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Mathematics for Machine Learning: Linear Algebra(으)로 돌아가기

임페리얼 칼리지 런던의 Mathematics for Machine Learning: Linear Algebra 학습자 리뷰 및 피드백

4.7
별점
10,701개의 평가
2,126개의 리뷰

강좌 소개

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....

최상위 리뷰

EC

2019년 9월 9일

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.

PL

2018년 8월 25일

Great way to learn about applied Linear Algebra. Should be fairly easy if you have any background with linear algebra, but looks at concepts through the scope of geometric application, which is fresh.

필터링 기준:

Mathematics for Machine Learning: Linear Algebra의 2,137개 리뷰 중 1851~1875

교육 기관: Zhejian C

2020년 1월 20일

Teach good intuition and good explanations but maybe a bit shallow, good for beginners

교육 기관: Andrew K

2019년 2월 17일

great visual explanations of concepts, but the course could have been more informative

교육 기관: Vinayak k

2020년 6월 7일

Very good insight of linear algebra. It give different prospective of linear algebra.

교육 기관: Michał K

2019년 11월 29일

Good course, advise to take it, though sometimes not everything explained thoroughly!

교육 기관: Max W

2020년 3월 2일

excellent approach to linear algebra, high quality and carefully thought out lessons

교육 기관: Robin S

2020년 2월 17일

Very nice course. A good math overview with a balance between details and practice.

교육 기관: Kyle B

2020년 9월 23일

Good course, Its a very good basis to build a math foundation for machine learning

교육 기관: Hamza K

2019년 11월 30일

Instructor should give more example related to Data Science and Machine Learning.

교육 기관: Debzani M

2020년 4월 29일

An organized course, great for developing the imagination of mathematics and fun.

교육 기관: Deleted A

2019년 7월 19일

Really intuitive course on matrix algebra with very clear geometric explanations.

교육 기관: Nicholas J F

2021년 9월 27일

Good overview. I definitely had to go to outside material for the Row Reduction.

교육 기관: Hari

2019년 2월 12일

A good introduction, would recommend referring a textbook along with the course.

교육 기관: Zhuocheng Y

2018년 12월 2일

The programming grading system doesn't work well, but the course is great anyway

교육 기관: Xinsong D

2018년 6월 14일

Excellent, but for the pagerank part, the instructor teaches a little bit fast.

교육 기관: Rocber

2018년 9월 30일

it is really useful to help me build geometric meaning with vector and matrix.

교육 기관: phanidhar s

2020년 6월 1일

The course will help us to apply the matrices for machine learning algorithm.

교육 기관: Benjamin W

2021년 7월 16일

S​ome of the autograding wasn't great but the discussion forums helped a lot

교육 기관: Tarun A

2020년 5월 21일

after learn from this course, i know very well about machine learning

thanks.

교육 기관: Aviral A

2018년 12월 10일

A good course for gaining knowledge for Linear Algebra for machine learning.

교육 기관: 胡与诚

2018년 4월 2일

Good course, But I think it should explain more about the underlying things.

교육 기관: Alfian A H

2021년 3월 3일

Overall is good. But somehow, there are parts that I don't understand well.

교육 기관: Bruna R

2021년 2월 6일

the course is excellent. I have learned a lot and it was very interactive.

교육 기관: Surya S

2020년 7월 13일

Was a but fast. For non engineering or people who are new it will be tough

교육 기관: Abhirup B

2020년 7월 29일

goood course well designed qizes and aasignments time saving yet fruitful

교육 기관: Julian A

2020년 6월 12일

Fantastic course that provides a great introduction into linear algebra.