返回到 Mathematics for Machine Learning: Linear Algebra

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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....

Dec 23, 2018

Professors teaches in so much friendly manner. This is beginner level course. Don't expect you will dive deep inside the Linear Algebra. But the foundation will become solid if you attend this course.

Aug 26, 2018

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.

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創建者 JUAN P M C

•Aug 08, 2020

Excellent course, perfect for anyone who wants to get started in Linear Algebra. The teachers explain everything clearly and the assignments are of the proper difficulty in order for you to understand.

創建者 T K

•Jul 18, 2020

A well packed non conventional course on linear algebra, full of interesting geometric interpretations, difficulty of the course is absolutely perfect, i am going to recommend this course to my friends

創建者 Om K

•Mar 22, 2020

The course is good because it doesn't just teach all of linear algebra like some other courses. It only teaches what is specific to Machine Learning which actually saves a lot more time than you think.

創建者 Mahyar G

•May 31, 2020

A great course covering key aspects of Linear Algebra with the lecturers giving a good intuition about what's going on with the subjects.

(PS. I loved the sense of humor of Prof.Dye it was really fun!)

創建者 Shuang J

•Nov 18, 2019

This course is not for people without any knowledge on Linear Algebra, but for those with who want to build intuitive understanding of how Linear Algebra works.

I particularly like Dave's instruction.

創建者 Vitória C

•Jul 11, 2018

The content of the course is very relevant, and the instructors are really fun and helpful.My only suggestion is to upload revisions for each assessment, so we can understand what we are doing wrong.

創建者 Bincheng W

•Mar 05, 2019

Satisfactory. Most satisfactory. Actually, this course is possibly the best linear algebra MOOC class in terms of instructor teaching style and how they pick and convey the most insightful concepts.

創建者 David V

•Jun 25, 2019

This was a terrific course; the instructors' are passionate and knowledgeable about the course material, the assignments are engaging and relevant, and the length of the videos feels "just right".

創建者 Pinas G

•Sep 14, 2019

Excellent course!! The Mathematics for Machine Leaning : Linear Algebra offered by the Imperial College of London it's a good step into building a strong foundation in the field of Linear Algebra.

創建者 Jitender S V

•Jun 30, 2018

This is the BEST course if anyone wants to learn linear algebra for machine learning. Lectures are clear and very understandable and quiz questions are great, too. Thank you for this great course.

創建者 ANURAG S

•Jul 12, 2019

It's a nice course but instructors should go in more details. It's mostly high school mathematics. I was expecting undergraduate level Linear Algebra. Otherwise it was a good learning experience.

創建者 Peter H S

•May 09, 2018

Excellent course on the relevant parts of linear algebra for CS. Both instructors are great fun to watch and the assignments use up-to-date Python programming and Jupyter notebooks. Well done !!!

創建者 James B

•Aug 01, 2020

Efficient, targeted course for learning the language and basic operations within linear algebra. Excellent for those working full-time, and for those without much experience with linear algebra.

創建者 kmccall

•Apr 05, 2020

really good. i would have been fine with a slightly longer course that worked through more examples and alternative explanations in order to ensure more solid understanding of complex concepts.

創建者 Archana D

•Mar 03, 2020

Brilliantly explained, loved the use of different marker which helped to understand better. Only one suggestion, if the summary has the mathematical equations/python equivalent would be helpful.

創建者 Roshan B

•Jul 17, 2019

Excellent overview of Linear Algebra for those who had not formally taken up a course on the subject. I had taught myself linear algebra about 18 years back and this was a great refresher course

創建者 Vincent L

•Aug 07, 2018

The concepts are explained well. However, might not be very useful for people who have some basic understanding of linear algebra. Taking this course is not as effective as reading the textbook.

創建者 Rafat R

•Jun 19, 2020

Absolutely brilliant course. Mr Dye was absolutely marvellous. Got a clear and evolved concept of matrices and vectors hopefully that will help me in some ways in my machine learning pursuits.

創建者 Gyamfi A K

•Mar 08, 2019

Taught in an intuitive way. Never have I been able to understand linear algebra better than after following the first 3 weeks of this course. I can't wait to complete the entire specialization

創建者 Pushkar B

•Mar 08, 2019

It's been excellent so far as the instructor has mixed the basics of linear algebra and real world examples to highlight the application in machine learning. Looking forward to further videos.

創建者 Thanawit S

•Jun 29, 2019

Good course with nice lecturer.

Some topics should be explain more in detail and have some further reading / exercise for practicing.

For overall, this course is worth the time and money spend.

創建者 Tobias K

•Apr 22, 2019

Great review of a topic I learned in College. Not sure how it would be for the first time, would probably take more repetition on certain subjects. Maybe going over the videos multiple times.

創建者 Abhishek K S

•Aug 09, 2020

Fantastic, engaging course with many applications of mathematical concepts in programming, learned without going much in detail and getting the appropriate amount of mathematical knowledge.

創建者 Trương M D

•Apr 25, 2020

The course is good. I already learned Algebra in my school, but it is just a formula. This course help me understand more deply and cover geometry meaning of the linear algebra. Thank you !

創建者 Mukund K M

•Sep 29, 2019

A bit challenging quizzes and assignments (for a beginner) towards the end. But this course has made me understand the fundamental concepts of Linear Algebra thoroughly. Thank you so much.