返回到 Mathematics for Machine Learning: Linear Algebra

4.7

4,188 個評分

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754 個審閱

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....

Sep 10, 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.

Apr 01, 2018

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.

篩選依據：

創建者 paulo

•Jan 12, 2019

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

創建者 Lia L

•Feb 21, 2019

Great teacher!

創建者 Ajay S

•Feb 21, 2019

A great course to learn mathematics for machine learning . Learn a lot thanks for providing me financial aid for the course.

創建者 Fridah G W K

•Feb 21, 2019

The instructors were great and the length of the videos is bearable.

創建者 Bruce

•Feb 20, 2019

The best linear algebra courses I ever learnt！

創建者 Sameen N

•Feb 22, 2019

It give me basic understanding of vectors and matrices. Understand the concepts of eigen values and eigen vectors and got understanding of how google pagerank works.

創建者 Khalil z

•Feb 24, 2019

thank you very much for your pure work

創建者 gregorius a

•Feb 15, 2019

Very Good Math Lecture!

創建者 Yevhenii S

•Feb 15, 2019

Very good course. It well structured, good lectures and assignments. It gives enough intuition and refresh to move forward. Thank you team!

創建者 David B

•Feb 16, 2019

The video approach to this course is really amazing. The visuals presented and the ease in understanding touch mathematical concepts made this course fantastic to take. Although I would have preferred more challenging quizzes and programming assignments the material taught was still world class.

創建者 谢仑辰

•Feb 28, 2019

I really appreciate staff of ICL's effort to bring us such an intuitive and straightforward course. It's totally different from those linear algebra courses I've received in China. From your idea on explaining this course on space and transformation, I started to build a strong foundation about linear algebra, and machine learning.

創建者 Juan I B R

•Feb 10, 2019

muy bien estructurado, los exámenes se disfrutan debido a que se entienden los conceptos y las preguntas con conseptualmente profundas, no los intentes si no has visto los vídeos.

創建者 ANKIT G

•Feb 10, 2019

Awesome way to quickly revise some linear algebra concepts.

創建者 János G

•Feb 10, 2019

Superb

創建者 Tomáš R

•Feb 10, 2019

perfect recap of necessary terminology and math algorithms, great course

創建者 Amravi s

•Mar 03, 2019

excellent course

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 Jean-Marc S

•Mar 06, 2019

Love this! Quality of the recording is impressive, content what exactly what I was looking for.

創建者 Ashutosh M

•Mar 07, 2019

The course is great for those who are new to machine learning and want to start from mathematics behind it. The course focuses on vector and matrices and how to solve System of Linear Equations using it. You will develop intuition of what matrix transformations are and how to use change in basis to your advantage.

創建者 Harsh D

•Mar 06, 2019

Great Course, exceptional in every way, gives you practice drill down some of the concepts, and handy programming assignments that are fun to work with, while not a complete refresher the course is good enough to grasp essence of linear algebra to build intuitive math, rather than classical way of teaching.

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 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 Liam F

•Mar 10, 2019

Very useful, thanks very much!

創建者 Dariusz P G

•Mar 10, 2019

What an excellent lecturer.

I just wish that my mathematics teacher at school had had a tenth of the ability to impart knowledge.

This is a fantastic course and I will be doing the specialization later when I get some free time.

Thank you for a fantastic course.

Dariusz