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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

10,708개의 평가
2,130개의 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


2018년 3월 31일

Amazing course, great instructors. The amount of working linear algebra knowledge you get from this single course is substantial. It has already helped solidify my learning in other ML and AI courses.


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 2,141개 리뷰 중 1726~1750

교육 기관: Amer M

2020년 6월 28일

Good Course, It shows Linear Algebra from different perspective. You should not be good in math because the math is not advanced here, but you should be excellent in Python.

교육 기관: Alek C

2020년 12월 7일

This course is can be challenging but the material is good and i trust this over a university program since this course is applied concepts and works with lite programming.

교육 기관: Anis Z

2020년 4월 19일

It really was useful, but need a little bit more concentrated discussion forums. cause many questions were still unanswered there.

but thank you all, it really helped me :)

교육 기관: JAY C

2019년 6월 30일

I think the concepts are explained clearly, with ample examples to real life. Much easier to understand this time around. The coding labs could use more pointers though.

교육 기관: Victor D G M

2020년 7월 14일

it is quite intuitive, the programing tools are easy to use. I think its perfect for those people who have some math background but don't want to go deeper into theory

교육 기관: Jaumir V D S J

2019년 3월 17일

The course by no means replace a full semester course on linear algebra, but it´s useful for those who had already had a course on L.A. years ago and want a refresher.

교육 기관: David G R A

2021년 3월 4일

All the lectures were great, and pretty straightforward, but, some programming assestments were too dificult and not so useful in order to help to grasp the concepts.

교육 기관: João M G

2019년 7월 28일

The course is a good review of linear algebra for machine learning. But It would have been better if there were more code exercises and if they were more challenging.

교육 기관: Artur A B

2018년 9월 29일

Brushes over a lot of relevant topics, but if you want something more in-depth, definitely take something on Khan Academy, or your local university/community college.

교육 기관: Caroline S G

2022년 1월 12일

The video instruction was great but the assignments were difficult to understand given the instruction. Also, the python often failed due to unrecognized routines.

교육 기관: Scott A

2018년 4월 22일

Excellent introduction to linear algebra fundamentals, even with little/no prior exposure. Familiarity with programming concepts makes later exercises much easier.

교육 기관: Nikhil K

2020년 4월 22일

It is a good course for beginners and to revise the concept. I feel the lack of explanation in some concepts which could have been avoided by providing references.

교육 기관: Karthik

2018년 4월 19일

Short and fast crash course for brushing up linear algebra. Its better to take Khan academy tutorials and then start this to finish fast and understand the logics.

교육 기관: Mazhar A

2021년 11월 29일

Found this course very interesting, as it has good concepts regarding use of applied mathematics in machine learning. Looking forward for more interesting courses

교육 기관: Mohit P

2020년 4월 18일

the course is good, there should be more detailed explanation of the topic, the assignments are good and keep our learning at top notch. Thank you so much team.

교육 기관: Shader

2018년 10월 13일

Some material not covered well enough to pass and I am a pretty proficient student. Some material seems a little out of place with the progression of the course

교육 기관: HARISH A

2018년 12월 22일

Gives a good intro to some of the basic linear algebra - however would have been happier to see more details in the handling of eigen vectors and eigen values.

교육 기관: NGUYEN B D T

2021년 2월 16일

A good summation of Linear Algebra. This course did give an insight into what matrix is, space, and how to apply transformation in a way that is the easiest.

교육 기관: Sagar L

2020년 2월 15일

The course is pretty helpful as a recap for linear algebra and has nice explanations to set up your intuition for the core mathematical concepts of the field

교육 기관: Andy T

2020년 8월 22일

This was a great course, however you should expect to have some foundation in linear algebra to begin with and use this as a supplement to your knowledge

교육 기관: Achal C

2020년 5월 19일

Great course !! though not it deals everything in depth or covers wider topics it definitely helps with the basics and introduces well to the subject ...

교육 기관: Haris F

2021년 3월 18일

I am very excited to pass this course. The explanation very great but it very hard to achive this certificate in a week. But alhamdulillah i can do it.

교육 기관: Avery W

2019년 11월 4일

This is a great course, but some of the quizzes are quite difficult. If there were more explanation on the quizzes, this course would be just perfect!

교육 기관: Richard E F

2020년 8월 25일

An intersting course. It was let down by the fact that there was no involvement by the staff in answering students questions as far as I could see.