chethan C

Jun 17, 2019

Best course to understand the basics of linear algebra before getting started with Machine Learning or AI

创建者 Mashchenko M

May 12, 2019

Its easily one of the best Linear Algebra course. Provides a full picture of the vectors and matrix in ML

创建者 Syed S A

Jan 28, 2019

Amazing course with the detailed explaination on why Linear Algebra and Matrices(concepts) are important.

创建者 Paulo Y C

Jan 11, 2019

great material! i enjoyed every second of the course - also need to thanks for the professors enthusiasm!

创建者 Saptadeep D

Jun 1, 2018

Such a course that you won't believe, exists and published with Audit option (aka FREE!). More disbelief!

创建者 Iurii S

Mar 28, 2018

Great intro into vector algebra - helps build better intuition even if you know all the formulas already.

创建者 Marcus

Jul 30, 2022

Lecturers are clear in their instructions and the course inculcates a solid foundation in Linear Algebra

创建者 lidong s

Dec 21, 2021

impressing the method of teaching and the assignment, make acknowledge learning a really excite journey.

创建者 Venkatesh N

Feb 4, 2020

Great course but should be considered only as a first step. Will need to take more courses in the area.

创建者 Markus M E

Jul 10, 2019

Just marvelous, the instructors are so friendly and enthustiastic and know how to convey knowledge well!

创建者 Rishabh A

Jun 3, 2019

Learnt a lot about vector operations and eigenvectors. Loved it. The animation stuff was simply awesome.

创建者 Puja P N B M

Mar 23, 2022

Really Good for intoduction to linear algebra with some coding exercise based on linear algebra problem

创建者 Abu I M S A

Oct 29, 2020

This is an excellent course, I had prior knowledge of linear algebra but I learned a lot of new things.

创建者 Sanjay S

Sep 22, 2020

A very essential course for ML foundation. The course is very well designed to suit the target as well.