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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
12,504 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

DV

Jun 24, 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".

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.

筛选依据:

1051 - Mathematics for Machine Learning: Linear Algebra 的 1075 个评论(共 2,469 个)

创建者 Syahril A G

May 16, 2020

Great course ! I've learn this topic more than everythin in just 3 days.

创建者 Deleted A

Apr 7, 2020

Good explanation, earned new knowledge, definitely recommend this course

创建者 Pranav P

Apr 3, 2020

I loved the way tutors explained the concept. It was an nice experience.

创建者 Arrie

Aug 31, 2019

This is an intensive but very useful course of stepping stone to ML Math

创建者 Tomáš R

Feb 10, 2019

perfect recap of necessary terminology and math algorithms, great course

创建者 David H

Dec 17, 2018

Well designed for students who want to understand Linear Algebra for ML.

创建者 Hu J

Jun 21, 2020

Clear explanations by the professors and good guided hand-on practices.

创建者 Alaa M K A

May 15, 2020

جدا ممتاز ولكن احيانا الكويزات لاتتواافق مع حجم معرفة المهارات البرمجية

创建者 Nelson H

Mar 29, 2020

Very good to learn the intuition behind so many matematical operations.

创建者 Romesh M P

Nov 20, 2019

Gave a nice intuition to the subject and that was exactly what I needed

创建者 Dawn D

Feb 6, 2019

Well presented, easy to follow and very good explanations and examples!

创建者 Srikar N

Aug 11, 2023

Excellent. It focuses on teaching concepts as opposed to calculations

创建者 Prithwijit G

Jun 6, 2022

One of the best course I have ever learnt from coursera......thank you

创建者 Rusiru R

Dec 17, 2020

A really important course for a beginner in the machine learning area.

创建者 SENTHILVADIVEL S

Aug 30, 2020

Amazing course . I really know what is matrix only after this course .

创建者 Jake L

Jun 6, 2020

Amazing course! The two tutors explanations of each topic are amazing!

创建者 THIRUPATHI T

May 19, 2020

This is an excellent course, I recommend this for every mathematician.

创建者 Deleted A

Jan 19, 2020

Highly recommended for anyone who is starting out in Machine Learning.

创建者 Vishesh K

Dec 9, 2019

I read the linear algebra in my first year but I understand it now....

创建者 Pierre P

Jan 19, 2019

Great teacher, great course, easy to understand but still challenging.

创建者 Carlos M R L

Jul 3, 2025

Excellent course, very practical and very clear theory and exercises.

创建者 Sugir T

Mar 18, 2022

This course was very interesting and I really enjoyed it. Thank you.

创建者 Alireza K

Jun 29, 2021

I really enjoyed the way the both instructors explained in all videos

创建者 Kaustubh S

Nov 18, 2020

The best thing about this course is intuitive explanation of concepts

创建者 Alireza A

Aug 13, 2020

it was really good and helpful. bright lecturers and amazing contents