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学生对 Imperial College London 提供的 Mathematics for Machine Learning: Linear Algebra 的评价和反馈

4.7
12,465 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

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.

LK

Oct 26, 2023

Very good course. I liked very much the way the topics were presented and explained. I especially appreciate David Dye's clarity of explanations, enthusiasm, passion, and joyful attitude. Thank you.

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451 - Mathematics for Machine Learning: Linear Algebra 的 475 个评论(共 2,462 个)

创建者 Oladepo I

Feb 8, 2023

This course is the best mathematics-intensive course I have ever taken. The teachers did a great job with the animations and visuals. These made understanding the course content easier.

创建者 Brian D S

Dec 13, 2020

Very clear and easy to understand! What I liked most was the emphasis on a conceptual understanding as opposed to a computational one (though computational processes are still taught).

创建者 Shahriar H F

Jun 22, 2020

One of the best course so far on Coursera. Got to learn the foundations of Linear Algebra with hands-on programming assignments using Python which brushes up the Python skills as well.

创建者 Mohammad H R

May 27, 2020

I am really happy to complete this course and obviously getting exposed to the form of teaching that focuses to develop intuition behind maths rather that working out tons of examples.

创建者 Onkar A

May 16, 2020

One of the best courses on the platform, full of in-depth level of knowledge built up by instrctor starting from base. totally worth my time and money! Thank you both david and samuel!

创建者 Wesley M O

Jul 21, 2020

The final coding exercise was tricky if you weren't familiar with coding with Python. But the teachers were great and very enthusiastic about linear algebra -- really a great class.

创建者 Nihaar T

Jul 13, 2020

Excellent course content! Gives a very good in-sight on how matrices and vectors are inter-connected. The teachers teach the topics very well and it's a very thought-provoking course.

创建者 Adson F d R

Jan 16, 2020

I liked the course very much - a very high quality material that I would recommend for people who want to improve their knowledge on the mathematical concepts used in Machine Learning

创建者 Zhuofei D

Dec 1, 2019

Great course for understanding the application of linear algebra in machine learning. Though compared to what I learned in class, they are relatively shallow, but more useful. Thanks~

创建者 NEHAL J

Jan 26, 2019

If you're looking at refreshing your knowledge of linear algebra for machine learning, this is good course to take. Provides just about enough insights to application of linalg in ML.

创建者 Artem P

Oct 15, 2018

Innovative instruction methods, easy to follow and very practical. Although I've taken linear algebra before, the course has helped me refresh my knowledge and learn new applications.

创建者 Carolyn S

Sep 5, 2018

Strong review of linear algebra concepts with emphasis on intuitions for machine learning. Excited and engaging professors, good pace, worthwhile exercises, good programming examples.

创建者 Aditya K

May 21, 2018

Fantastic course that develops the intuition behind Linear Algebra. I'm glad I did it.

I would couple this course with MIT prof Gilbert Strang's lectures on linear algebra on MIT OCW.

创建者 Arda C T

Jan 3, 2022

I really like how this course approaches linear algebra in a rather intuitive way, I find this approach more helpful compared to courses which have a focus on computational aspects.

创建者 Park J

Jun 16, 2020

One of the more intuitive and useful linear algebra course

All the small examples and explanation on application to machine learning has been very helpful.

The activities are great too

创建者 Ronald A P

Jun 6, 2020

I found this course excellent! The video production was remarkable! The instructors are very good at teaching. The course in general is challenging but very satisfactory. I loved it!

创建者 Huân C

Aug 21, 2019

I thank so much the Mathematics for machine learning: Linear Algebra, After the course I can apply math to machine learning and understand the importance of math in machine learning.

创建者 LINGYUN D

Sep 16, 2018

Thanks for your gentle teaching through five weeks. I have a suggestion for WEEK5: the final exam answers could be more detailed as students can revise their coursework. All the best

创建者 Duana S

Oct 5, 2021

Great bite sized videos for a quick overview of linear algebra for ML with interesting and fun assignments. Perhaps works better as a review rather than learning for the first time.

创建者 Mohit

Oct 11, 2020

This is Amazing , Everything is clearly described by the lecturer ,Bothe the lecturer are of the best teacher i learn untill ,I'm so happy now ,climb one omre step towards our gola

创建者 Adithya P

Sep 19, 2020

Excellent course... a complete new understanding of Mathematic(Matrices/ vectors). Awesome instrocturs, and a great learning experience. The subject is really engaging. I enjoyed it

创建者 Gordon J

Sep 18, 2020

Challenging material though very enjoyable. Presenters were very clear and engaging. I would recommend this course to anyone with an interest in, or a need to learn, linear algebra.

创建者 Amish A S

Jun 24, 2020

Superb Course.

Concepts are explained in a great way with real life examples. The coding assignments are also nice and help to teach how to apply the concepts that have been learned.

创建者 Kabiraj p

Jan 31, 2019

Concise but very helpful in providing introduction to linear algebra and how it actually fits in the scope of machine learning.Excited to try out the other parts of this course too.

创建者 Olisaemeka C A

Sep 23, 2022

The lectures were more than easy to understand, they fully encompassed some of the core functions and characteristics of vectors and some of their applications in the real world.