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返回到 Mathematics for Machine Learning: Linear Algebra

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

4.7
12,506 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

MG

May 30, 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!)

PL

Aug 25, 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.

筛选依据:

926 - Mathematics for Machine Learning: Linear Algebra 的 950 个评论(共 2,470 个)

创建者 Ahsanul A S

Jun 29, 2020

This course and Grant Sanderson's youtube videos can make anyone superb at Linear Algebra

创建者 William H V G

Jan 16, 2020

This course is very challenging and the same time useful. I've learn a lot of new things.

创建者 Chu W

Nov 21, 2019

I think it overturns my understanding of linear algebra, I was lucky to meet this course.

创建者 Samresh

Jul 9, 2019

Nice Course. Explain in easy and clear way. Cover basic topics for machine learning well.

创建者 Alan S

Sep 13, 2018

The course for every engineer who want to refresh math skills before trying data science.

创建者 Liming

Apr 28, 2021

Fantastic course! Very solid knowledge construction to my weak math background. Loved it

创建者 Swetha M

Sep 28, 2020

Wonderful course for anyone interested to know how intuitive and deep math concepts are!

创建者 Aditya K

Sep 17, 2020

Very intuitive, well explained and recommended course for machine learning practitioner.

创建者 Shanaka R G

Jun 15, 2020

This is a well-organized course for learner algebra. I learn a lot. Thank you very much.

创建者 Adityan R

May 22, 2020

One of the excellent course by Imperial College. Really enjoyed the 5 weeks of learning.

创建者 Abdullah A N

Apr 20, 2020

Good Course! Helps to visualize the Linear Algebra and it's application in Data Science.

创建者 Yolanda D

Feb 18, 2020

Since I haven't been doing linear algebra after college this course is a good refresher!

创建者 Azhan A

Dec 23, 2018

This is a mind-blowing course, very informative and takes your skills to the next level.

创建者 Dan G

Dec 7, 2018

I very friendly introduction to linear algebra that makes you fully comfortable with it.

创建者 Nelsy Y P S

Nov 22, 2020

Me encantó ver la forma en la que se aplica la teoría, eso lo hace aún más interesante.

创建者 Angel G R G

Oct 18, 2020

This is a good course to remind concepts of Linear Algebra and some of its applications

创建者 Arnold T T C

Aug 24, 2020

demasiado bueno el curso, la manera tan facil como explican y lo hacen ver los docentes

创建者 Mamed A

May 26, 2020

A truly beautiful course, that builds an intuitive understanding of the basic concepts.

创建者 Vishvaksenan k s

Apr 30, 2020

This s course is very essential to study further neural networks and machine learning .

创建者 Md H R

Jan 22, 2020

Vectors and matrices were always confusing to me, this course cleared all my confusion.

创建者 Erik D M A

Jan 19, 2020

Excellent course, challenging but very detailed in every subject, strongly recommended!

创建者 Viplav A

Jun 20, 2019

essential course if you want to pursue your carrier in machine learning i learned a lot

创建者 Mansur A

Jun 18, 2018

Insightful and challenging, excellent course! Thanks for delivering this awesome course

创建者 Anantha N

Dec 15, 2025

A very practical course makes deep concepts understand with geometrical demonstration!

创建者 Mehmet T

Jul 19, 2022

Very efficient and practical when you need to remember your past knowledge. Thank you.